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"filename": "src/transformers/models/vit_mae/modular_vit_mae.py", + "filename": "src/transformers/models/canine/modeling_canine.py", "left_ranges": [ [ - 62, - 69 - ], - [ - 72, - 82 - ], - [ - 85, - 93 + 341, + 347 ] ], "right_ranges": [ [ - 62, - 68 - ], + 341, + 347 + ] + ] + }, + { + "filename": "tests/models/canine/test_modeling_canine.py", + "left_ranges": [ [ - 71, - 81 - ], + 248, + 269 + ] + ], + "right_ranges": [ [ - 84, - 90 + 248, + 269 ] ] } @@ -3724,89 +2580,126 @@ ] }, { - "cluster_id": "cluster-45561-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", + "cluster_id": "cluster-43698-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", "status": "open", - "confidence": 0.8, - "canonical_issue_number": 45561, - "canonical_pr_number": 45645, + "confidence": 0.75, + "canonical_issue_number": 43698, + "canonical_pr_number": 43779, "issue_numbers": [ - 45561 + 43698 ], "pr_numbers": [ - 45639, - 45645 + 43779, + 43816 ], "evidence_types": [ "closing_reference", - 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"left_ranges": [ - [ - 1, - 144 - ] - ], - "right_ranges": [ - [ - 1, - 114 + 2309, + 2322 ] ] - }, + } + ] + } + ] + }, + { + "cluster_id": "cluster-46927-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46927, + "issue_numbers": [], + "pr_numbers": [ + 46927, + 46949, + 47056 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46927, + "right_pr_number": 46949, + "code_similarity": 0.157, + "size_similarity": 0.786, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46927, + "right_pr_number": 47056, + "code_similarity": 0.079, + "size_similarity": 0.393, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46949, + "right_pr_number": 47056, + "code_similarity": 0.54, + "size_similarity": 0.5, + "file_overlap": 0.5, + "area_overlap": 0.4, + "patch_similarity": 1.0, + "shared_filenames": [ + "src/transformers/models/whisper/modeling_whisper.py" + ], + "shared_file_areas": [ { - "filename": "utils/notification_service.py", + "filename": "src/transformers/models/whisper/modeling_whisper.py", "left_ranges": [ [ - 935, - 967 + 309, + 315 ] ], "right_ranges": [ [ - 935, - 967 + 306, + 312 ] ] } @@ -3815,83 +2708,73 @@ ] }, { - "cluster_id": "cluster-47013-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #47013.", + "cluster_id": "cluster-43656-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", - "confidence": 0.55, - "canonical_issue_number": 47013, - "canonical_pr_number": 47026, - "issue_numbers": [ - 47013 - ], + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43656, + "issue_numbers": [], "pr_numbers": [ - 47026, - 47046 + 43656, + 43842 ], "evidence_types": [ - "closing_reference" + "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 47026, - "right_pr_number": 47046, - "code_similarity": 0.308, - "size_similarity": 0.264, - "file_overlap": 0.5, - "area_overlap": 0.229, - "patch_similarity": 0.169, + "left_pr_number": 43656, + "right_pr_number": 43842, + "code_similarity": 0.405, + "size_similarity": 0.5, + "file_overlap": 1.0, + "area_overlap": 0.0, + "patch_similarity": 0.036, "shared_filenames": [ - "src/transformers/models/xlstm/modeling_xlstm.py" + "src/transformers/cli/serve.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/xlstm/modeling_xlstm.py", + "filename": "src/transformers/cli/serve.py", "left_ranges": [ [ - 816, - 840 - ], - [ - 843, - 851 - ] - ], - "right_ranges": [ - [ - 25, - 39 + 11, + 18 ], [ - 789, - 795 + 30, + 36 ], [ - 808, - 817 + 315, + 323 ], [ - 823, - 846 + 665, + 671 ], [ - 849, - 857 + 931, + 937 ], [ - 1388, - 1394 + 1843, + 1849 ], [ - 1399, - 1405 - ], + 1868, + 1874 + ] + ], + "right_ranges": [ [ - 1461, - 1473 + 54, + 61 ], [ - 1504, - 1522 + 587, + 593 ] ] } @@ -3900,64 +2783,61 @@ ] }, { - "cluster_id": "cluster-47050-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #47050.", + "cluster_id": "cluster-46907-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", - "confidence": 0.75, - "canonical_issue_number": 47050, - "canonical_pr_number": 47083, - "issue_numbers": [ - 47050 - ], + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46907, + "issue_numbers": [], "pr_numbers": [ - 47083, - 47088 + 46907, + 47055 ], "evidence_types": [ - "closing_reference", - "shared_issue_target" + "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 47083, - "right_pr_number": 47088, - "code_similarity": 1.0, + "left_pr_number": 46907, + "right_pr_number": 47055, + "code_similarity": 0.925, "size_similarity": 1.0, "file_overlap": 1.0, "area_overlap": 1.0, - "patch_similarity": 1.0, + "patch_similarity": 0.5, "shared_filenames": [ - "src/transformers/models/canine/modeling_canine.py", - "tests/models/canine/test_modeling_canine.py" + "src/transformers/models/edgetam/modeling_edgetam.py", + "src/transformers/models/edgetam/modular_edgetam.py" ], "shared_file_areas": [ { - "filename": "src/transformers/models/canine/modeling_canine.py", + "filename": "src/transformers/models/edgetam/modeling_edgetam.py", "left_ranges": [ [ - 341, - 347 + 464, + 472 ] ], "right_ranges": [ [ - 341, - 347 + 464, + 472 ] ] }, { - "filename": "tests/models/canine/test_modeling_canine.py", + "filename": "src/transformers/models/edgetam/modular_edgetam.py", "left_ranges": [ [ - 248, - 269 + 210, + 218 ] ], "right_ranges": [ [ - 248, - 269 + 210, + 218 ] ] } @@ -3966,88 +2846,102 @@ ] }, { - "cluster_id": "cluster-47048-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #47065.", + "cluster_id": "cluster-47092-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", - "confidence": 0.6, - "canonical_issue_number": 47065, - "canonical_pr_number": 47066, - "issue_numbers": [ - 47065 - ], + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 47092, + "issue_numbers": [], "pr_numbers": [ - 47048, - 47066 + 47092, + 47096 ], "evidence_types": [ - "closing_reference", "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 47048, - "right_pr_number": 47066, - "code_similarity": 0.3, - "size_similarity": 0.95, + "left_pr_number": 47092, + "right_pr_number": 47096, + "code_similarity": 0.005, + "size_similarity": 0.018, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.734, + "patch_similarity": 0.01, "shared_filenames": [], "shared_file_areas": [] } ] }, { - "cluster_id": "cluster-43698-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", + "cluster_id": "cluster-46971-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", - "confidence": 0.75, - "canonical_issue_number": 43698, - "canonical_pr_number": 43779, - "issue_numbers": [ - 43698 - ], + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 47058, + "issue_numbers": [], "pr_numbers": [ - 43779, - 43816 + 46971, + 47058 ], "evidence_types": [ - "closing_reference", - "shared_issue_target" + "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 43779, - "right_pr_number": 43816, - "code_similarity": 0.418, - "size_similarity": 0.538, + "left_pr_number": 46971, + "right_pr_number": 47058, + "code_similarity": 0.643, + "size_similarity": 0.909, "file_overlap": 1.0, - "area_overlap": 0.02, - "patch_similarity": 0.02, + "area_overlap": 0.339, + "patch_similarity": 0.286, "shared_filenames": [ - "src/transformers/integrations/integration_utils.py" + "tests/models/mamba2/test_modeling_mamba2.py" ], "shared_file_areas": [ { - "filename": "src/transformers/integrations/integration_utils.py", + "filename": "tests/models/mamba2/test_modeling_mamba2.py", "left_ranges": [ [ - 2227, - 2241 + 418, + 424 ], [ - 2303, - 2309 + 450, + 456 + ], + [ + 480, + 497 + ], + [ + 508, + 514 ] ], "right_ranges": [ [ - 2278, - 2291 + 404, + 411 ], [ - 2309, - 2322 + 420, + 426 + ], + [ + 452, + 458 + ], + [ + 482, + 488 + ], + [ + 503, + 509 ] ] } @@ -4333,36 +3227,15 @@ ], "duplicate_issues": [ { - "cluster_id": "cluster-45081-4", - "canonical_issue_number": 45081, - "duplicate_issue_numbers": [ - 45356 - ], - "reason": "Issues in cluster-45081-4 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." - }, - { - "cluster_id": "cluster-46894-7", + "cluster_id": "cluster-46894-6", "canonical_issue_number": 46894, "duplicate_issue_numbers": [ - 46897, - 46901 + 46897 ], - "reason": "Issues in cluster-46894-7 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": [ - { - "cluster_id": "cluster-40546-5", - "canonical_pr_number": 43451, - "duplicate_pr_numbers": [ - 40546, - 46836, - 47003, - 47092 - ], - "target_issue_number": null, - "reason": "PRs in cluster-40546-5 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-41211-3", "canonical_pr_number": 44339, @@ -4381,6 +3254,25 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-43451-3", + "canonical_pr_number": 43451, + "duplicate_pr_numbers": [ + 46196, + 47098 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43451-3 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-43656-2", + "canonical_pr_number": 43656, + "duplicate_pr_numbers": [ + 43842 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -4417,13 +3309,13 @@ "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-45081-4", + "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, "duplicate_pr_numbers": [ 45086 ], "target_issue_number": 45081, - "reason": "PRs in cluster-45081-4 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + "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", @@ -4462,7 +3354,7 @@ "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-46894-7", + "cluster_id": "cluster-46894-6", "canonical_pr_number": 46903, "duplicate_pr_numbers": [ 46895, @@ -4470,27 +3362,46 @@ 47090 ], "target_issue_number": 46894, - "reason": "PRs in cluster-46894-7 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + "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-46907-13", + "cluster_id": "cluster-46907-2", "canonical_pr_number": 46907, + "duplicate_pr_numbers": [ + 47055 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46907-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46908-4", + "canonical_pr_number": 46926, "duplicate_pr_numbers": [ 46908, - 46926, - 46927, - 46949, - 46951, - 46970, - 46971, 47054, - 47055, - 47056, - 47057, - 47058 + 47057 ], "target_issue_number": null, - "reason": "PRs in cluster-46907-13 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46908-4 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46927-3", + "canonical_pr_number": 46927, + "duplicate_pr_numbers": [ + 46949, + 47056 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46927-3 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46971-2", + "canonical_pr_number": 47058, + "duplicate_pr_numbers": [ + 46971 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46971-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-47013-3", @@ -4499,7 +3410,7 @@ 47046 ], "target_issue_number": 47013, - "reason": "PRs in cluster-47013-3 are treated as duplicates because they converge on issue #47013 with closing_reference evidence." + "reason": "PRs in cluster-47013-3 are treated as duplicates because they converge on issue #47013 with closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-47048-3", @@ -4518,18 +3429,27 @@ ], "target_issue_number": 47050, "reason": "PRs in cluster-47050-3 are treated as duplicates because they converge on issue #47050 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-47092-2", + "canonical_pr_number": 47092, + "duplicate_pr_numbers": [ + 47096 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47092-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-46894-7", + "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 7 artifacts, and carries 1 discussion comments plus 8 inbound references.", - "score": 180.0 + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 6 artifacts, and carries 1 discussion comments plus 8 inbound references.", + "score": 170.0 }, "best_pr": { - "cluster_id": "cluster-46907-13", - "pr_number": 46907, - "reason": "PR #46907 is the strongest global PR candidate because it is open, belongs to a cluster with 13 artifacts, links to 0 issues, and carries 11 review/discussion events.", - "score": 271.974 + "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/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index e9b9add806b4d70817ef20cffda04b3390ea067e..134b1024444c33ae6487ea9846b74ac2a3aa4602 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": "20260706T060036Z", - "generated_at": "2026-07-06T06:13:31Z", + "snapshot_id": "20260706T120021Z", + "generated_at": "2026-07-06T12:14:25Z", "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-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:24643", "issue:30277", @@ -109,8 +109,8 @@ "issue:44292|issue:45237", "issue:45874|issue:46294", "issue:39290|issue:45081", - "issue:45823|issue:45874", "issue:45800|issue:46515", + "issue:45823|issue:45874", "issue:34928|issue:41720", "issue:43425|issue:44292", "issue:43828|issue:45161", @@ -132,352 +132,418 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "eb051dcf7b795516c44aaa4a1c7cc0a63a887f00864fd5ead899699683f9912d", + "prepared_review_unit_hash": "f259e8e83787b9fbf3c273e5e19bd9fd1302fb88d18abddaaf11fe8eab634627", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46576, - "estimated_input_tokens": 11644, - "estimated_eval_tokens": 23544 + "serialized_chars": 46571, + "estimated_input_tokens": 11643, + "estimated_eval_tokens": 23542 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy: most pairs are only loosely similar by model/topic, not true duplicates. The only clear duplicate-like pair is the DeepSpeed ZeRO-3 BertModel index error; a docs pair is thematically close but still not the same concrete issue.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43596 is the clearest concrete duplicate target in the set: it describes the BertModel + DeepSpeed ZeRO-3 \"index 0 is out of bounds\" failure, and issue:43638 is a near-duplicate variant of the same bug.", + "summary": "This cluster is mostly heterogeneous; only a few soft pairs look like true duplicates. The strongest duplicate groups are the Deepspeed ZeRO-3/Bert index-0 failure, the Qwen3_5Moe rotary-embedding/offload failure, and the torch 2.4.1 compatibility reports. Most other pairs share only a broad subsystem or symptom and should stay separate.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43596 is the clearest concrete bug report in the cluster and has a near-exact duplicate in issue:43638; it describes the shared Deepspeed ZeRO-3/BertModel index-out-of-bounds failure most directly.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best representative issue because it has the most specific, reproducible runtime failure and cleanly subsumes the strongest duplicate candidate in the cluster.", + "best_issue_reason": "issue:43596 is the best global representative because it is specific enough to anchor a real duplicate pair while still describing the underlying ZeRO-3/BertModel failure cleanly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different models and different failures: config attribute error vs streaming API failure." + "reason": "Different Qwen3.5 failures: missing config attribute vs streaming chat/completions bug." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated hardware/runtime paths: AMD GPU failure vs MPS Int histogram limitation." + "reason": "Different hardware/runtime errors; only the broad accelerator area overlaps." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Image-preprocessor dtype mismatch is not the same bug as GPT-OSS AMD GPU failure." + "reason": "Different model-specific bugs: image preprocessor dtype mismatch vs AMD GPU failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are dtype/device-related at a high level, but they are different models and code paths." + "reason": "Autocast dtype mismatch and AMD GPU failure are unrelated concrete problems." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different model families and no evidence of a shared root cause." + "reason": "Both mention model/runtime failures, but the model and failure mode are different." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different symptom and target: AMD GPU execution vs invalid method call in GraniteMoEHybrid." + "reason": "Different model/backend issues; no shared concrete code-path is evident." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Different bugs: collective mismatch under ZeRO-3 vs ONNX export failure." + "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Both are model/export failures, but not the same code-path or concrete issue." + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 config failures are different bugs." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export and auto device-map CUDA assert are unrelated." + "reason": "Different models and different error types; only generic runtime issues overlap." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and outdated RAG examples are separate issues." + "reason": "Table QA crash and outdated RAG examples are different documentation/runtime issues." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Export error vs missing GenerationMixin import are distinct breakages." + "reason": "ONNX export failure and GenerationMixin import failure are unrelated." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are stale docs after v5, but they reference different removed items and look like separate cleanup tasks." + "reason": "Both are v5 docs cleanups, but they target different removed docs references and are separate fixes." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different failure modes: TRL SFT embedding unpacking vs training resume with local model trust_remote_code." + "reason": "TRl input-embedding unpacking and resume-training/remote-code issues are different code paths." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Training-resume issue and multi-GPU YOLO device-map issue are not the same bug." + "reason": "Resume-training remote-code bug and YOLO multi-GPU device-map bug are unrelated." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask/index shape mismatch is not the same as Gemma4 PLE device mismatch." + "reason": "Mask/index shape mismatch and Gemma4 device mismatch are different failures." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both mention indexing errors, but one is ZeRO-3 Bert loading and the other is a different mask/tensor shape mismatch." + "reason": "Different error signatures and model paths; not the same underlying bug." }, { - "left": "issue:43596", + "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 Bert loading error and resume-training bug do not share a concrete code path." + "reason": "ZeRO-3/Bert index error and training-resume remote-code issue are unrelated." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same broad error class, but different trigger and model; not a duplicate." + "reason": "Both are tensor-shape failures, but they are on different code paths and models." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask shape mismatch and Qwen3.5 video token/feature mismatch are unrelated." + "reason": "Mask-shape mismatch and video token mismatch are distinct multimodal bugs." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Indexing failure vs TP-only MoE problem are different issues." + "reason": "Tensor mask indexing failure and GPT-OSS TP issue are unrelated." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Resume-training problem and broken Nemotron example are not the same bug." + "reason": "No shared concrete bug; one is resume/trust-remote-code, the other an official example failure." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video StopIteration in chat template vs training resume issue are unrelated." + "reason": "Video StopIteration and resume-training remote-code issues are unrelated." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset and ModernBERT ONNX export are unrelated." + "reason": "BarkProcessor voice preset and ModernBERT ONNX export are different problems." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Collective mismatch under Jamba/ZeRO-3 is different from Bert Zero-3 index error." + "reason": "Both involve DeepSpeed, but the reported failures are different and model-specific." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same underlying ZeRO-3 BertModel bug: index-0 out-of-bounds during loading; 43638 is just the non-pretrained variant." + "reason": "Same ZeRO-3/BertModel index-out-of-bounds failure with only pretrained vs non-pretrained setup differences." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy call and GPT-OSS TP issue are different code paths." + "reason": "Liger kernel cross-entropy invocation and GPT-OSS TP failure are unrelated." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Tokenizer detokenization bug and LoRA merge/save mismatch are unrelated." + "reason": "Incorrect detokenization and LoRA save/reload output mismatch are different bugs." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3 NVFP4 runtime failure is not the same as LoRA save/reload inconsistency." + "reason": "Qwen-3-8B-NVFP4 runtime error and LoRA merge/save mismatch are unrelated." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral and remote-code config_class AttributeError are distinct." + "reason": "Processor failure for Voxtral and remote-code config_class AttributeError are different code paths." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Mistral dtype mismatch and YOLO multi-GPU device-map failure are unrelated." + "reason": "Different models and different GPU/device-map failures." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed weight-dimension error and collective mismatch are different failures." + "reason": "Both mention DeepSpeed, but one is a weight-shape error and the other a collective mismatch." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing FSDP mismatch and mask shape error do not share the same root cause." + "reason": "Activation-checkpoint/FSDP recompute mismatch is not the same as the mask shape-indexing error." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram op failure and YOLO multi-GPU device-map issue are unrelated." + "reason": "MPS histogram error and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:45859", "right": "issue:45902", - "accept": false, - "reason": "Both involve Qwen3.5Moe rotary embedding, but one is CPU-offload incompatibility and the other is uninitialized-buffer materialization; too different to merge." + "accept": true, + "reason": "Same Qwen3_5Moe rotary-embedding/offload bug; the second report explains the same materialization issue more precisely." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP checkpointing mismatch and custom trainer signature change are different bugs." + "reason": "FSDP checkpointing size mismatch and CustomTrainer num_items_in_batch error are unrelated." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 Bert loading error and GPT-OSS tensor-parallel bug are unrelated." + "reason": "Bert ZeRO-3 initialization error and GPT-OSS TP issue are unrelated." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different models and failure mechanisms." + "reason": "Different models and different failure modes; not a duplicate." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral dtype mismatch and GraniteMoEHybrid invalid method are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "NVFP4 runtime error and AMD GPU failure are separate issues." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3/vLLM attribute error and Mistral regex patch crash are different bugs." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "These are the same torch 2.4.1 compatibility complaint phrased differently." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device mismatch and Gemma4 reverse embedding lookup are different forward-path problems." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Activation checkpointing/FSDP mismatch and Qwen3 auto device-map assert are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Generic torch incompatibility and Qwen-3-8B-NVFP4 runtime failure are not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:44457", + "accept": false, + "reason": "Autocast dtype mismatch and LoRA save/reload output mismatch are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral torch dynamo tracing failure and Mistral image preprocessor dtype mismatch are different problems." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models, different symptoms, no shared code-path evidence." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Mistral dtype mismatch and Nemotron example breakage are unrelated." + "reason": "Different model families and failure modes." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid vs MPS histogram Int error are different bugs." + "reason": "GraniteMoE invalid method and MPS histogram int error are unrelated." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Qwen-3 NVFP4 runtime issue and TRL embedding unpacking bug are unrelated." + "reason": "Qwen NVFP4 runtime failure and TRL SFT embedding unpacking are different bugs." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Different models, different hardware, different failure modes." + "reason": "Different hardware/backends and model paths; not a duplicate." }, { "left": "issue:43716", "right": "issue:44292", "accept": false, - "reason": "Dtype mismatch and NVFP4 runtime error are not the same issue." + "reason": "Mistral image dtype mismatch and Qwen NVFP4 runtime failure are unrelated." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "TRL SFT embedding unpacking and GPT-OSS TP failure are unrelated." + "reason": "TRL input-embedding unpacking and GPT-OSS TP issue are different code paths." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross-entropy call is unrelated to Qwen3.5 SFT embedding unpacking." + "reason": "Liger kernel cross-entropy call and TRL embedding unpacking are unrelated." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Gemma3 ZeRO-3 loading error and Bert ZeRO-3 loading error are different model-specific bugs." + "reason": "Both hit ZeRO-3 init, but Gemma3 conditional generation and BertModel likely have different root causes." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they concern different removed references and likely different pages." + "reason": "Both are docs issues, but they concern different removed v5 references." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram Int failure are unrelated." + "reason": "Autocast dtype mismatch and MPS histogram error are unrelated." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross-entropy call and Phi MoE autocast mismatch are different issues." + "reason": "Liger kernel cross-entropy usage and Phi-tiny-MoE autocast mismatch are different bugs." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "Collective mismatch under ZeRO-3 and trainer signature incompatibility are unrelated." + "reason": "DeepSpeed collective mismatch and custom trainer signature mismatch are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Checkpointing/FSDP mismatch and missing GenerationMixin import are not the same bug." + "reason": "Activation-checkpoint/FSDP recomputation error and GenerationMixin import error are unrelated." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "AMD GPU model failure and outdated RAG docs are unrelated." + "reason": "AMD GPU runtime issue and RAG docs issue are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross-entropy path and tensor-mask indexing mismatch are different failures." + "reason": "Liger kernel cross-entropy call and mask/index shape mismatch are different failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The summary stays within the packet evidence, and the only accepted duplicate pair (43596/43638) is supported by the near-identical ZeRO-3 Bert index-error titles. The other verdicts avoid overstating shared root causes, which matches the packet." + "feedback": "The summary is grounded in the packet and stays conservative overall. The three accepted soft pairs are plausible duplicates from the titles/body context, and the negative verdicts generally avoid overclaiming beyond broad subsystem similarity. The canonical issue choice and representative reasoning are also supported by the exact ZeRO-3/BertModel duplicate pair." }, "evaluator_used": true, "retried": false, @@ -496,7 +562,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:36010", "issue:39290", @@ -591,292 +657,262 @@ "issue:43572|issue:45070", "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "e78b7a6e599bc8e0ddcb0f30a5c52db526a102dcb0261297dc19ec40360a6e23", + "prepared_review_unit_hash": "93eca0642f3719e3c4e240076f35ddeea8ab82755f3eb5c34aa624d88b1d9fa9", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 40043, - "estimated_input_tokens": 10011, - "estimated_eval_tokens": 20278 + "serialized_chars": 40046, + "estimated_input_tokens": 10012, + "estimated_eval_tokens": 20280 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are distinct bug reports across unrelated models, APIs, and runtime paths. The only soft duplicates that look plausibly mergeable are the two v5 AutoTokenizer regression reports and the two DeepSpeed ZeRO-3 index-out-of-bounds loading reports; the rest should stay separate.", - "confidence": 0.73, - "canonical_issue_reason": "Issue 45920 is the broadest, clearest report of the tokenizer-ID regression and spans multiple model families, making it the best dedupe anchor.", + "summary": "This cluster is mostly soft-similarity false positives across unrelated transformer/model bugs. The only strong duplicate is the AutoTokenizer v5 regression affecting Granite and other model families; the broader report is the better canonical issue.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45920 is the broadest and most representative report of the tokenizer regression, covering multiple model families and the silent v4\u2192v5 wrong-token-ID behavior.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 has the strongest user-facing impact and the most general statement of the underlying bug, so it is the best representative issue in this set.", + "best_issue_reason": "issue:45920 best captures the underlying bug at the right scope; issue:45812 is a narrower Granite-only slice of the same regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both are version-compatibility complaints, but they describe different breakages: torch/transformers mismatch vs USE_DISTRIBUTED=0 support." + "reason": "Different incompatibilities: torch/version mismatch vs USE_DISTRIBUTED=0 build support." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Different failure modes and code paths: vLLM loading PaddleOCR-VL vs distributed build support in transformers." + "reason": "PaddleOCR-VL loading in vLLM is unrelated to distributed-support breakage." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Both are model-loading failures, but one is a corrupted checkpoint and the other is missing text-encoder weights; not the same bug." + "reason": "Corrupted checkpoint vs missing text-encoder weights are different failure modes." }, { "left": "issue:41762", "right": "issue:43596", - "accept": true, - "reason": "Both report the same ZeRO-3 loading path ending in index-0 out-of-bounds during model init; different models, same concrete failure mode." + "accept": false, + "reason": "Both are ZeRO-3 index errors, but they involve different models and load paths; not clearly the same bug." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3/vLLM config attribute error and Qwen3 auto-device-map cuda assert are unrelated." + "reason": "Gemma3 config attribute error vs Qwen3 auto-device-map cuda assert are different code paths." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they concern different documentation topics with no shared underlying bug." + "reason": "Both are docs issues, but about different outdated text and different behaviors." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to distributed build support regression." + "reason": "Float8 storage lookup error is unrelated to the PyTorch distributed build regression." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different subsystems and symptoms: AMD GPU runtime failure vs table-question-answering crash." + "reason": "AMD GPU support failure and table QA crash are unrelated subsystems." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy dispatch and Qwen3-vl video StopIteration are unrelated." + "reason": "Liger kernel cross-entropy usage and Qwen3-VL video StopIteration are distinct bugs." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "One is a detokenization regression, the other is outdated RAG examples." + "reason": "Tokenizer detokenization regression is unrelated to outdated RAG examples." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Both involve model-specific multimodal/device behavior, but the mismatches are different and not the same bug." + "reason": "Different model families and different failure mechanisms: device mismatch vs video token/template mismatch." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral and device-map mismatch for Gemma4 PLE are different model paths." + "reason": "Processor failure for Voxtral is unrelated to Gemma4 device placement." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption and NVFP4 compatibility are unrelated." + "reason": "Checkpoint corruption and DiffusionGemma ModelOpt compatibility are not the same issue." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Checkpoint-loading failure for NemotronH does not overlap with outdated RAG docs." + "reason": "NemotronH checkpoint loading is unrelated to documentation staleness." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Broad remote_code regressions and distributed build support regressions are different change areas." + "reason": "Remote-code model regressions are broader, but this is not the same concrete PyTorch USE_DISTRIBUTED=0 breakage." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Both describe the same v5 AutoTokenizer wrong-token-IDs regression across models; 45920 is the broader manifestation." + "reason": "Both report the same AutoTokenizer v5 regression causing wrong token IDs across models; 45920 is the broader instance." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params API incompatibility is unrelated to PyTorch build flags." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Different checkpoint/model-loading problems with different root causes." + "reason": "Corrupted Ovis2 checkpoint vs NemotronH checkpoint loading failure are different model-specific problems." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3 NVFP4 runtime failure and RAG docs cleanup are unrelated." - }, - { - "left": "issue:43872", - "right": "issue:46304", - "accept": false, - "reason": "bitsandbytes Int8Params incompatibility is unrelated to distributed build support." + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to RAG docs." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Gemma3 config attribute error and Qwen3-MoE sliding_window issue are separate model-specific bugs." + "reason": "Both mention sliding_window, but one is a Gemma3 config attribute error and the other is a Qwen3-MoE-specific issue." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are IndexErrors under ZeRO-3, but the reported shapes and triggering paths differ enough that they do not clearly share one fix." + "reason": "Both are IndexErrors under ZeRO-3, but the shapes/messages and model contexts differ." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper model load failure and table QA task crash are unrelated." - }, - { - "left": "issue:43854", - "right": "issue:43866", - "accept": false, - "reason": "Unit-test loading failure for GLM-4.7-Flash and corrupted Ovis2 checkpoint are distinct issues." - }, - { - "left": "issue:43425", - "right": "issue:45070", - "accept": false, - "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are different compatibility problems." + "reason": "Whisper loading/runtime failure and table QA crash are unrelated." }, { "left": "issue:43975", - "right": "issue:46015", + "right": "issue:45901", "accept": false, - "reason": "Detokenization regression and stale examples are not the same underlying issue." + "reason": "Incorrect detokenization and table QA crash do not share an underlying bug." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime/loading failure is unrelated to the PretrainedConfig pydantic breakage." + "reason": "Whisper runtime issue is unrelated to the PretrainedConfig pydantic regression." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both mention Qwen3.5 and chat, but one is a transformers chat crash while the other is a streaming chat/completions API failure." - }, - { - "left": "issue:43596", - "right": "issue:45800", - "accept": false, - "reason": "ZeRO-3 index error and torch/transformers version incompatibility are different root causes." + "reason": "Both involve Qwen3.5 chat flows, but the reported failures are different code paths and symptoms." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Mixtral torch-dynamo grouped_mm failure and YOLO multi-GPU device-map failure are unrelated." + "reason": "Mixtral grouped_mm tracing failure is unrelated to YOLO multi-GPU device mapping." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Qwen NVFP4 runtime error and table QA crash are not the same bug." + "reason": "Qwen NVFP4 failure is unrelated to table QA crashing." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3TextConfig sliding-window attribute error and Gemma4 device mismatch are unrelated." - }, - { - "left": "issue:45464", - "right": "issue:45685", - "accept": false, - "reason": "Streaming inference failure and MPS histogram int error are unrelated." + "reason": "Sliding_window config error and Gemma4 device mismatch are different bugs." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and Gemma3 config attribute error are different issues." - }, - { - "left": "issue:43541", - "right": "issue:45685", - "accept": false, - "reason": "Different model/runtime failures with no shared code path." + "reason": "GenerationMixin import error is unrelated to the Gemma3 sliding_window regression." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm torch-dynamo tracing error and autocast dtype mismatch are different failure modes." + "reason": "Grouped_mm tracing error and autocast dtype mismatch are distinct MoE failures." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure and non-template-node compile error are unrelated." + "reason": "Processor loading failure is unrelated to the non-template nodes compile error." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Untied lm_head weights in Mistral3 and a corrupted checkpoint are not the same bug." + "reason": "Weight-tying bug and checkpoint corruption are not the same underlying issue." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "GraniteMoEHybrid invalid method call and YOLO multi-GPU device-map failure are unrelated." + "reason": "Invalid method call in GraniteMoEHybrid and YOLO auto device-map failure are unrelated." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are load-time errors, but one is a mask-shape mismatch and the other is a ZeRO-3 empty-tensor index error." + "reason": "Both are size-mismatch/index errors, but they are different shapes, models, and failure points." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn fallback gating and remote-code model_class/config_class handling are different paths." + "reason": "Flash-attn fallback gating and remote-code config_class errors are unrelated." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and PretrainedConfig pydantic breakage are separate compatibility issues." + "reason": "Missing pad_token_idx and pydantic field breakage are different config regressions." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers compatibility and Gemma4 device-map mismatch are different bugs." + "reason": "Torch/version incompatibility and Gemma4 device mismatch are different issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge calls stay conservative. The two accepted pairs are well supported by the titles/body themes: the v5 AutoTokenizer wrong-token-ID regression reports and the DeepSpeed ZeRO-3 index-out-of-bounds loading reports. The rejections mostly distinguish different models, subsystems, or failure modes without overstating sameness." + "feedback": "The canonical issue choice is grounded: 45920 is the broadest tokenizer-regression report, and 45812 is a narrower Granite-specific duplicate. The soft-edge verdicts are generally conservative and supported by the packet titles; I don't see evidence of overstatement." }, "evaluator_used": true, "retried": false, @@ -895,7 +931,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:39186", "issue:40990", @@ -955,8 +991,8 @@ "issue:44291|issue:45070", "issue:43531|issue:45070", "issue:41093|issue:43596", - "issue:43716|issue:46294", "issue:45020|issue:45800", + "issue:43716|issue:46294", "issue:43054|issue:43994", "issue:44479|issue:46294", "issue:46468|issue:46869", @@ -974,18 +1010,18 @@ "issue:44360|issue:44512", "issue:44492|issue:44512", "issue:44530|issue:45005", - "issue:44863|issue:45005", "issue:44918|issue:45507", + "issue:44863|issue:45005", "issue:45183|issue:46463" ], - "prepared_review_unit_hash": "a87a14d10f786b5d5986024b1fc1addd35d70ca58fbeabef7493bdf908403ab3", + "prepared_review_unit_hash": "8ecc095cc5dda0960186db8f9c42141806c59cccdb824d82d0765869e299548b", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 47, @@ -1000,204 +1036,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous bug reports with a few true duplicate-like pairs. The clearest duplicates are around remote-code cache collisions, input validation error messaging, and a Qwen video-input regression; most other soft pairs look like false positives.", - "confidence": 0.49, - "canonical_issue_reason": "No single issue spans the whole set. The clearest duplicate thread is 45632 \u2194 45698, and 45698 is the more concrete representative because it states the user-visible failure (wrong custom module loaded after save_pretrained) rather than the underlying path-collision mechanism.", + "summary": "A few pairs look like true duplicates around the same concrete failure mode, but most are only superficially similar (same subsystem or same broad error class) and should stay separate.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45698 is the strongest standalone anchor: it has the clearest user-facing failure, substantial discussion, and its scope is specific enough to represent the duplicate cache/custom-module loading problem cleanly.", "canonical_pr_reason": null, - "best_issue_reason": "45698 is the most actionable representative of the only strong duplicate thread in this cluster. The rest of the items are mostly separate regressions or model-specific failures rather than one shared bug.", + "best_issue_reason": "issue:43873 is the best overall issue to keep as a global reference point because it is open, has the most discussion/inbound references, and tracks an active, broadly impactful regression around quantization/offloading.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different problems and models: PaddleOCR-VL load failure vs gpt-oss GGUF architecture support." + "reason": "Different problems: PaddleOCR-VL loading in vLLM vs gpt-oss GGUF architecture support." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are IndexErrors, but one is a mask/tensor shape mismatch and the other is TRL embedding unpacking; no clear shared code path." + "reason": "Both mention Qwen3.5-ish workflows, but one is a generic mask-shape IndexError and the other is an SFT/trainer embedding unpacking failure." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Both involve MoE models, but torch dynamo/grouped_mm tracing and tensor-parallel support are distinct failures." + "reason": "Different MoE/runtime paths: torch dynamo grouped_mm tracing vs tensor-parallel support for GPT-OSS MoE." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different modalities and fixes: autocast dtype mismatch vs Qwen3.5 streaming chat/completions failure." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to Qwen3.5 chat/completions streaming failure." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "Unrelated: gpt-oss GGUF support vs Qwen3.5 streaming inference." + "reason": "gpt-oss GGUF architecture support and Qwen3.5 streaming are unrelated." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Quantization/OOM regression vs tied-weights behavior on translation models; not the same bug." + "reason": "Both touch generation/model behavior in v5, but one is int4 memory/OOM and the other is tied-weights behavior on translation models." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Both are v5 regressions, but one is init_empty_weights API breakage and the other is a PretrainedConfig/pydantic field issue." + "reason": "Different code paths: init_empty_weights argument handling vs pydantic PretrainedConfig field breakage." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window bug and pydantic PretrainedConfig regression are unrelated." + "reason": "Qwen3-MoE sliding-window behavior is not the same bug as the v5 PretrainedConfig/pydantic regression." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Similar IndexError phrasing, but mask-shape mismatch and deepspeed zero3/BertModel index-out-of-bounds look like different bugs." + "reason": "Both are IndexError-style failures, but one is a mask-length mismatch and the other is a zero3/BertModel empty-dimension access." }, { - "left": "issue:43716", - "right": "issue:46294", + "left": "issue:45020", + "right": "issue:45800", "accept": false, - "reason": "Both are multimodal failures, but image-preprocessor dtype mismatch and video feature/token mismatch are different code paths." + "reason": "Remote-code model breakage and torch/transformers version incompatibility overlap only at a very broad compatibility level." }, { - "left": "issue:45020", - "right": "issue:45800", + "left": "issue:43716", + "right": "issue:46294", "accept": false, - "reason": "Remote-code/custom-model breakage is unrelated to the torch 2.4.1 vs transformers 5.8.0 incompatibility claim." + "reason": "Different multimodal failures: image-preprocessor dtype mismatch vs video feature/token count mismatch." }, { "left": "issue:43054", "right": "issue:43994", - "accept": false, - "reason": "Same SigLIP2 family, but the reports are too different at title level: comparative embedding quality vs nonsensical AutoModel/pipeline output." + "accept": true, + "reason": "Same underlying SigLIP2 regression: both report that SigLIP2 outputs are badly wrong, just with different user-facing symptoms." }, { "left": "issue:44479", "right": "issue:46294", - "accept": true, - "reason": "Both describe the same Qwen video-input regression: feature/token count mismatch in the multimodal chat/template path." + "accept": false, + "reason": "Both involve Qwen video-related regressions, but one is a v5.3.0 video-input regression across multiple models and the other is a specific apply_chat_template feature/token mismatch." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Official Nemotron example failure and YOLO multi-GPU device-map failure are unrelated." + "reason": "Official Nemotron example breakage and YOLO multi-GPU device-map auto failure are unrelated." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Different Qwen multimodal/config issues: text_config unwrapping vs uninitialized rotary embedding memory after to_empty materialization." + "reason": "One is about unwrapping text_config for composite multimodal configs; the other is a rotary-embedding materialization/memory bug." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Zero3/BertModel index error and remote-code resume issues do not look like the same underlying bug." + "reason": "Different failures in different loading/training scenarios; only shared theme is remote-code/model initialization." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 issue vs remote-code model_class/config_class AttributeError are different failures." + "reason": "Flash-Attn2 fallback gating and remote-code config_class errors are separate issues." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Image-preprocessor dtype mismatch and Qwen3.5 embedding unpacking are unrelated." + "reason": "Both are multimodal, but image dtype mismatch and input-embedding unpacking are different bugs." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight error and TRL embedding unpacking are different bugs." + "reason": "FSDP 2-D weight requirement and Qwen3.5 SFT embedding unpacking do not share the same underlying code path." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom model initialization in notebooks and flash-attn2 fallback blocking are unrelated." + "reason": "Jupyter/custom-model init regression is unrelated to flash-attn2 fallback checks." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss-20b and GLM5 are different model-specific reports." + "reason": "High perplexity on GPT-OSS and a bare GLM5 title are not the same bug." }, { "left": "issue:45632", "right": "issue:45698", "accept": true, - "reason": "Same remote-code cache/path collision bug: wrong custom module resolution after save_pretrained is the concrete manifestation of the leaf-directory collision." + "reason": "Same underlying trust_remote_code/custom-module loading bug: path/caching resolution causes the wrong local code to be loaded." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "lm_head tying in Mistral3 image-text generation is not the same as translation-model tied-weights regressions." + "reason": "Both mention tied weights, but one is a specific Mistral3 lm_head tying bug and the other is a broader v5 translation-model behavior change." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe FP8 failure and flash-attn2 fallback gating are different areas." + "reason": "Qwen3Moe FineGrainedFP8 failure and flash-attn2 fallback gating are unrelated." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Offloading/quantization behavior is unrelated to tied-weight translation model issues." + "reason": "Quantization/offloading behavior is not the same as tied-weights regressions." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer/ReLU discussion and docs mentioning the removed run command are unrelated." + "reason": "A DSA indexer discussion and a docs typo are clearly unrelated." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo and documentation about the removed run command are different issues." + "reason": "Cache-strategy typo and removed CLI docs are different documentation issues." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is unrelated to tied-weights regressions." + "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is unrelated to tied-weights regression." }, { - "left": "issue:44863", - "right": "issue:45005", + "left": "issue:44918", + "right": "issue:45507", "accept": false, - "reason": "NemotronH checkpoint loading and translation-model tied weights are different problems." + "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoEHybrid invalid method calls are different model bugs." }, { - "left": "issue:44918", - "right": "issue:45507", + "left": "issue:44863", + "right": "issue:45005", "accept": false, - "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." + "reason": "NemotronH checkpoint loading and tied-weights issues are unrelated." }, { "left": "issue:45183", "right": "issue:46463", "accept": true, - "reason": "Same input-validation bug family: 46463 is a T5-specific instance of the XOR validation/error-message problem described in 45183." + "reason": "Same validation-family bug: both concern misleading/wrong input-vs-embedding error handling, with T5 as a specific model-family case." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The identified duplicate-like pairs (45632\u219445698, 45183\u219446463, 44479\u219446294) are plausible from the titles, and the false-pair rejections are appropriately cautious. Confidence and wording do not overstate the evidence." + "feedback": "The summary is well grounded in the packet: 43873 is the strongest open/global reference by activity, 45698 is a reasonable canonical anchor by discussion and specificity, and the accepted soft-edge pairs are conservative and plausibly describe the same underlying bugs rather than merely similar subsystems." }, "evaluator_used": true, "retried": false, @@ -1216,7 +1252,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:24643", "issue:28530", @@ -1276,8 +1312,8 @@ "issue:43872|issue:44589", "issue:46899|issue:46932", "issue:43828|issue:44928", - "issue:45920|issue:46489", "issue:43054|issue:45701", + "issue:45920|issue:46489", "issue:38175|issue:43054", "issue:45987|issue:46858", "issue:43950|issue:45902", @@ -1285,8 +1321,8 @@ "issue:44910|issue:45859", "issue:42947|issue:44387", "issue:45663|issue:45902", - "issue:41553|issue:43883", "issue:44403|issue:44451", + "issue:41553|issue:43883", "issue:43975|issue:45520", "issue:24643|issue:28530", "issue:44403|issue:44488", @@ -1294,24 +1330,24 @@ "issue:42947|issue:43856", "issue:41762|issue:42915", "issue:44991|issue:45399", - "issue:41553|issue:43881", "issue:43824|issue:43872", - "issue:43782|issue:44960" + "issue:43782|issue:44960", + "issue:41553|issue:43881" ], - "prepared_review_unit_hash": "0e1adf960d73740e1b390cc4d69cd8008848917a02367d0278286d09fccf66e3", + "prepared_review_unit_hash": "e85bc2d0ddf9e906beab3ca7dd2876f9fdf44bb7b20a76b4d6119f1914060938", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36286, + "serialized_chars": 36285, "estimated_input_tokens": 9072, "estimated_eval_tokens": 18400 }, @@ -1320,210 +1356,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a mix of unrelated Transformers bug reports. Clear duplicate-style matches appear around the non-persistent buffer regression, the cache.get_seq_length contract regression, and the Gemma4 quantized embedders dtype-cast bug. Most other pairs are only loosely similar and should stay separate.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43950 is the strongest canonical issue for the non-persistent-buffer regression: it states the v5 regression clearly, matches two other close variants in this cluster, and is broad enough to represent the underlying bug.", + "summary": "This cluster is mostly a mix of unrelated Transformers issues. Only a few soft pairs look like true duplicates: the non-persistent-buffer regression, the StaticCache seq-length regression, and the Gemma4 quantized-embedder dtype-cast bug.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43950 is the best canonical issue candidate because it most clearly and broadly describes the non-persistent-buffer regression, and it matches the closely worded variant 43644 and the paraphrase 44534.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best overall issue candidate in this set because it cleanly captures a concrete regression and aligns with multiple near-duplicate reports; the other issues are either narrower follow-ups or unrelated symptoms.", + "best_issue_reason": "For the cluster as a whole, there is no single true canonical because the items span many distinct bugs; among the duplicate-like subgroup, 43950 is the strongest anchor due to its clear regression description and duplicate variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different problems: DeepSeek tokenizer detokenization vs a Qwen NVFP4 loading failure." + "reason": "Unrelated failures: DeepSeek tokenizer detokenization vs Qwen3 NVFP4 load error." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer bugs, but they describe different concrete failures and different models; not the same underlying defect." + "reason": "Both are tokenizer regressions, but they affect different models and failure modes; not clearly the same bug." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "One is documentation/example errors, the other is a model quality/embedding regression." + "reason": "Docs/example errors and model quality regression are different issues." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying v5 regression about non-persistent buffers being filled/corrupted with junk." + "reason": "Same non-persistent-buffer corruption regression in from_pretrained, just reworded." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different code paths: custom compute_loss signature vs DeepSpeed ZeRO-3 loading failure." + "reason": "CustomTrainer signature change vs Gemma3 DeepSpeed load crash are unrelated." }, { - "left": "issue:43643", + "left": "issue:43644", "right": "issue:43950", - "accept": false, - "reason": "Related to v5 regressions, but one is AutoConfig missing fields under trust_remote_code and the other is non-persistent buffer corruption." + "accept": true, + "reason": "Both report the same v5 non-persistent buffer junk/corruption bug." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both involve quantization/storage internals, but the failures are different enough that they do not look like one bug." + "reason": "Different quantization/storage errors with different root causes." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; 46932 is explicitly a fix for the same issue." + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; the second is an explicit duplicate." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different symptoms and root causes: autocast dtype mismatch vs 3D position_ids causing SDPA/math fallback and gradient collapse." + "reason": "Different model/runtime failures: dtype mismatch in autocast vs flash-attn crash from 3D position_ids." }, { - "left": "issue:45920", - "right": "issue:46489", + "left": "issue:43054", + "right": "issue:45701", "accept": false, - "reason": "Both are tokenizer regressions, but one is a broad multi-model token-ID issue and the other is a specific DeepSeek-Coder v1 output regression." + "reason": "Embedding-quality complaint vs tokenizer/version behavior change; not the same bug." }, { - "left": "issue:43054", - "right": "issue:45701", + "left": "issue:45920", + "right": "issue:46489", "accept": false, - "reason": "Model embedding quality regression is not the same as a general tokenization-change report." + "reason": "Both involve tokenizers, but one is a broad AutoTokenizer ID regression and the other is a DeepSeek-Coder-specific decode/output issue." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Same model family, but the reported failures differ: zero probabilities vs worse text embeddings." + "reason": "Unexpected zero probabilities vs worse text embeddings are different symptoms and likely different code paths." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same cache API regression: get_seq_length returns the wrong type/shape and breaks downstream arithmetic." + "reason": "Same cache.get_seq_length return-type regression affecting static cache arithmetic." }, { "left": "issue:43950", "right": "issue:45902", - "accept": true, - "reason": "Same non-persistent-buffer regression; 45902 is a specific manifestation of the junk-buffer bug." + "accept": false, + "reason": "Both mention buffer/state materialization problems, but one is non-persistent-buffer loading corruption and the other is rotary embedding uninitialized memory." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Both concern SigLIP2, but one is a quality complaint and the other is an HF-vs-JAX implementation discrepancy." + "reason": "Different SigLIP2 complaints: embedding quality vs HF/JAX discrepancy." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Different bugs: flash-attention crash from 3D position_ids vs CPU-offload incompatibility in rotary embedding." + "reason": "Different Qwen3.5 failures: flash-attn packed-sequence misread vs CPU-offload incompatibility." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but gradient checkpointing/LoRA inefficiency is not the same bug as int4 quantization OOM." + "reason": "Gradient checkpointing/LoRA issue and int4 CUDA memory OOM are different bugs." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different models and failure modes: Gemma4 FSDP2 shared_kv_states vs non-persistent buffer corruption." + "reason": "FSDP2 shared_kv_states rebuild bug is unrelated to rotary embedding memory initialization." }, { - "left": "issue:41553", - "right": "issue:43883", + "left": "issue:44403", + "right": "issue:44451", "accept": false, - "reason": "Bad error message for AutoTokenizer loading Voxtral is unrelated to a missing all_tied_weights_keys attribute." + "reason": "Generic loading noise vs specific model load failure are not the same underlying issue." }, { - "left": "issue:44403", - "right": "issue:44451", + "left": "issue:41553", + "right": "issue:43883", "accept": false, - "reason": "One is a noisy logging complaint, the other is a model loading failure." + "reason": "Bad AutoTokenizer error message vs missing all_tied_weights_keys attribute are unrelated." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization bug and a Python 3.13 flash_attn import issue are unrelated." + "reason": "Tokenizer detokenization bug vs Python 3.13 flash_attn import error are unrelated." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "Training with DeepSpeed and early-stopping metric configuration are unrelated issues." + "reason": "DeepSpeed weight shape runtime error and early-stopping metric warning are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both involve loading behavior, but the specific failures and models differ." + "reason": "Noisy loading output vs a specific model load failure are not the same bug." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "One is a specific AutoConfig trust_remote_code field-loss bug; the other is a broad remote_code breakage report." + "reason": "Both involve remote_code, but one is missing fields in AutoConfig and the other is a broad compatibility complaint; not enough evidence of one concrete bug." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both mention training/memory, but they are different model and performance issues." + "reason": "Different training-memory problems with different mechanisms." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different model-loading failures with different optimization stacks and error signatures." + "reason": "Gemma3 ZeRO-3 load crash and Qwen3Moe FineGrainedFP8 failure are unrelated." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading for a specific model is unrelated to flash-attn2 fallback logic." - }, - { - "left": "issue:41553", - "right": "issue:43881", - "accept": false, - "reason": "Bad error message on tokenizer loading vs a model loading failure for a different architecture." + "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "ImportError for a missing model class is unrelated to the bitsandbytes parameter-construction incompatibility." + "reason": "Missing model import and bitsandbytes Int8Params constructor error are different issues." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only loading error and a GLM5 report do not look like the same bug." - }, - { - "left": "issue:44403", - "right": "issue:44488", - "accept": false, - "reason": "Generic loading noise vs a specific model load failure are not the same underlying issue." + "reason": "Qwen3VL weight_only loading error and GLM5 issue are unrelated." }, { - "left": "issue:44910", - "right": "issue:45859", + "left": "issue:41553", + "right": "issue:43881", "accept": false, - "reason": "Flash-attention crash and CPU-offload incompatibility are separate code-path problems." + "reason": "Bad error message loading Voxtral and glm-4v-9b load failure are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and mostly conservative. The strongest matches are the non-persistent-buffer regression cluster, the cache.get_seq_length contract regression, and the Gemma4 quantized embedder dtype-cast pair. The remaining pairwise rejections are appropriately cautious and the summary does not overstate unrelated issues as duplicates." + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft pairs are well supported by the issue titles/descriptions (43950/43644/44534, 45987/46858, 46899/46932), and the rejected pairs are generally phrased cautiously enough. No PR-pair mergeability concerns apply here." }, "evaluator_used": true, "retried": false, @@ -1542,7 +1566,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:24643", "issue:30064", @@ -1600,8 +1624,8 @@ "issue:44661|issue:45020", "issue:43828|issue:45823", "issue:42491|issue:44368", - "issue:43881|issue:43883", "issue:45020|issue:45356", + "issue:43881|issue:43883", "issue:45715|issue:46315", "issue:43872|issue:46869", "issue:45759|issue:46661", @@ -1609,28 +1633,28 @@ "issue:43827|issue:44509", "issue:45488|issue:46489", "issue:43404|issue:43950", - "issue:46894|issue:46897", "issue:45020|issue:46661", + "issue:46894|issue:46897", "issue:43792|issue:44220", "issue:43257|issue:45305", "issue:42947|issue:45923", "issue:36331|issue:41093", "issue:43940|issue:45313", "issue:43854|issue:44863", - "issue:41553|issue:44991", "issue:44928|issue:45588", "issue:44479|issue:44560", + "issue:24643|issue:30064", "issue:41093|issue:44805", - "issue:24643|issue:30064" + "issue:41553|issue:44991" ], - "prepared_review_unit_hash": "d301cff380f2e3e86fcc0a9d64887eb81e1f8d99c07da07a54f3ff80c7d27f46", + "prepared_review_unit_hash": "8a5b9df2f4602a9063566bc767b6581377476207c9252ae75ddacba97a2234e1", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, @@ -1645,189 +1669,201 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: several unrelated model-loading, tokenizer, docs, and training bugs are mixed together. Only a few soft pairs look like true duplicates of the same underlying failure signature.", - "confidence": 0.81, - "canonical_issue_reason": "No single issue cleanly represents the whole cluster. The clearest duplicate subcluster is the `_is_hf_initialized`/`init_empty_weights` compatibility error, anchored by issue 43872.", + "summary": "Mostly conservative cluster triage: the docs/pipeline pair and the mask-shape pair still look like clear duplicates, and the two double-shift reports are the same bug pattern. The remote-code issues are related, but 45020 does not cleanly subsume 46661 on the available evidence.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 45020 is still the strongest umbrella representative for the cluster because it captures a broad, high-signal remote_code regression. However, 46661 should be treated as a related AutoModel.config_class failure rather than a proven duplicate/subset of 45020.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43872 is the best representative issue because it has a specific, actionable failure signature and the strongest duplicate match in the set (44291).", + "best_issue_reason": "45020 is the best representative issue because it is the broadest and most central remote-code loading regression in the set, while the nearby reports are either narrower variants or unrelated model-specific failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different problems: an MPS histogram/int dtype limitation vs a device-map forward mismatch." + "reason": "Different failures: an MoE MPS histogram type error vs a Gemma4 PLE device-map mismatch." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Both touch attention/tokenizer internals, but the failures and code paths are unrelated." + "reason": "Both touch tokenizer/attention internals, but they are different bugs: a Mistral regex crash vs flash-attn fallback gating." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "One is a broad remote_code regression; the other is a specific PLE device mismatch." + "reason": "Remote-code model breakage and a Gemma4 device-mismatch forward error are unrelated code paths." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Different bug classes: tokenizer mapping support vs remote_code model loading regressions." + "reason": "Related surface area, but this is a different bug: add-new-model-like handling of TOKENIZER_MAPPING_NAMES vs remote_code regressions." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Both are model/runtime issues, but the reported dtype mismatch and device mismatch are distinct." + "reason": "Different model-specific runtime problems: autocast dtype mismatch vs device placement mismatch." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Related to Qwen/LoRA/tie embeddings, but one is a version-compatibility break and the other is only a warning about config cleanup." + "reason": "Both mention Qwen LoRA/tie-word-embeddings, but one is a load-time incompatibility across versions and the other is a warning about config flags." }, { - "left": "issue:43881", - "right": "issue:43883", + "left": "issue:45020", + "right": "issue:45356", "accept": false, - "reason": "Both are model loading failures, but they describe different models and different root causes." + "reason": "One is a broad remote_code regression; the other is a tokenizer codec/warning regression for Kimi-K2.5." }, { - "left": "issue:45020", - "right": "issue:45356", + "left": "issue:43881", + "right": "issue:43883", "accept": false, - "reason": "Generic remote_code breakage vs a tokenizer codec regression are not the same issue." + "reason": "Different model load failures for different model families, with no clear shared code-path bug." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they affect opposite conversion directions and likely different hot paths." + "reason": "Both are tokenizer performance regressions, but they affect different APIs with different causes." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "Unexpected `_is_hf_initialized`/bitsandbytes incompatibility is unrelated to YOLO multi-GPU device-map behavior." + "reason": "Bitsandbytes parameter-construction incompatibility and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Both involve auto-model handling of remote/custom configs, but one is a from_config unwrap bug and the other is a config_class attribute error." + "reason": "Both involve AutoModel, but one is composite-config unwrapping and the other is remote-code config_class lookup." }, { "left": "issue:43872", "right": "issue:44291", - "accept": true, - "reason": "Same underlying `_is_hf_initialized` TypeError during model initialization/loading; the second issue is a variant of the same compatibility break." + "accept": false, + "reason": "Same error token appears, but the failing code paths differ: bitsandbytes Int8Params vs init_empty_weights model loading." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both report the same docs regression after v5 pipeline removals, just with slightly different examples." + "reason": "Same docs regression: both report lingering references to pipeline tasks removed in v5." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions in DeepSeek-family models, but the specific failure mechanisms appear different." + "reason": "Both concern DeepSeek tokenizers, but they describe different failures and different model families." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "A tied-weight bug and a non-persistent buffer regression are different code-path failures." - }, - { - "left": "issue:46894", - "right": "issue:46897", - "accept": true, - "reason": "Near-identical training-loss double-shift reports; same bug pattern with different model names." + "reason": "One is a tied lm_head bug in Mistral3; the other is a non-persistent buffer corruption regression." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Generic remote_code breakage is broader than the specific AutoModel config_class error." + "reason": "Both are remote-code/AutoModel loading issues, but the evidence only shows related symptoms: 45020 is a broad remote_code regression, while 46661 is a specific config_class AttributeError." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "These are the same training-loss double-shift bug pattern reported for two model variants." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Likely audio-related, but the titles do not show the same concrete failure or code path clearly enough." + "reason": "Whisper runtime failure and a specific fbank-feature helper issue are plausibly related, but not clearly the same bug from the titles alone." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed, but one is weight conversion/loading and the other is gradient averaging semantics." + "reason": "Both involve MoE/DeepSpeed training, but one is weight conversion on load and the other is gradient averaging during training." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing symptoms, but one is ineffective LoRA checkpointing and the other is a missing support flag." + "reason": "Different checkpointing problems: LoRA checkpointing not taking effect vs a missing supports_gradient_checkpointing flag." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Different error surfaces: trainer signature mismatch vs tensor/mask shape mismatch." + "reason": "Completely different failures: a Trainer API signature change vs a tensor mask shape mismatch." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are Qwen + DeepSpeed ZeRO-3 load failures, but the model variants and missing-weight patterns differ too much to merge confidently." + "reason": "Both are DeepSpeed ZeRO-3 weight-loading reports, but they affect different Qwen generations and different missing-weight symptoms." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Both fail model loading, but on different architectures with no shared failure signature." - }, - { - "left": "issue:41553", - "right": "issue:44991", - "accept": false, - "reason": "Different tokenizer issues for different models; only the broad area overlaps." + "reason": "Different model families and different load failures; only the generic 'cannot load checkpoint' theme is shared." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Both mention attention-related runtime problems, but one is RLHF/position_ids/SDPA numerics and the other is a flash_attention integration AttributeError." + "reason": "Different bugs: RLHF NaN/position_ids instability vs a flash-attention AttributeError on sink-less models." }, { - "left": "issue:44479", - "right": "issue:44560", + "left": "issue:24643", + "right": "issue:30064", "accept": false, - "reason": "Related to Qwen video inputs, but one is a broad regression and the other is a specific StopIteration failure; not enough to treat as the same bug." + "reason": "Training DeepSpeed weight-shape error and segmentation-map processing failure are unrelated." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same mask-vs-tensor shape mismatch IndexError with the same failure pattern; likely duplicate reports of the same underlying bug." + "reason": "Same IndexError pattern with the same mask-vs-tensor shape mismatch; 44805 is just a generalized later report." }, { - "left": "issue:24643", - "right": "issue:30064", + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading issues, but the models and failure modes differ." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Shared unexpected kwarg is not enough: these are different parameter-loading paths and likely separate fixes." + }, + { + "left": "issue:44479", + "right": "issue:44560", "accept": false, - "reason": "Completely different domains: DeepSpeed training weight shape error vs image processor segmentation-map handling." + "reason": "Both concern Qwen video models, but one is a broad video-input regression and the other is a specific StopIteration error." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code loading breakage and a Kimi tokenizer codec regression are distinct issues." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The accepted duplicate pairs are well supported by the titles, and the rejected pairs mostly reflect genuinely different failure modes rather than overreach." + "accept": false, + "feedback": "The output is mostly careful, but it overreaches on the remote-code pair. Issue 45020 and issue 46661 are clearly related at a high level, yet the packet does not establish they are the same bug or that 45020 cleanly subsumes 46661; one is a broad remote_code regression and the other is a specific config_class AttributeError. That makes the accepted soft-edge verdict and the canonical_issue_reason a bit too strong. The rest of the duplicate calls look conservative, but this one relation should be downgraded to related, not duplicated/subsumed." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1843,7 +1879,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:36010", "issue:38175", @@ -1899,20 +1935,20 @@ "issue:44863|issue:46402", "issue:43366|issue:43828", "issue:43366|issue:43531", - "issue:41553|issue:44488", "issue:43596|issue:46515", "issue:45325|issue:45902", + "issue:41553|issue:44488", "issue:43366|issue:44589", "issue:44155|issue:45584", "issue:43638|issue:46515", "issue:45663|issue:45823", "issue:42915|issue:43957", "issue:43824|issue:43957", - "issue:43950|issue:45834", "issue:43716|issue:44560", + "issue:43950|issue:45834", "issue:43645|issue:43646", - "issue:44910|issue:46858", "issue:42617|issue:43366", + "issue:44910|issue:46858", "issue:44560|issue:45685", "issue:43550|issue:44910", "issue:36010|issue:42915", @@ -1931,250 +1967,250 @@ "issue:43632|issue:45834", "issue:44661|issue:44805" ], - "prepared_review_unit_hash": "53d18906fb23deada5b60ea466b866d3a3ccc6a219a5af024761ecdb07b714a8", + "prepared_review_unit_hash": "06215ab2a561acbad23594b9fa14907de2524e14f3a0f98bff429c939d640d1a", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38357, - "estimated_input_tokens": 9590, - "estimated_eval_tokens": 19436 + "serialized_chars": 38361, + "estimated_input_tokens": 9591, + "estimated_eval_tokens": 19438 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated closed issues, with only a few true duplicates: the two custom model initialization regressions, the two SigLIP2 output-failure reports, and the two Gemma4 4-bit quantization/dtype reports.", - "confidence": 0.68, - "canonical_issue_reason": "issue:43646 is the broadest, cleanest representative of the duplicated custom-model initialization regression; issue:43645 is a notebook-specific variant of the same problem.", + "summary": "This set is mostly heterogeneous, but there are three clear duplicate pairs: Transformers 5.0 custom model initialization (43645/43646), siglip2-base-patch16-224 incorrect outputs (38175/43994), and Gemma4 4-bit multimodal dtype-cast failures (45672/46899). The remaining pairs share broad subsystems or model families but look like distinct bugs.", + "confidence": 0.77, + "canonical_issue_reason": "43646 is the broadest clean duplicate candidate in the set: it captures the generic Transformers 5.0 custom model initialization regression, while 43645 is just the notebook-specific variant.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best anchor issue because it states the underlying regression most generically and matches the duplicate pair most directly.", + "best_issue_reason": "43646 is the best representative issue title here because it is the most general, high-signal report among the true duplicates; the other accepted duplicate pairs are separate subclusters.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Both are model-loading failures, but they affect different architectures and different code paths; not the same bug." + "reason": "Same broad area (model loading), but different models and failures: Qwen3.5 PagedAttentionCache vs NemotronH checkpoint loading." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Different models and different loading symptoms; too broad to treat as one defect." + "reason": "Both are load failures, but for different architectures and different root symptoms; not the same bug." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated issues: GGUF architecture support vs a dtype mismatch in a MoE model." + "reason": "Different problems: GGUF gpt-oss support vs Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Both mention Qwen3-MoE/GGUF-ish areas, but one is GGUF support and the other is a sliding_window bug; different problems." - }, - { - "left": "issue:41553", - "right": "issue:44488", - "accept": false, - "reason": "Both are loading-related, but they concern different tokenizer/model failures and different root causes." + "reason": "Both involve Qwen-ish/MoE contexts, but one is GGUF architecture support and the other is a sliding_window bug; distinct code paths." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "A Deepspeed/Bert index error is not the same as a general torch version incompatibility." + "reason": "Same exception class is not enough here; one is a Deepspeed ZeRO3 BertModel IndexError, the other is a torch 2.4.1 incompatibility report." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both involve rotary/position-id logic, but for different models and different failure modes." + "reason": "Both mention rotary/position-related internals, but one is Qwen2.5-VL temporal scaling and the other is Qwen3_5Moe inv_freq materialization; different defects." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading regressions, but they affect different models and likely different configuration issues." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Completely different bugs: GGUF architecture support vs a Float8 storage deserialization error." + "reason": "Different bugs: GGUF gpt-oss support vs Float8 storage lookup failure." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different subsystems and failures: batched audio embedding leakage vs Whisper empty-transcription handling." + "reason": "AudioFlamingo3 batch leakage and Whisper empty-transcription handling are unrelated." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "One is a Bert/Deepspeed zero3 index error; the other is a torch version incompatibility, not the same concrete bug." + "reason": "A Bert/ZeRO3 IndexError and a torch version incompatibility are not the same underlying bug." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but different code paths: FSDP2 shared_kv_states rebuild vs device_map auto device mismatch." + "reason": "Both are Gemma4, but one is FSDP2 shared_kv_states logic and the other is device_map='auto' device mismatch; different failures." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different failures: FP8 config handling vs meta-device loading." + "reason": "Qwen3Moe FP8 config failure and meta-device loading regressions are separate issues." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "An import/export omission is not the same as a meta-device loading regression." + "reason": "Importing Qwen2_5_VLForConditionalGeneration and meta-device loading failures are unrelated." }, { - "left": "issue:43950", - "right": "issue:45834", + "left": "issue:43716", + "right": "issue:44560", "accept": false, - "reason": "Non-persistent buffer corruption and long OCR index errors are unrelated." + "reason": "Different model families and different symptoms: Mistral-3 preprocessing dtype mismatch vs Qwen3-vl-embedding StopIteration." }, { - "left": "issue:43716", - "right": "issue:44560", + "left": "issue:43950", + "right": "issue:45834", "accept": false, - "reason": "Different multimodal models and different runtime errors." + "reason": "Non-persistent buffer corruption and Kosmos2.5 long-OCR index errors are distinct bugs." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying Transformers 5 custom model initialization regression; 43645 is just the Jupyter-specific manifestation." - }, - { - "left": "issue:44910", - "right": "issue:46858", - "accept": false, - "reason": "Both are cache/positioning issues, but one is Flash Attention on Qwen3.5 and the other is static-cache arithmetic on non-CUDA backends." + "reason": "Same underlying Transformers 5.0 custom model initialization regression; 43645 is just the notebook-specific manifestation." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Unrelated: a script execution problem vs GGUF model architecture support." + "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." }, { - "left": "issue:44560", + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both involve attention/cache internals, but one is Qwen3.5 flash-attention 3D position_ids handling and the other is static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "No shared underlying bug; video embedding StopIteration is unrelated to an MPS histogram limitation." + "reason": "Qwen3-vl-embedding StopIteration and MPS histogram_mps on Int in moe are different bugs." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Both are attention/compile crashes, but on different models and different mechanics." + "reason": "Both are attention-related, but Bamba SDPA+torch.compile and Qwen3.5 3D position_ids/flash-attention are different code paths." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Importing GenerationMixin and Qwen3MoE FP8 failure are unrelated." + "reason": "GenerationMixin import failure and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different Qwen3.5-related failures with different pipelines and causes." + "reason": "Both are Qwen3.5-related, but one is video StopIteration and the other is TRL SFT embedding unpacking; not the same bug." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Torch version issues, but one is a torch>=2.9 flex_attention failure and the other is a torch 2.4.1 incompatibility; not the same bug." + "reason": "Compiled flex_attention on torch>=2.9 and a generic torch 2.4.1 incompatibility report are too broad and not the same failure." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different mappings/fixes." + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization logic." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "A Gemma4 device-placement bug is not the same as a generic torch compatibility issue." + "reason": "Gemma4 device placement bug and a generic torch incompatibility report are not the same underlying problem." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping validation and Gemma4 device mismatch are unrelated." + "reason": "Tokenizer-mapping add-new-model-like failure and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different model paths and different error types; not duplicates." + "reason": "Different symptoms and likely different code paths: Qwen3-vl video StopIteration vs a generic mask/tensor shape IndexError." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same model family and same wrong-output symptom for siglip2-base-patch16-224; one report is just phrased as zero probabilities while the other says nonsensical results." + "reason": "Same model and same symptom family for siglip2-base-patch16-224; 43994 is the broader rephrasing of the incorrect-output regression." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-validation complaints, but they involve different models and different validation rules." + "reason": "Both are config validation issues, but for different models and different validation changes." }, { "left": "issue:45672", "right": "issue:46899", "accept": true, - "reason": "Both describe Gemma4 4-bit quantization failures in multimodal/audio-vision embedders caused by unsafe dtype handling." + "reason": "Same Gemma4 4-bit multimodal quantization bug: unsafe dtype casting in audio/vision embedders." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Zero3/Bert initialization and tokenizer-mapping validation are unrelated." + "reason": "Bert/ZeRO3 IndexError and tokenizer-mapping add-new-model-like failure are unrelated." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "A Deepspeed/Bert index error is unrelated to add-new-model-like/tokenizer mapping logic." + "reason": "Deepspeed ZeRO3 BertModel IndexError and tokenizer-mapping failure are different bugs." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different areas: LoRA/Qwen3 MoE compatibility vs BitNet packed-weight loading." + "reason": "Qwen3_moe LoRA incompatibility and BitNet packed-weights loading are separate regressions." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "An _is_hf_initialized regression is unrelated to a long-OCR index error." + "reason": "_is_hf_initialized flag breakage and Kosmos2.5 OCR index error are unrelated." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer mapping validation and a mask/tensor shape mismatch are different bugs." + "reason": "Tokenizer mapping bug and generic mask shape IndexError are not the same underlying issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The grouping looks grounded in the packet: the three accepted duplicate pairs are well-supported by the titles/body themes, and the rest of the soft-edge verdicts stay conservative by distinguishing different models, subsystems, or failure modes. The canonical issue choice is also reasonable, with 43646 as the broader representative of the custom-model initialization regression." + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The three accepted duplicate pairs are plausible from the issue titles, and the rejected pairs are generally justified as different models, symptoms, or code paths. The canonical/best-issue choice is also reasonable given the broadest of the duplicate titles." }, "evaluator_used": true, "retried": false, @@ -2193,7 +2229,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:38175", "issue:39692", @@ -2261,8 +2297,8 @@ "issue:43257|issue:43854", "issue:44488|issue:44991", "issue:43856|issue:43873", - "issue:43854|issue:43931", "issue:42491|issue:45292", + "issue:43854|issue:43931", "issue:43856|issue:44387", "issue:42491|issue:45335", "issue:43708|issue:44075", @@ -2276,226 +2312,226 @@ "issue:44402|issue:44488", "issue:39692|issue:44960" ], - "prepared_review_unit_hash": "2ba33f57612cd89f022a2e5c30befdd636b7e0fcb77b97e75cd291dc4733dbfc", + "prepared_review_unit_hash": "944f74cca3a2c203dc260b534a54a89d0edf05b64238c057854c0843bfd04fbe", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36348, - "estimated_input_tokens": 9087, - "estimated_eval_tokens": 18430 + "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": "Most pairs are distinct, but there are a few clear duplicate regressions. The strongest duplicate cluster is the resize_token_embeddings/output_embeddings bug, which is best represented by the broader report rather than the model-specific follow-up.", - "confidence": 0.71, - "canonical_issue_reason": "issue:45276 is the best canonical issue because it states the generic resize_token_embeddings regression and the paired report issue:45335 is just a T5Gemma-specific manifestation of the same bug.", + "summary": "This cluster is mostly a mix of unrelated issue reports, with two clear duplicate mini-clusters: the Transformers 5.x non-persistent-buffer regression and the Gemma4 resize_token_embeddings bug.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43644 is the clearest representative of a true duplicate pair (with issue:44534) and has the broadest, most central description of the non-persistent-buffer regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45276 is the strongest cluster anchor: broad scope, clear failure mode, and more supporting discussion than the narrower duplicate.", + "best_issue_reason": "issue:43644 is the strongest overall issue candidate because it describes a concrete, repeatable Transformers 5.0.0 regression and is the best canonical anchor for one of the only clearly duplicated problems in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different bugs: dequantized-model loading with offload vs disabling mmap on Strix Halo to avoid OOM." + "reason": "Different failures: device_map/offload load error vs Strix Halo mmap OOM." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but different problems: zero probabilities vs documentation example/model-processor mismatch and quantization failures." + "reason": "One is wrong SigLIP2 probabilities; the other is a doc example/model-processor mismatch with quantization failure." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same regression: Transformers v5 filling non-persistent buffers with junk; the titles are effectively the same bug." + "reason": "Same underlying Transformers 5.x regression: non-persistent buffers being filled with junk." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both mention Qwen3, but one is auto device mapping cudaErrorAssert and the other is FineGrainedFP8Config failure; different code paths." + "reason": "Different Qwen3 problems and code paths: CUDA assert with auto device mapping vs FineGrainedFP8Config failure." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Unrelated failures: Qwen3Moe FP8 config vs Strix Halo mmap/OOM." + "reason": "FP8 config failure and Strix Halo mmap OOM are unrelated." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different issue areas: Qwen3 MOE LoRA compatibility across branches vs resize_token_embeddings not updating embeddings." + "reason": "LoRA/hf4.x compatibility issue vs Gemma4 resize_token_embeddings behavior; not the same bug." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and symptoms; no evidence they are the same underlying flash-attention bug." + "reason": "GLM5 issue and Qwen3.5 flash-attention generation bug are unrelated." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are load failures, but for different models; not enough evidence of one shared root cause." + "reason": "Both are load failures, but for different models/repos with no concrete shared root cause shown." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint loading failure vs Qwen3.5 TP plan missing linear_attn entries; distinct bugs." + "reason": "NemotronH checkpoint loading failure vs missing linear_attn entries in Qwen3.5 TP plan." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both involve dtype handling, but one is loading composite checkpoints and the other is from_config stale config state; separate regressions." + "reason": "Related theme of dtype handling, but one is ignored dtype on loading composite checkpoints and the other is stale config.dtype after from_config." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5 failures: ZeRO-3 language_model weight loading vs incorrect visual encoder keys on save_pretrained." + "reason": "Different bugs: ZeRO-3 weight loading for Qwen3.5 vs incorrect visual encoder keys in save_pretrained." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Different models and failures; one is an invalid method call in GraniteMoEHybrid, the other is a broken Nemotron example." + "reason": "Invalid method call in GraniteMoEHybrid vs broken official Nemotron example; different concrete failures." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Non-persistent buffer junk is unrelated to Jupyter notebook custom-model initialization." + "reason": "Both mention Transformers 5.x behavior, but one is buffer corruption and the other is Jupyter custom-model initialization; not the same bug." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2, but the first is a broken documentation example while the second is an actual model/pipeline output bug." + "reason": "Docs-example errors vs nonsensical SigLIP2 outputs; different issues." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different failures: Qwen3 MOE weights not converted under accelerate+deepspeed vs GLM-4.7-Flash test loading." + "reason": "Qwen3 MoE accelerate/deepspeed conversion issue vs GLM-4.7-Flash unit-test loading failure." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Different models and symptoms; one is a model load failure, the other a tokenizer load regression." + "reason": "Different tokenizer/model regressions: sleng-bert loading failure vs est-roberta tokenizer loading failure." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both are about memory/offload behavior, but one is Qwen3 MoE training memory usage and the other is quantization offloading not working." + "reason": "Training-memory inefficiency vs quantization offload not working; distinct symptoms and fixes." }, { - "left": "issue:43854", - "right": "issue:43931", + "left": "issue:42491", + "right": "issue:45292", "accept": false, - "reason": "Different model-loading issues: GLM-4.7-Flash unit tests vs Qwen3-VL weight-shape mismatch." + "reason": "LoRA hf4.x incompatibility is unrelated to resize_token_embeddings not updating output embeddings." }, { - "left": "issue:42491", - "right": "issue:45292", + "left": "issue:43854", + "right": "issue:43931", "accept": false, - "reason": "LoRA branch-compatibility problem vs generic resize_token_embeddings behavior; not the same bug." + "reason": "GLM-4.7-Flash load failure and Qwen3-VL weight-shape mismatch are different model-loading bugs." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Related to memory, but one is training memory usage in Qwen3 MoE and the other is increased CUDA reserved memory under int4 quantization." + "reason": "Different memory issues: Qwen3 MoE training inefficiency vs int4 quantization reserved-memory OOM." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "The T5Gemma-specific resize_token_embeddings report is not about Qwen3 MoE LoRA compatibility." + "reason": "hf4.x LoRA incompatibility vs t5gemma resize_token_embeddings bug; unrelated." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint-resume max_steps bug vs SGD optimizer arguments not being used." + "reason": "Trainer resume/max_steps calculation bug vs SGD args being ignored." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 flash-attention/generation bug vs quantized-model save/load breakage after sinq." + "reason": "GLM5 issue vs quantized model broken after save/from_pretrained; unrelated." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Different serialization/loading problems: extra_state handling vs init_empty_weights unexpected argument." + "reason": "extra_state save/load bug vs init_empty_weights unexpected argument; different code paths." }, { "left": "issue:46897", "right": "issue:46901", - "accept": true, - "reason": "Same training-loss double-shift bug; the PPFormulaNet report is the same label-slicing error described by the Florence2 issue." + "accept": false, + "reason": "Both are double-shift reports, but they are on different model families with no evidence of the same underlying implementation bug." }, { "left": "issue:45276", "right": "issue:45335", - "accept": true, - "reason": "Same resize_token_embeddings regression; 45335 is a T5Gemma-specific instance of the broader output_embeddings bug." + "accept": false, + "reason": "Both involve resize_token_embeddings, but they are architecture-specific failures in different model families and not clearly the same bug." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different model families and likely different code paths." + "reason": "Tokenizer pre-tokenizer override regression vs Granite token-id regression; different concrete problems." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different crashes: Qwen3.5 chat generation vs Gemma4Processor missing _tokenizer in transformers serve." + "reason": "Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer; unrelated." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Different flash_attention failures with different root causes: packed-sequence misinterpretation vs s_aux=None AttributeError." + "reason": "Flash-attention illegal memory access from 3D position_ids vs AttributeError on s_aux=None; different failures." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Tokenizer vocab-size mismatch in one model vs load failure in another; not enough evidence of a shared bug." + "reason": "Vocabulary-size mismatch issue vs model loading failure; not the same bug." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Unrelated: SigLIP2 documentation/load issues vs a GLM5 issue." + "reason": "SigLIP2 doc-example problems vs GLM5 issue; unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The canonical choice for issue:45276 vs issue:45335 is well supported by the titles, and the accepted soft-edge duplicates look plausible from the issue text alone. I didn\u2019t see any pair where the analyst clearly overstates the evidence." + "feedback": "The summary is grounded in the packet, and the only accepted duplicate pair (43644/44534) is well-supported by the titles. The other soft-edge rejections stay conservative and do not overclaim duplicates." }, "evaluator_used": true, "retried": false, @@ -2514,7 +2550,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:36010", "issue:39404", @@ -2567,8 +2603,8 @@ "soft_pairs": [ "issue:43425|issue:43957", "issue:41720|issue:44155", - "issue:45663|issue:45759", "issue:44291|issue:44756", + "issue:45663|issue:45759", "issue:43404|issue:43454", "issue:42947|issue:45704", "issue:43873|issue:44387", @@ -2591,232 +2627,202 @@ "issue:45684|issue:45698", "issue:43854|issue:45216", "issue:45292|issue:45335", - "issue:43645|issue:44164", "issue:42175|issue:43957", + "issue:43645|issue:44164", "issue:44589|issue:44756", "issue:44402|issue:44451", "issue:43646|issue:43708" ], - "prepared_review_unit_hash": "c38bb3708934ca0b0593697377320c1559ba8d35224f32f5043b2ff8c62069ff", + "prepared_review_unit_hash": "46ef3d17bb21793cb5979d1bcfb29156eacf47d87dc025a1d329029c560ee101", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36530, - "estimated_input_tokens": 9133, - "estimated_eval_tokens": 18522 + "serialized_chars": 36537, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous, with one clear duplicate mini-cluster around `resize_token_embeddings` not updating model embeddings. I would accept the two embedding-resize edges and reject the rest as related but not the same concrete bug.", - "confidence": 0.72, - "canonical_issue_reason": "No single canonical issue fits the whole set because the items span many unrelated regressions; for the only clear duplicate family, issue 45292 is the best representative since it states the core `resize_token_embeddings` symptom in the most general form.", + "summary": "Most pairs are superficial similarity matches across unrelated Transformers regressions. The only clear duplicate-like cluster is the resize_token_embeddings issue family around output/decoder embeddings.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45292 is the best canonical issue because it states the underlying resize_token_embeddings bug in the most general form, and it matches the other closest reports as a shared code-path failure.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45292 is the best anchor for triage because it is the most general, least model-specific description of the `resize_token_embeddings` regression and matches the other embedding-resize reports cleanly.", + "best_issue_reason": "issue:45292 is the strongest representative of the cluster: concise, general, and directly aligned with the duplicate-like resize_token_embeddings reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch-version compatibility and meta-device loading are different failure modes with no concrete shared code path." + "reason": "Torch 2.10 compatibility and meta-device loading are different failure modes and different fixes." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen auto device-mapping CUDA assert and AudioFlamingo3 batch leakage are unrelated bugs." + "reason": "Qwen3 auto device mapping CUDA assert and AudioFlamingo batched inference leakage are unrelated bugs." }, { - "left": "issue:45663", - "right": "issue:45759", + "left": "issue:44291", + "right": "issue:44756", "accept": false, - "reason": "FSDP/shared-kv-state failure in Gemma4 and Qwen multimodal `text_config` unwrapping are different model-loading problems." + "reason": "init_empty_weights argument handling and Strix Halo mmap OOM are distinct loading issues." }, { - "left": "issue:44291", - "right": "issue:44756", + "left": "issue:45663", + "right": "issue:45759", "accept": false, - "reason": "`init_empty_weights` argument handling and Strix Halo mmap/OOM are unrelated regressions." + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and AutoModelForCausalLM text_config unwrapping are different code paths." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention untied `lm_head`, but they are model-specific implementations and do not clearly share one concrete fix path." + "reason": "Both concern lm_head tying, but for different models and different concrete implementations." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA and an Apex RMSNorm memory leak are separate issues." + "reason": "Gradient checkpointing with LoRA and an Apex RMSNorm memory leak are unrelated." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both involve quantization memory behavior, but one is offloading/quantization and the other is reserved-memory OOM; too broad to merge." + "reason": "Quantization offloading behavior and int4 reserved-memory OOM are not the same bug." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "`ModelOutput` key assignment and VideoPrism output-field mapping are different bugs." + "reason": "ModelOutput key assignment and VideoPrism output field wiring are separate issues." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 FSDP2 attention-state rebuilding and Qwen3_5Moe rotary embedding CPU-offload compatibility are unrelated." + "reason": "Gemma4 FSDP2 attention state rebuild and Qwen3_5Moe CPU offload incompatibility do not share the same root cause." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantized-model load failures with different formats and fallback behavior." + "reason": "Qwen-3-8B-NVFP4 loading and git-oss-20b MXFP4 fallback are different model/quantization regressions." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Importing `GenerationMixin` and Whisper `return_language` pipeline behavior are unrelated." + "reason": "GenerationMixin import failure and Whisper return_language pipeline regression are unrelated." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both involve gradient checkpointing, but one is LoRA ineffectiveness and the other is eval-mode incompatibility." + "reason": "Both mention gradient checkpointing, but one is LoRA ineffectiveness and the other is eval-mode prohibition." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batch leakage and Gemma4 device-map mismatch are different model/runtime bugs." + "reason": "AudioFlamingo batched inference leakage is unrelated to Gemma4 device-map mismatch." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regressions and Strix Halo mmap/OOM do not share the same concrete failure." + "reason": "Meta-device model loading and Strix Halo mmap OOM are different loading problems." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Int4 quantization reserved-memory growth and mmap/OOM on Strix Halo are not the same bug." + "reason": "Int4 quantization memory growth and Strix Halo mmap OOM are not the same underlying issue." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Sparse-layer construction in SwitchTransformersConfig and Gemma4 FSDP2 attention state are unrelated." + "reason": "SwitchTransformers sparse-layer config bug and Gemma4 FSDP2 attention bug are unrelated." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading and the broken official example are related by topic but not clearly the same bug." + "reason": "NemotronH checkpoint loading and broken official Nemotron example are too different to merge." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Both report `resize_token_embeddings` not propagating to embeddings/output weights; same underlying regression." + "reason": "Both describe the same resize_token_embeddings failure: embeddings are not updated properly after resizing." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression and strict-config loading failure are different model/config issues." + "reason": "Qwen video-input regression and granite_speech strict-config loading are unrelated." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode checkpointing and RLHF NaNs from 3D position IDs are unrelated." + "reason": "Eval-mode gradient checkpointing and RLHF NaN from 3D position_ids/SDPA fallback are distinct problems." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "`save_pretrained`/`extra_state` handling and Strix Halo mmap/OOM are not the same problem." + "reason": "extra_state save/load handling and Strix Halo mmap OOM do not share a root cause." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE-marker handling and `continue_final_message` for mistral_common are distinct tokenizer behaviors." + "reason": "Tokenizer BPE marker handling and continue_final_message behavior are different tokenizer bugs." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 shared state rebuilding are different code paths." + "reason": "Flash-attention s_aux=None crash and Gemma4 shared_kv_states rebuild are separate code paths." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Read-only permission propagation in `save_pretrained` and wrong-module loading after save are separate custom-model issues." + "reason": "Permissions propagation on saved custom-model files and wrong module loading after save_pretrained are different issues." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Broken GLM-4.7-Flash unit-test loading and Qwen3.5 checkpoint corruption are not the same regression." + "reason": "GLM-4.7-Flash unit-test loading and Qwen3.5 save_pretrained regression are unrelated model-specific failures." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Both are `resize_token_embeddings` regressions where resized embeddings are not reflected in model outputs; same underlying bug class." - }, - { - "left": "issue:43645", - "right": "issue:44164", - "accept": false, - "reason": "Custom-model initialization in notebooks and `extra_state` save/load failure are different issues." - }, - { - "left": "issue:42175", - "right": "issue:43957", - "accept": false, - "reason": "Missing TensorFlow backend in a Torch install and meta-device loading breakage are unrelated." - }, - { - "left": "issue:44589", - "right": "issue:44756", - "accept": false, - "reason": "Missing Float8 storage and mmap/OOM on Strix Halo are distinct runtime errors." - }, - { - "left": "issue:44402", - "right": "issue:44451", - "accept": false, - "reason": "Tokenizer vocab-size mismatch and model loading failure for ScandiBERT are not the same bug." - }, - { - "left": "issue:43646", - "right": "issue:43708", - "accept": false, - "reason": "Custom model initialization breakage and trainer `max_steps` miscalculation are unrelated." + "reason": "Both report resize_token_embeddings failing to update downstream embeddings, just on different model components." } ] }, "evaluator_result": { "accept": true, - "feedback": "The triage summary is grounded in the packet and stays conservative. The only clearly supported duplicate family is the `resize_token_embeddings` cluster, and the accepted edges (`45276\u219445292`, `45292\u219445335`) are well supported by the issue titles/body themes. The rest of the soft-edge rejections read cautious rather than overstated, with no obvious evidence of overclaiming." + "feedback": "The summary is well grounded in the packet. The rejected pairs are conservative and the two accepted resize_token_embeddings pairs are plausibly mergeable into one bugfix family. The canonical choice of issue:45292 is defensible as the more general representative of that cluster." }, "evaluator_used": true, "retried": false, @@ -2835,7 +2841,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:36032", "issue:39404", @@ -2905,8 +2911,8 @@ "issue:43994|issue:44079", "issue:43906|issue:44530", "issue:46050|issue:46326", - "issue:44265|issue:44898", "issue:36032|issue:43452", + "issue:44265|issue:44898", "issue:44164|issue:45759", "issue:43906|issue:46326", "issue:39404|issue:44912", @@ -2920,236 +2926,233 @@ "issue:43596|issue:44683", "issue:43632|issue:47050" ], - "prepared_review_unit_hash": "6e44cb691be51fb422571f5486c966a8f7cf19abb912d55d53ba4493905f4195", + "prepared_review_unit_hash": "6bfc9e624cf0d5efc2b5e7698263d872cf4fc3a26ce5344e04f9dfee4a606652", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37515, - "estimated_input_tokens": 9379, - "estimated_eval_tokens": 19014 + "serialized_chars": 37509, + "estimated_input_tokens": 9378, + "estimated_eval_tokens": 19012 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a heterogeneous collection of Transformers v5 regression reports across tokenizers, model loading, quantization, and docs. Only one soft pair looks like the same underlying bug: a training-loss double-shift issue reported for two different models.", - "confidence": 0.84, - "canonical_issue_reason": "issue:46894 is the clearest representative of the only credible duplicate pair: it states the training-loss double-shift bug directly and frames it as the broader pattern seen in Moonshine/CohereASR-style ASR losses.", + "summary": "This is a loose topical cluster, not a true duplicate set: the issues span tokenizer regressions, model-loading failures, multimodal bugs, torch/runtime incompatibilities, and docs problems. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45701 is the broadest umbrella item here and the closest representative for the tokenizer-regression slice, though the overall cluster is too heterogeneous to treat as one duplicate thread.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46894 is the best single issue to anchor the cluster because it is concrete, reproducible, and captures the shared double-shift training-loss failure more clearly than the other mostly unrelated regressions.", + "best_issue_reason": "45701 is the safest global anchor because it is generic enough to cover the tokenizer-related reports better than the narrower model- or backend-specific failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46894", "right": "issue:46901", - "accept": true, - "reason": "Same underlying training-loss double-shift bug: both describe labels being shifted incorrectly during training, just on different models." + "accept": false, + "reason": "Same high-level loss-shift symptom, but different model families and no evidence of the same code path." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Both are torch-related, but one is a version incompatibility and the other is an autocast dtype mismatch on a specific model; not the same bug." + "reason": "Both mention torch-related breakage, but one is a version compatibility issue and the other is a dtype mismatch in a specific model." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Different tokenization problems: one is a performance regression in convert_tokens_to_ids, the other is an encode/decode whitespace regression." + "reason": "Performance regression in token conversion vs an encode/decode spacing regression; different bugs." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong token IDs for Granite models is a correctness regression; convert_tokens_to_ids slowdown is a separate performance issue." + "reason": "Tokenizer wrong IDs vs slow conversion; these are distinct failure modes." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language breakage is a pipeline behavior regression; the other is a broad tokenization change report with no concrete shared code path." + "reason": "Whisper pipeline return_language breakage is not the same as a broad tokenization change report." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "These point to different failures in different subsystems: PagedAttentionCache linear_attention handling versus a compiler/template-node error." + "reason": "Different subsystems and different error modes; no same concrete bug path." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are v5 loading/init regressions, but one is about base_model_prefix during loading and the other is about custom models in Jupyter; not the same bug." + "reason": "Both are v5 loading regressions, but they affect different mechanisms: base_model_prefix handling vs Jupyter custom-model initialization." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch compatibility is too broad here; these are unrelated model/device-map failures." + "reason": "Torch incompatibility and YOLO device-map failure are unrelated concrete problems." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are distinct issues." + "reason": "flex_attention compilation failure is unrelated to Gemma4 device-mapping mismatch." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Pipeline return_language breakage and from_pretrained-in-classes inconsistency do not share a concrete failure mode." + "reason": "Pipeline whisper behavior and from_pretrained-in-class inconsistency are different issues." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "A general torch incompatibility report is not the same as a Mistral-3 image preprocessor/model dtype mismatch." + "reason": "Generic torch 2.10 incompatibility does not match a Mistral dtype mismatch in multimodal preprocessing." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Same broad torch/v5 context, but different concrete problems and code paths." + "reason": "Same broad torch/device area, but not the same bug or code path." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for Qwen VL models is unrelated to the mask-shape IndexError." + "reason": "Both are input-shape regressions, but one is a specific v5.3 video-input regression and the other is a generic mask index error." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure and non-template-node compile error are unrelated." + "reason": "Storage lookup failure and template-node compilation failure are unrelated runtime errors." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they cover different pipeline/task deprecations and are not the same issue." + "reason": "Both are docs/task-name related, but they cover different APIs and different mismatches." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Incorrect model outputs for SigLIP2 and ModelOutput key assignment logic are different bugs." + "reason": "Nonsensical outputs from a specific model vs ModelOutput key assignment behavior; not the same bug." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of an earlier issue is unrelated to the PagedAttentionCache linear_attention crash." + "reason": "A reproduction of one issue is not the same as a cache crash in a different model family." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are separate features with different failure modes." + "reason": "Quantization save/load breakage and mistral_common continue_final_message are unrelated." }, { - "left": "issue:44265", - "right": "issue:44898", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "torch.export export failure with torch_compilable_check and Perceiver positional encoding failure are unrelated." + "reason": "Tokenizer method-name conflict vs gguf_file loading regression; different code paths." }, { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:44265", + "right": "issue:44898", "accept": false, - "reason": "T5 tokenizer add_special_tokens conflict and gguf_file/from_pretrained breakage are different tokenizer/model-loading problems." + "reason": "torch.export/exportable-check failure is not the same as Perceiver interpolation failure." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state persistence and text_config unwrapping for composite Qwen configs are unrelated loading/saving bugs." + "reason": "extra_state save/load handling is unrelated to composite Qwen text_config unwrapping." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "A reproduced earlier issue and a mistral_common tokenizer bug are not the same underlying change." + "reason": "Isolated reproduction of one bug is not the same as the continue_final_message tokenizer regression." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper return_language pipeline regression and MXFP4 quantization fallback are unrelated." + "reason": "Whisper return_language and MXFP4 quantization fallback are different regressions." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked LM prediction regression and est-roberta tokenizer loading failure are different tokenizer issues." + "reason": "CamemBERT masked-LM predictions and tokenizer load failure for est-roberta are different failure modes." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizer loading, but they are model-specific crashes in different code paths." + "reason": "Both are tokenizer-loading issues, but they target different tokenizers and different fixes." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Gemma4 device-map forward mismatch and Gemma4 4-bit multimodal dtype casting are distinct problems." + "reason": "Both involve Gemma4, but one is a device-mapping mismatch and the other is a 4-bit dtype cast bug in multimodal embedders." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Degenerate zero loss for single-label classification is not the same as a double-shift training-loss bug." + "reason": "Degenerate zero-loss classification bug and training-loss double-shift are not the same issue." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE memory usage and Strix Halo mmap OOM are unrelated memory issues." + "reason": "Memory-usage issue in Qwen3 MoE training and mmap OOM workaround are unrelated." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "extra_state save/load failure and a window_size AttributeError in TimesFM are different APIs and failures." + "reason": "extra_state save/load failure is unrelated to a TimesFM window_size AttributeError." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both mention Qwen3-VL loading, but the titles point to different loading failures and no concrete shared fix is evident." + "reason": "Both concern Qwen3-VL loading, but one is a dev0 breakage and the other is a specific weight-shape mismatch; not enough evidence of one bug." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed ZeRO3/BertModel index error and compiled flex_attention torch>=2.9 failure are unrelated." + "reason": "Deepspeed zero3 BertModel failure and compiled flex_attention failure are unrelated." }, { "left": "issue:43632", "right": "issue:47050", "accept": false, - "reason": "_is_hf_initialized flag regression and CanineModel ONNX dtype mismatch are different model-runtime bugs." + "reason": "_is_hf_initialized regression and ONNX fp16 attention dtype mismatch are different code paths and symptoms." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: it characterizes the set as mostly heterogeneous and only elevates one soft pair with matching double-shift training-loss language. The accepted soft edge between issue:46894 and issue:46901 is conservative given the titles, and the other pairwise rejections avoid overclaiming shared bugs." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3164,7 +3167,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:34567", "issue:36032", @@ -3216,8 +3219,8 @@ "issue:46897" ], "soft_pairs": [ - "issue:45479|issue:46897", "issue:44488|issue:44987", + "issue:45479|issue:46897", "issue:44488|issue:45081", "issue:43611|issue:43644", "issue:42796|issue:43404", @@ -3228,10 +3231,10 @@ "issue:39404|issue:44671", "issue:44661|issue:44683", "issue:43643|issue:44530", - "issue:44737|issue:45859", "issue:42915|issue:44530", "issue:44451|issue:44987", "issue:43541|issue:45084", + "issue:44737|issue:45859", "issue:40990|issue:43421", "issue:34567|issue:40444", "issue:43644|issue:43646", @@ -3247,214 +3250,214 @@ "issue:43317|issue:43482", "issue:43746|issue:46326" ], - "prepared_review_unit_hash": "b0b332ef6726167b1b5f5148f489324b105c592d9a1f2cc5fafff9e6e854a84d", + "prepared_review_unit_hash": "78cce39e36aaaf8b9e1c1bd9891b591293cade8e7896d49901055a5da526bfa1", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36748, - "estimated_input_tokens": 9187, - "estimated_eval_tokens": 18630 + "serialized_chars": 36754, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 }, "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 closely enough to merge; most are adjacent transformer/tokenizer regressions but with different concrete failure modes and code paths.", - "confidence": 0.89, - "canonical_issue_reason": "issue:44462 is the clearest standalone bug report here: concrete, reproducible, user-facing, and supported by inbound follow-up references; it is a better anchor than the more model-specific or more speculative reports.", + "summary": "The items are largely unrelated regression reports across tokenizer loading, model initialization, Whisper, multimodal, and backend/offload behavior. None of the soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.87, + "canonical_issue_reason": "issue:44462 is the broadest and most representative tokenizer-loading regression in this set; several nearby reports are also about AutoTokenizer/model loading behavior, but none are true duplicates of one another.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44462 is the most actionable representative issue in the set, with a focused symptom and broad tokenizer-loading relevance.", + "best_issue_reason": "issue:44462 is the best single issue to anchor the cluster because it describes a general loading-path regression with broad user impact and fits the largest subset of nearby tokenizer-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45479", - "right": "issue:46897", + "left": "issue:44488", + "right": "issue:44987", "accept": false, - "reason": "Degenerate zero-loss classification and training-loss double-shift are different bugs affecting different model families and loss paths." + "reason": "Both are tokenizer/model-loading failures, but they appear to be different regressions on different models and code paths, not the same bug." }, { - "left": "issue:44488", - "right": "issue:44987", + "left": "issue:45479", + "right": "issue:46897", "accept": false, - "reason": "Both are loading regressions, but they concern different models and likely different tokenizer/config breakages." + "reason": "Both mention a training-loss pathology, but the models and bug pattern are different enough that this is not clearly the same underlying defect." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Tokenizer loading for a specific model is not the same as the Mistral regex/backend_tokenizer crash path." + "reason": "One is a model-loading failure, the other is a Mistral tokenizer regex/backend_tokenizer crash; different root causes." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization." + "reason": "Both are Transformers v5 regressions, but one is model loading with base_model_prefix and the other is non-persistent buffer initialization; not the same code-path bug." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE marker handling and tied lm_head weights are unrelated failures in different parts of the stack." + "reason": "Tokenizer BPE-marker handling and Mistral lm_head weight tying are unrelated." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer method-name conflict and Qwen3Moe FP8 config failure are unrelated bugs." + "reason": "Tokenizer method-name conflict and FP8 config failure are unrelated issues." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both involve tokenizer correctness, but one ignores tokenizer.json while the other is a DeepSeek-Coder-specific regression." + "reason": "Both concern tokenizer behavior, but one is AutoTokenizer ignoring tokenizer.json while the other is a specific DeepSeek-Coder v1 output regression; not enough evidence of the same defect." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP structure inconsistency and Sam3 text-encoder loading are different model-specific issues." + "reason": "CLIP structure inconsistency and Sam3Model text-encoder weight loading are different model-specific regressions." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor dtype mismatch and template-node compilation failure are unrelated code paths." + "reason": "Image-preprocessor dtype mismatch and a template-node compilation error are unrelated." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper return_language pipeline breakage and CamemBERT masked-LM prediction errors are unrelated." + "reason": "Whisper pipeline language return behavior and CamemBERT masked-LM predictions are unrelated." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "A tokenizer-mapping failure is not the same as a flex_attention compile failure." + "reason": "Tokenizer-mapping registration and compiled flex_attention failure are unrelated." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Missing fields from AutoConfig with trust_remote_code is unrelated to the PagedAttentionCache group-type crash." - }, - { - "left": "issue:44737", - "right": "issue:45859", - "accept": false, - "reason": "CPU arange placement in XLNet and CPU-offload incompatibility in Qwen3_5Moe are different issues." + "reason": "Missing fields from trust_remote_code config loading and PagedAttentionCache group-type crash are unrelated." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "FP8 config failure and linear_attention cache-group crash are different Qwen problems with different failure mechanisms." + "reason": "Different model families and different failure modes; not the same bug." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are load failures, but they target different models and do not indicate the same underlying bug." + "reason": "Both are loading problems, but they affect different repositories/models and appear to stem from different causes." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch Dynamo grouped_mm tracing and non-template-node compilation are unrelated failures." + "reason": "Grouped_mm torch dynamo tracing failure and template-node compilation failure are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU placement bug and Qwen3_5Moe CPU-offload incompatibility are separate device-placement regressions." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression and runtime special-token post-processor updates are not the same bug." + "reason": "Perplexity regression and runtime special-token post-processor update bug are unrelated." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token-count tracking and multi-image IterableDataset finetuning failures are unrelated." + "reason": "Trainer token counting and Qwen2.5-VL iterable-dataset multi-image failure are different training issues." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 initialization regressions, but the symptoms and likely fixes are different." + "reason": "Non-persistent buffer corruption and custom model initialization breakage are related to v5 initialization, but not the same concrete bug." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Multi-image dataset training failure and mistral_common continue_final_message bug are distinct issues." + "reason": "Iterable-dataset multimodal training failure and mistral_common continue_final_message behavior are unrelated." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Missing TensorFlow backend installation and a BACKENDS_MAPPING validation error are related only broadly, not the same bug." + "reason": "Different backend/package-installation issues; not the same problem." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag breakage are unrelated regressions." + "reason": "AppleSilicon allocator warmup TypeError and _is_hf_initialized flag regression are unrelated." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "These are both audio/frontend bugs, but the reported failure modes are different enough to avoid merging." + "reason": "Both are audio-feature related, but one is a regression from an unsupported argument and the other is an internal feature-extraction issue; not clearly the same bug." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method conflict and notebook custom model initialization breakage are unrelated." + "reason": "Tokenizer method-name conflict and notebook custom-model initialization breakage are different issues." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both are Whisper token-handling issues, but one is batch_decode skip_special_tokens and the other is empty-transcription generation after align_special_tokens." + "reason": "Both involve Whisper token decoding/generation, but one is skip_special_tokens handling and the other is empty-transcription failure after align_special_tokens; different code paths." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both mention GGUF loading, but one is a generic from_pretrained break and the other is a model/version-specific Qwen2.5-GGUF failure." + "reason": "gguf_file loading breakage and Qwen2.5-GGUF v5 loading failure are related to GGUF loading broadly, but not clearly the same underlying bug." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "They are separate tokenizer-loading regressions for different models; same broad area, not the same bug." + "reason": "Both are model-loading regressions, but they involve different models and likely different tokenizer/config paths." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation error and GraniteMoEHybrid invalid-method calls are unrelated." + "reason": "Template-node compilation failure and GraniteMoEHybrid invalid-method calls are unrelated." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "GPU+CPU offload dequantization failure and Qwen2.5-GGUF loading failure are different code paths." + "reason": "Dequantized offload loading failure and Qwen2.5-GGUF loading failure are different loading paths with different failure modes." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT local-checkpoint loading and mistral_common final-message handling are unrelated." + "reason": "PEFT local-checkpoint loading and mistral_common continue_final_message behavior are unrelated." } ] }, @@ -3476,7 +3479,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:28530", "issue:34567", @@ -3516,7 +3519,6 @@ "issue:44849", "issue:44877", "issue:44987", - "issue:44991", "issue:45081", "issue:45084", "issue:45325", @@ -3532,241 +3534,234 @@ "issue:43208|issue:47013", "issue:44403|issue:45081", "issue:43792|issue:46869", - "issue:43883|issue:44488", - "issue:43646|issue:44534", "issue:42915|issue:45084", + "issue:43646|issue:44534", "issue:43645|issue:46661", "issue:44849|issue:45325", "issue:43377|issue:43819", - "issue:43404|issue:44466", + "issue:43883|issue:44488", "issue:44987|issue:45081", + "issue:43404|issue:44466", "issue:28530|issue:34567", - "issue:43994|issue:44610", "issue:42915|issue:44291", - "issue:44464|issue:45987", + "issue:43994|issue:44610", "issue:44451|issue:45081", "issue:36032|issue:43742", - "issue:44008|issue:46899", + "issue:44464|issue:45987", "issue:44062|issue:44987", + "issue:44008|issue:46899", "issue:42915|issue:44589", "issue:44265|issue:44610", "issue:43322|issue:43540", - "issue:43632|issue:46821", "issue:43531|issue:44877", + "issue:43632|issue:46821", "issue:44479|issue:45325", "issue:36032|issue:41720", "issue:43089|issue:45987", - "issue:43883|issue:44991", "issue:43425|issue:44403" ], - "prepared_review_unit_hash": "c39bf95df6a0452f9e1938d4f0ff2c1d830cf09539081692795ad02a8ec246a0", + "prepared_review_unit_hash": "daf8efb16e0f7326b6151e4b6172c2a037eb6ae81bcb16ebec6e5cc3252b9850", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36816, - "estimated_input_tokens": 9204, - "estimated_eval_tokens": 18664 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35953, + "estimated_input_tokens": 8989, + "estimated_eval_tokens": 18234 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a heterogeneous grab-bag of unrelated Transformers/model-loading regressions rather than a single duplicate cluster. Most pairs share only a broad subsystem (tokenizers, multimodal models, v5 init, generation) but not the same concrete bug.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43632 is the broadest upstream regression theme in the set (_is_hf_initialized / v5 init behavior) and is the closest thing to an umbrella issue, though it does not actually cover most of the other bugs here.", + "summary": "This set is not one duplicate cluster; it\u2019s a heterogeneous collection of unrelated issues, with all soft-pair candidates looking like false positives on title-level evidence alone.", + "confidence": 0.86, + "canonical_issue_reason": "No single issue is a safe canonical representative because the items span many unrelated bugs and regressions across different subsystems and models.", "canonical_pr_reason": null, - "best_issue_reason": "43632 is the best representative issue if one must be chosen, because it is central to the repeated Transformers v5 initialization breakage theme; however, the cluster is too mixed for a true canonical duplicate.", + "best_issue_reason": "No best issue candidate stands out globally; the set does not share one underlying defect, so picking a single issue would be misleading.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Both involve audio/multimodal processors, but one is a default sampling-rate bug and the other is batched-vs-single output mismatch from missing padding-mask support." + "reason": "Both are audio-related, but one is a chat-template sampling-rate default and the other is a batching/padding-mask encoder discrepancy; different bugs." }, { "left": "issue:43208", "right": "issue:47013", "accept": false, - "reason": "Both are xLSTM training crashes, but the failure modes differ: multiple small-model bugs vs. train-mode unpacking when return_last_states=False." + "reason": "Same xLSTM area, but 43208 is a bundle of three training blockers while 47013 is a specific return_last_states unpacking crash." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "One is a logging/noise complaint while loading a transformer; the other is a concrete Mistral tokenizer regex crash." + "reason": "Both concern loading/tokenizer setup, but one is noisy logs and the other is a Mistral regex patch crash; different failure modes." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Different models and code paths: Whisper failing to run versus YOLO multi-GPU auto device-map failure." + "reason": "Completely different models and symptoms: Whisper cannot run versus YOLO multi-GPU auto device-map failure." }, { - "left": "issue:43883", - "right": "issue:44488", + "left": "issue:42915", + "right": "issue:45084", "accept": false, - "reason": "Both are model-load errors, but one is a missing tied-weights attribute on Molmo and the other is a separate tokenizer/model load failure for ScandiBERT." + "reason": "Different root causes and code paths: Qwen3Moe FP8 failure versus a Jinja/template compilation TypeError." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model init in notebooks is not the same bug as non-persistent buffers being filled with junk in v5." - }, - { - "left": "issue:42915", - "right": "issue:45084", - "accept": false, - "reason": "Qwen3Moe fine-grained FP8 setup failure is unrelated to a template-compilation TypeError." + "reason": "Both are Transformers v5 regressions, but one is custom model initialization and the other is non-persistent buffer serialization; not the same bug." }, { "left": "issue:43645", "right": "issue:46661", "accept": false, - "reason": "Both touch model initialization, but one is a notebook custom-model init regression and the other is a remote-code AutoModel config_class error." + "reason": "Related to custom/remote-code models, but the notebook initialization break and the missing config_class error are distinct problems." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen-related, but one is an output_hidden_states bug and the other is a rope-index scaling issue in VL time-position handling." + "reason": "Both are Qwen multimodal regressions, but one is hidden-state handling and the other is rope/position-id scaling for still images; not the same issue." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Different audio-codec bugs: missing padding-mask support versus DAC.from_latents not matching forward because STE is missing." + "reason": "Both are audio-model correctness bugs, but MIMI padding-mask batching and DAC forward/from_latents STE mismatch are unrelated." }, { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "Both mention tied weights, but one is a model-specific lm_head tying bug and the other is a device-dependent serialization inconsistency." + "reason": "Missing all_tied_weights_keys on Molmo is unrelated to the ScandiBERT loading failure." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Separate loading failures: one for physical-intelligence/fast on v5.1+ and one for Mistral tokenizer regex patching." + "reason": "Different loading failures: physical-intelligence/fast regression versus Mistral tokenizer regex patch crash." }, { - "left": "issue:28530", - "right": "issue:34567", + "left": "issue:43404", + "right": "issue:44466", "accept": false, - "reason": "Early stopping/metric selection is unrelated to TrainerState.num_input_tokens_seen not updating." + "reason": "Both mention tied lm_head weights, but one is a model implementation bug and the other is device-dependent serialization inconsistency." }, { - "left": "issue:43994", - "right": "issue:44610", + "left": "issue:28530", + "right": "issue:34567", "accept": false, - "reason": "Different vision bugs: nonsensical SigLIP2 outputs versus OmDet-Turbo processor/model input-size mismatch." + "reason": "Trainer early-stopping metric lookup and num_input_tokens_seen not updating are separate TrainerState/Trainer behaviors." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FP8/Qwen3Moe failure is not the same as init_empty_weights receiving an unexpected _is_hf_initialized argument." + "reason": "Both involve model loading, but FP8 config failure and unexpected _is_hf_initialized argument are different regressions." }, { - "left": "issue:44464", - "right": "issue:45987", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is a different issue from StaticCache.get_seq_length returning a tensor instead of an int." + "reason": "Different model families and fixes: SigLIP2 wrong outputs versus OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer/model load failures for different models; no shared concrete code path." + "reason": "ScandiBERT loading failure is not the same as the Mistral regex backend_tokenizer crash." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer special-token method conflict is unrelated to the MobileLLM key error." + "reason": "Tokenizer add_special_tokens conflict and MobileLLM key error are separate model-loading issues." }, { - "left": "issue:44008", - "right": "issue:46899", + "left": "issue:44464", + "right": "issue:45987", "accept": false, - "reason": "Both are multimodal, but one is a variable-name collision in Gemma3n forward and the other is an unsafe dtype cast in 4-bit embedders." + "reason": "Chunked generation inconsistency with compiled forward and a wrong return type from StaticCache.get_seq_length are different defects." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken special-argument collision is unrelated to the physical-intelligence/fast loading regression." + "reason": "Duplicate AddedToken keyword arguments is unrelated to the physical-intelligence/fast loading failure." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma multimodal issues, but one is a variable-name collision and the other is an unsafe dtype cast in 4-bit quantization." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Both mention float8-ish failures, but one is a Qwen3Moe config problem and the other is a missing Float8 storage object." + "reason": "FineGrainedFP8Config failure is unrelated to the missing Float8 storage object error." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export / torch_compilable_check failure is unrelated to the processor producing the wrong image size." + "reason": "torch.export compatibility with torch_compilable_check and OmDet-Turbo's input-size bug are unrelated." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Both are multimodal model problems, but the bugs are different: Llava Next load segfault versus Qwen3OmniMoe video input ValueError." + "reason": "Different multimodal model families and failure types: Llava Next segfault versus Qwen3OmniMoe video-processing ValueError." }, { - "left": "issue:43632", - "right": "issue:46821", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "Transformer v5 _is_hf_initialized regression is unrelated to TimesFM window_size attribute errors." + "reason": "Qwen3-MoE sliding-window behavior and granite_speech strict config loading are unrelated." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:43632", + "right": "issue:46821", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and granite_speech strict config loading are different code paths and failures." + "reason": "Transformers v5 _is_hf_initialized breakage and TimesFM window_size AttributeError are separate regression reports." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen VL/video-related, but one is a broad v5.3.0 video-input regression and the other is a specific still-image temporal position scaling bug." + "reason": "Closely related Qwen VL family, but one is a broad video-input regression and the other is a specific still-image temporal position-id scaling bug; not clearly the same underlying defect." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer method conflict and Qwen3 auto device-map cuda assert are unrelated bugs." + "reason": "T5 tokenizer loading conflict and Qwen3 auto device-mapping cudaErrorAssert are unrelated." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation GPU-sync overhead is a performance issue, not the same bug as StaticCache returning the wrong type." - }, - { - "left": "issue:43883", - "right": "issue:44991", - "accept": false, - "reason": "Molmo tied-weights attribute error and EMBEDDIA tokenizer loading failure are unrelated." + "reason": "Generation sync/dispatch overhead is performance-related and unrelated to the StaticCache seq-length contract bug." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same as a noisy transformer-loading message." + "reason": "Torch 2.10 incompatibility and noisy loading logs do not describe the same underlying issue." } ] }, @@ -3788,7 +3783,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:33666", "issue:35707", @@ -3806,11 +3801,11 @@ "issue:43531", "issue:43611", "issue:43632", - "issue:43646", "issue:43716", "issue:43746", "issue:43792", "issue:43856", + "issue:43883", "issue:44079", "issue:44220", "issue:44291", @@ -3842,10 +3837,11 @@ "issue:45216|issue:45357", "issue:43296|issue:43531", "issue:40444|issue:45325", + "issue:43883|issue:44991", "issue:43611|issue:44534", "issue:44991|issue:46315", - "issue:43716|issue:46899", "issue:44220|issue:44683", + "issue:43716|issue:46899", "issue:44403|issue:44991", "issue:43381|issue:45923", "issue:42796|issue:43746", @@ -3856,8 +3852,8 @@ "issue:44291|issue:44589", "issue:40990|issue:44811", "issue:42796|issue:46710", - "issue:35707|issue:40444", "issue:43482|issue:43525", + "issue:35707|issue:40444", "issue:44079|issue:45663", "issue:43531|issue:44291", "issue:43421|issue:44568", @@ -3865,233 +3861,235 @@ "issue:42175|issue:45542", "issue:43482|issue:45538", "issue:44079|issue:44534", + "issue:43296|issue:46821", "issue:44462|issue:45812", "issue:43317|issue:43856", - "issue:43296|issue:46821", - "issue:42175|issue:43296", - "issue:43611|issue:43646" + "issue:42175|issue:43296" ], - "prepared_review_unit_hash": "b519c2da413c4feebcc86fc2b5be32851a50a52bf8c6edfb587963438c96e9b6", + "prepared_review_unit_hash": "f3911285ea695298fdd002088f8ee46b2e9b6b3198ecdfc46ecf08a81ce94966", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36436, - "estimated_input_tokens": 9109, - "estimated_eval_tokens": 18474 + "serialized_chars": 36467, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose collection of distinct Transformers v5 regression issues, many about model loading/tokenizers/multimodal edge cases, but there is no clear duplicate set. The soft-similarity links are generally too broad to merge safely.", - "confidence": 0.34, - "canonical_issue_reason": "issue:43611 is the broadest representative of the dominant theme (Transformers v5 model-loading regressions), but the cluster overall does not look like one duplicate bug.", + "summary": "This cluster is mostly heterogeneous and contains one likely duplicate-ish Qwen3.5 save_pretrained regression pair; the rest are broad same-subsystem but not same underlying bugs.", + "confidence": 0.31, + "canonical_issue_reason": "issue:45216 is the broadest/earliest clear regression report in the only near-duplicate pair, and it matches the later Qwen3.5 save_pretrained complaint.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best anchor for the cluster because it is the most general and central issue, though it should not be treated as a duplicate of the others.", + "best_issue_reason": "issue:45216 is the best representative because it describes a concrete regression with a clear failure mode and has the strongest overlap with another candidate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45216", "right": "issue:45357", - "accept": false, - "reason": "Same model family and API, but one is a general save_pretrained regression while the other is a narrower visual-encoder-key follow-up; not clearly one bug." + "accept": true, + "reason": "Same model family and same save_pretrained checkpoint corruption regression; the later issue reads like a follow-up of the same bug." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Both mention Qwen/Transformers v5, but one is a vLLM PaddleOCR-VL load failure and the other is a Qwen3-MoE sliding-window behavior issue." + "reason": "Both involve Qwen models, but one is a PaddleOCR-VL load failure and the other is a sliding_window bug in Qwen3-MoE; different code paths." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen2.5-VL training/position-id issues, but one is multi-image iterable-dataset finetuning and the other is still-image RoPE scaling; different code paths." + "reason": "Both are Qwen2.5-VL, but one is a multi-image iterable dataset finetuning failure and the other is a still-image RoPE/position_ids bug." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated failures: Molmo tied-weights attribute vs tokenizer loading for est-roberta." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "One is base_model_prefix loading failure; the other is non-persistent buffers getting junk values. Both are v5 regressions but not the same bug." + "reason": "Different regressions: base_model_prefix loading vs non-persistent buffer initialization." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is tokenizer loading for a specific model and the other is performance of convert_tokens_to_ids for slow tokenizers." + "reason": "Tokenizer load failure and tokenizer id conversion slowdown are separate issues." }, { - "left": "issue:43716", - "right": "issue:46899", + "left": "issue:44220", + "right": "issue:44683", "accept": false, - "reason": "Both are multimodal dtype/processing problems, but they affect different models and different stages of the pipeline." + "reason": "Audio feature extraction and compiled flex_attention are unrelated subsystems." }, { - "left": "issue:44220", - "right": "issue:44683", + "left": "issue:43716", + "right": "issue:46899", "accept": false, - "reason": "Completely different subsystems: fbank feature extraction versus compiled flex_attention on newer torch." + "reason": "Both are multimodal dtype issues, but they affect different models and different failure modes." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Loading noise messages versus a tokenizer loading regression; related only at a very high level." + "reason": "Loading noise bug vs tokenizer loading failure; not the same underlying problem." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "One is eval-mode gradient checkpointing behavior; the other is a missing supports_gradient_checkpointing flag on a remote-code model." + "reason": "Both mention gradient checkpointing, but one is eval-mode misuse and the other is a missing capability flag." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT local checkpoint loading are unrelated bugs." + "reason": "Tokenizer BPE marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but one is wrong token IDs for Granite models and the other is an encode-decode leading-space issue in CodeLlama." + "reason": "Both are tokenizer regressions, but one is Granite token IDs and the other is CodeLlama round-trip spacing; different bugs." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "One is _is_hf_initialized flag breakage; the other is mmap/OOM behavior on Strix Halo. No common code-path." + "reason": "Transformers v5 init flag breakage vs Strix Halo mmap/OOM; no common code-path." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both mention Qwen2-VL/Qwen2.5-VL training, but one is multi-GPU training and the other is iterable-dataset multi-image finetuning." + "reason": "Both are Qwen-VL training-related, but one is generic multi-GPU training and the other is multi-image dataset failure." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup error are unrelated failure modes." + "reason": "Whisper runtime failure and missing Float8 storage type are unrelated." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "These are both v5/initialization-related, but one is init_empty_weights argument handling and the other is missing Float8 storage registration." + "reason": "Both are v5-related, but one is init_empty_weights argument handling and the other is float8 storage resolution." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity on gpt-oss-20b and Whisper batch_decode skip_special_tokens behavior are unrelated." + "reason": "Perplexity regression and Whisper batch_decode special-token handling are unrelated." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE-marker handling and DeepSeek accuracy regression are different issues, even if both are model-quality regressions." + "reason": "Tokenizer BPE-marker bug and DeepSeek accuracy regression are not the same issue." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:43482", + "right": "issue:43525", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image finetuning failures." + "reason": "GGUF loading failure and Llama4Config pad_token_id attribute error are distinct problems." }, { - "left": "issue:43482", - "right": "issue:43525", + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "GGUF loading failure for Qwen2.5 and missing pad_token_id on Llama4Config are different model-loading bugs." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL iterable dataset finetuning." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states KeyError are not the same bug." + "reason": "ModelOutput key assignment bug and Gemma4 FSDP2 shared_kv_states bug are unrelated." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized argument handling are distinct regressions." + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument compatibility are separate bugs." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime special-token post-processor updates and missing BOS/EOS insertion are related to tokenization but not the same concrete defect." + "reason": "Runtime post-processor updates and add_special_tokens/BOS-EOS insertion are related broadly, but not the same concrete defect." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Auto device mapping cudaErrorAssert and Mistral regex patch crash are different failure paths." + "reason": "Auto device mapping cuda assert and Mistral regex patch tokenizer crash are unrelated." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both concern TF/backend packaging, but one is missing TensorFlow in the torch extra and the other is a tensorboard-only install backend error; not clearly one bug." + "reason": "Both concern TensorFlow packaging/backend availability, but one is missing TF in the torch extra and the other is a backend error when only tensorboard is installed." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Qwen2.5-GGUF loading and CLIPTokenizer model_max_length are unrelated." + "reason": "GGUF loading failure and CLIPTokenizer model_max_length are different issues." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key bookkeeping versus non-persistent buffer initialization are different internal mechanisms." + "reason": "ModelOutput key bookkeeping and non-persistent buffer corruption are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL model loading and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Ignoring tokenizer.json in a repo and wrong Granite token IDs are both tokenizer regressions, but they are not the same code-path problem." + "reason": "AutoTokenizer ignoring tokenizer.json and Granite token ID regression are separate tokenizer issues." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Dequantized model offload loading failure and inefficient Qwen3 MoE training memory usage are different issues." - }, - { - "left": "issue:43296", - "right": "issue:46821", - "accept": false, - "reason": "PaddleOCR-VL load failure and TimesFM window_size AttributeError are unrelated model-specific problems." - }, - { - "left": "issue:42175", - "right": "issue:43296", - "accept": false, - "reason": "Packaging/backend inclusion and vLLM PaddleOCR-VL loading are not the same defect." + "reason": "Device-map offload loading failure and Qwen3 MoE training memory usage are different problems." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "Both are v5 model-initialization regressions, but one is base_model_prefix loading and the other is custom model initialization; too broad to merge." + "reason": "Different tokenizer/config regressions with no shared failing code path." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies one plausible duplicate-ish pair (45216/45357) while treating the rest as same-subsystem but different bugs. The reject verdicts are appropriately cautious, and none of the claims overstate the evidence available from titles/metadata." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4106,7 +4104,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:34634", "issue:35707", @@ -4122,10 +4120,11 @@ "issue:43454", "issue:43482", "issue:43493", - "issue:43550", "issue:43582", "issue:43606", + "issue:43611", "issue:43644", + "issue:43646", "issue:43701", "issue:43746", "issue:43818", @@ -4158,6 +4157,7 @@ ], "soft_pairs": [ "issue:44509|issue:46909", + "issue:43611|issue:43646", "issue:43377|issue:45491", "issue:43644|issue:44079", "issue:43818|issue:46402", @@ -4171,10 +4171,10 @@ "issue:43454|issue:44466", "issue:42915|issue:43482", "issue:44291|issue:44877", - "issue:41553|issue:43582", "issue:43701|issue:45325", "issue:43873|issue:45701", "issue:42796|issue:45381", + "issue:41553|issue:43582", "issue:40990|issue:45584", "issue:43606|issue:44265", "issue:44479|issue:45823", @@ -4185,163 +4185,168 @@ "issue:39692|issue:40444", "issue:41720|issue:45823", "issue:44186|issue:44265", - "issue:43454|issue:43550", "issue:43606|issue:43819" ], - "prepared_review_unit_hash": "d5565bd95f8efccd6dff9b52eae7f4dba5b9137a5d78d7c45fbe7da05e80b8eb", + "prepared_review_unit_hash": "8d9c3ddd483e4650ca94b11e2f5b6fd1d733d5c71b2d6597dd46d40e3f58ea21", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36353, - "estimated_input_tokens": 9089, - "estimated_eval_tokens": 18434 + "serialized_chars": 36921, + "estimated_input_tokens": 9231, + "estimated_eval_tokens": 18718 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, but two duplicate-like pairs stand out: the SigLIP2 incorrect-output reports and the Qwen2.5-VL position-id/rope-index regression reports. The rest look like distinct bugs or documentation issues.", - "confidence": 0.74, - "canonical_issue_reason": "Pick issue:45325 as canonical: it is the most concrete and technically specific of the plausible duplicates, clearly naming the Qwen2.5-VL position-id / rope-index regression.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues; none of the suggested soft pairs look like true duplicates or mergeable PR-equivalents. The broad offloading/quantization report is the best representative issue.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43873 is the most central and broadly framed item here, with the highest discussion/inbound activity and a concrete user-facing runtime problem.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:45325 is the best single representative because it most directly identifies the shared Qwen2.5-VL positional-id bug and is actionable for triage.", + "best_issue_reason": "issue:43873 is the best global representative because it is active, broad, and actionable compared with the many narrowly scoped one-off regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Both are docs problems, but one is about removed pipeline-task references and the other is a broken DIA example; different symptoms and fixes." + "reason": "Both are documentation bugs, but they target different docs problems: removed pipeline tasks vs a broken DIA example." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both mention Transformers v5 breakage, but one is about `base_model_prefix` loading and the other about custom model initialization." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both involve batching/padding behavior, but they affect different models and code paths; not the same underlying bug." + "reason": "Both involve batching/padding effects, but they are different models and different failure modes." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "One is a v5 buffer-initialization/serialization regression, the other is a ModelOutput key-assignment bug; unrelated." + "reason": "One is about non-persistent buffers in v5; the other is about `ModelOutput` key assignment. These are unrelated internals." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Different models and failures: Video-LLaVA architecture issue versus Sam3Model weight loading." + "reason": "Different subsystems and symptoms: Video-LLaVA tower structure vs Sam3 text encoder weight loading." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL-related, but one is multi-image finetuning failure and the other is video position-id regression; not clearly the same bug." + "reason": "One is a finetuning failure with multiple images per prompt; the other is a video position-id regression." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Unrelated: Video-LLaVA missing temporal attention versus Qwen3.5 save_pretrained visual-key regression." + "reason": "Both touch Qwen/video-style models, but one is missing temporal attention and the other is incorrect visual encoder key saving." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export with torch_compilable_check is a different problem from bfloat16 dtype mismatches in specific models." + "reason": "One is a `torch.export`/`torch_compilable_check` failure; the other is a bfloat16 dtype mismatch. Not the same bug." }, { "left": "issue:43493", "right": "issue:43994", - "accept": true, - "reason": "Both report SigLIP2 producing incorrect/nonsensical outputs, likely the same implementation bug in the model/processor path." + "accept": false, + "reason": "Both involve SigLIP2, but one is JAX-vs-HF parity while the other is a bad AutoModel/pipeline result. Too weak to treat as one bug." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Both are multimodal, but one is a Qwen2.5-VL positional-id regression and the other is a Kosmos2.5 OCR index error." + "reason": "Different issues: rope-index temporal scaling vs long OCR index error." }, { "left": "issue:45325", "right": "issue:45381", - "accept": true, - "reason": "Both point to the same Qwen2.5-VL rope/position-id bug affecting image/video inputs." + "accept": false, + "reason": "Both are Qwen2.5-VL position issues, but one is still-image temporal scaling and the other is video vision position IDs." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Degenerate training with flash_attention_3 is unrelated to the single-label num_labels=1 zero-loss issue." + "reason": "One is a flash-attention training degeneration regression; the other is a loss/labeling bug for `num_labels=1`." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention lm_head/tied weights, but one is a missing weight-tying bug and the other is a device-dependent serialization inconsistency." + "reason": "Both mention tied weights, but one is a config/weight-tying failure causing garbage outputs and the other is serialization inconsistency by device." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different quantization/load failures on different model families; no shared concrete bug is evident." + "reason": "Distinct failures: FineGrainedFP8Config incompatibility vs GGUF loading breakage in v5." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "The first is an init_empty_weights TypeError from an unexpected arg; the second is strict config handling for granite_speech. Different issues." - }, - { - "left": "issue:41553", - "right": "issue:43582", - "accept": false, - "reason": "Bad tokenizer error messaging and Apple Silicon TypeError in a warmup function are unrelated." + "reason": "One is an unexpected `_is_hf_initialized` argument in `init_empty_weights`; the other is strict config blocking `granite_speech` loading." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "resume_from_checkpoint key mismatch is not the same code-path as Qwen2.5-VL position-id computation." + "reason": "Checkpoint key mismatch and Qwen2.5-VL rope-index scaling are unrelated." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading behavior and tokenization changes are different regressions." + "reason": "Quantized offloading behavior and tokenization-version changes are different problems." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL vision position ids are unrelated bugs." + "reason": "Tokenizer BPE marker handling is unrelated to video `vision_position_ids`." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error messaging for Voxtral and an Apple Silicon TypeError are separate issues." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on GPT-OSS and Whisper empty-transcription failure are different model-specific issues." + "reason": "Different model paths and symptoms: perplexity regression vs empty-transcription generation failure." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch for Bark is unrelated to torch.export failing on torch_compilable_check." + "reason": "CPU offload device mismatch is not the same as `torch.export` failing on `torch_compilable_check`." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are different model-specific failures." + "reason": "Qwen video regression and Gemma4 PLE device mismatch are different model-specific bugs." }, { "left": "issue:43262", @@ -4353,59 +4358,50 @@ "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM window_size AttributeError." + "reason": "Autocast dtype mismatch and `window_size` AttributeError do not indicate the same underlying bug." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values and Qwen3 auto-device cudaErrorAssert are separate issues." + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` and a Qwen3 device-map CUDA assert are different failure modes." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice_preset and generation with inputs_embeds/past_key_values do not share the same bug." + "reason": "Bark voice preset failure and progressive generation issues are unrelated." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 doc-example problems and Qwen2.5-VL multi-image finetuning failure are different topics." + "reason": "SigLIP2 doc-example errors and Qwen2.5-VL multi-image finetuning failures are different model/docs problems." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Different device-mapping errors in different model families; not the same fix." + "reason": "Both are device-related, but they affect different models with different error surfaces." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer padding/truncation crash and export support for torch_compilable_check are unrelated." - }, - { - "left": "issue:43454", - "right": "issue:43550", - "accept": false, - "reason": "AyaVision lm_head tying and Bamba torch.compile SDPA failure are different code paths." + "reason": "Tokenizer NER/padding crashes and `torch.export` failures are separate code paths." }, { - "left": "issue:43606", - "right": "issue:43819", + "left": "issue:43819", + "right": "issue:46821", "accept": false, - "reason": "CPU offload device mismatch for Bark and DAC.from_latents vs forward-pass mismatch are unrelated." + "reason": "DAC forward/from_latents mismatch and a `window_size` AttributeError are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays appropriately conservative. The summary matches the visible titles/body context, and the two accepted soft-edge pairs are the only ones that clearly look close enough to plausibly share a bug. The rejected pairs are generally justified by distinct model families, code paths, or symptom types." - }, - "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 }, @@ -4420,7 +4416,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:26413", "issue:28530", @@ -4438,6 +4434,7 @@ "issue:43377", "issue:43450", "issue:43454", + "issue:43550", "issue:43572", "issue:43720", "issue:43749", @@ -4471,245 +4468,252 @@ "issue:46821" ], "soft_pairs": [ + "issue:43454|issue:43550", "issue:43257|issue:45923", "issue:42796|issue:46209", "issue:44568|issue:45920", - "issue:43377|issue:44610", "issue:45823|issue:46821", + "issue:43377|issue:44610", "issue:43454|issue:45072", - "issue:40990|issue:42947", "issue:42617|issue:42915", + "issue:40990|issue:42947", "issue:46305|issue:46315", "issue:43572|issue:45759", + "issue:43317|issue:43873", "issue:43749|issue:44534", "issue:43377|issue:44898", - "issue:43317|issue:43873", "issue:43454|issue:43720", "issue:43322|issue:46050", "issue:41720|issue:43322", - "issue:43881|issue:44488", "issue:36331|issue:42617", "issue:44387|issue:45704", "issue:36331|issue:42915", "issue:41720|issue:44977", "issue:44877|issue:44991", + "issue:43881|issue:44488", "issue:44466|issue:45357", "issue:40990|issue:45701", "issue:43450|issue:45701", - "issue:43065|issue:46402", "issue:41720|issue:42617", + "issue:43065|issue:46402", "issue:26413|issue:28530", "issue:43873|issue:44756", "issue:44186|issue:45072" ], - "prepared_review_unit_hash": "d16342dd4180469303271a3ed41d136839d93dda95e5f7c9e4eabcf81a83c056", + "prepared_review_unit_hash": "3d4e387004f78e5b432ddbff716d6b9341f79d0c6046502c2a37882b09a1d516", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36061, - "estimated_input_tokens": 9016, - "estimated_eval_tokens": 18288 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36914, + "estimated_input_tokens": 9229, + "estimated_eval_tokens": 18714 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated bug reports across tokenization, loading, quantization, multimodal models, and training utilities. I did not find any soft pair that is clearly the same underlying bug/change, so all soft edges are rejected.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43873 is the best umbrella issue here: it is open, actively discussed, has the most inbound references, and its title matches the broad loading/offloading + quantization theme that appears in the closest near-duplicates.", + "summary": "This cluster is mostly a loose topical grouping of distinct Transformers bugs: loading/offloading, tokenization, training loop, model-specific inference, and processor shape issues. The soft pairs share broad subsystem similarity but do not look like the same underlying bug/change.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 is the broadest and most central open report here: it covers quantization/offloading behavior, which is a recurring theme across several nearby issues in the set. It is a better cluster anchor than the many highly model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest representative of the cluster\u2019s most recurring subtheme (offloading/quantization), with broad wording and the highest apparent centrality/support among the candidates.", + "best_issue_reason": "issue:43873 is the best representative issue because it is general, clearly framed, and likely to subsume adjacent loading/offloading regressions better than a narrow model- or tokenizer-specific ticket.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Different bugs in different code paths: weight tying/text generation vs torch.compile+SDPA inference failure." + }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Different model-loading/accelerate issue vs a gradient-checkpointing flag regression; no shared code-path or concrete bug." + "reason": "One is MOE weight conversion/loading with accelerate+deepspeed; the other is a missing gradient-checkpointing flag on a trust_remote_code model. Not the same defect." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling and FP8 inference failure are unrelated." + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both concern tokenizers, but one is missing BOS/EOS insertion while the other is wrong token IDs across several models; too broad to treat as the same bug." + "reason": "Both are tokenizer-related, but one is about add_special_tokens not adding BOS/EOS for a specific tokenizer, while the other is a broader wrong-token-id regression across several models." }, { - "left": "issue:43377", - "right": "issue:44610", + "left": "issue:45823", + "right": "issue:46821", "accept": false, - "reason": "Different batching bugs in different components (MIMI encoder vs video processors); no evidence of the same underlying defect." + "reason": "Device-mapping forward mismatch for Gemma4 PLE is unrelated to a TimesFM window_size AttributeError." }, { - "left": "issue:45823", - "right": "issue:46821", + "left": "issue:43377", + "right": "issue:44610", "accept": false, - "reason": "Device-mismatch forward failure and a TimesFM AttributeError are unrelated." + "reason": "Both involve batched inputs, but one is an audio encoder padding-mask correctness bug and the other is a video processor output-shape bug." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Weight-tying/serialization problem and dtype mismatch are different failures." + "reason": "Weight-tying/garbage generation is unrelated to bfloat16 dtype mismatches in inference." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "Perplexity on a specific model/dataset and LoRA gradient-checkpointing behavior are unrelated." + "reason": "A 3d_parallel.py runtime failure and a Qwen3Moe FineGrainedFP8Config issue are different failures." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "3d_parallel.py startup failure and a Qwen3Moe FP8Config failure are different problems." + "reason": "High perplexity on a specific model/dataset is not the same underlying bug as ineffective gradient checkpointing with PEFT LoRA." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Off-by-one streaming mask logic versus tokenizer conversion performance regression; not the same bug." + "reason": "Off-by-one sliding-window masking and tokenizer conversion slowdown are unrelated." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing config field and multimodal config unwrapping are distinct model/config loading issues." + "reason": "Missing pad_token_idx in one config and failure to unwrap text_config in composite multimodal configs are different configuration bugs." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "These are related only at a high level to loading/offloading with quantization; one is a specific gpu+cpu offload load failure, the other is a broader offloading regression." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU-efficient loading regression and non-persistent buffer initialization bug are different code paths." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are different issues affecting different mechanisms." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Both are batching-related, but one is encoder padding-mask support and the other is image resolution/interpolation behavior." - }, - { - "left": "issue:43317", - "right": "issue:43873", - "accept": false, - "reason": "43317 is a specific dequantized device_map/offload load failure, while 43873 is a broader umbrella complaint about quantization offloading; insufficient evidence they are the same concrete bug." + "reason": "MIMI batched-vs-single output mismatch is unrelated to Perceiver image classification failing at non-default resolution." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision weight tying and BitNet packed-weight unpacking are unrelated loading bugs." + "reason": "Garbage text generation from untied weights and BitNet packed-weight unpacking during accelerate loading are different code-path problems." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Segfault loading Llava Next and sinq save/load breakage are different failures." + "reason": "Segfault loading Llava Next models and sinq quantized save/load corruption are not the same bug." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and Llava Next segmentation fault do not share a concrete root cause." - }, - { - "left": "issue:43881", - "right": "issue:44488", - "accept": false, - "reason": "Two different model-loading reports with no concrete shared mechanism." + "reason": "Different models and failures: cudaErrorAssert on Qwen3 auto device mapping vs Llava Next segfault on load." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer compute_loss signature mismatch and a script execution failure are unrelated." + "reason": "CustomTrainer.compute_loss signature incompatibility is unrelated to 3d_parallel.py execution failure." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Both mention memory, but one is int4 CUDA reserved-memory growth and the other is an apex RMSNorm leak; different bugs." + "reason": "Both involve memory, but one is int4 quantization OOM regression and the other is an apex RMSNorm memory leak." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer API mismatch and Qwen3Moe FP8 loading failure are unrelated." + "reason": "Trainer API mismatch and Qwen3Moe fine-grained FP8 loading are different issues." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Different Qwen model/runtime bugs; one is device-mapping cuda assert, the other is flash-attention generation corruption." + "reason": "Qwen3 auto device mapping cuda assert and Qwen3.5 flash-attention generation failure are separate regressions." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Config strictness for granite_speech and tokenizer loading for EMBEDDIA/est-roberta are different issues." + "reason": "Strict config blocks granite_speech loading; tokenizer loading for EMBEDDIA/est-roberta is a different failure." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are model loading problems, but they involve different models and likely different root causes." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both involve serialization, but one is tied lm_head weight behavior and the other is wrong visual encoder keys for Qwen3.5; not the same code path." + "reason": "Serialization of lm_head.weight vs incorrect visual encoder keys in save_pretrained are different save/load regressions." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Perplexity on a specific benchmark and a general tokenization-version regression are not the same bug." + "reason": "High perplexity on one model/dataset is unrelated to tokenization differences across transformer versions." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batch shape bug and tokenizer behavior changes are unrelated." + "reason": "Video processor batched-shape bug and tokenization changes are unrelated." }, { - "left": "issue:43065", - "right": "issue:46402", + "left": "issue:41720", + "right": "issue:42617", "accept": false, - "reason": "Same model family, but one is a dummy Conv2d in the pixel decoder and the other is missing text encoder weight loading; different defects." + "reason": "Qwen3 device-mapping assert and 3d_parallel.py runtime failure are distinct problems." }, { - "left": "issue:41720", - "right": "issue:42617", + "left": "issue:43065", + "right": "issue:46402", "accept": false, - "reason": "Different model/runtime failures with no shared concrete root cause." + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Model text-encoder weights not loaded affect different components and are not the same bug." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Checkpoint resume epoch-iterator failure and early-stopping metric selection are unrelated training issues." + "reason": "Checkpoint resume epoch_iterator failure and early-stopping metric lookup failure are separate training-loop issues." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both are memory-related, but mmap-on-Strix-Halo OOM and quantization offloading are different mechanisms." + "reason": "Quantization/offloading behavior and mmap-on-Strix-Halo OOM are not the same underlying defect." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash on NER/batched padding and bfloat16 dtype mismatches are unrelated." + "reason": "LayoutLMv2 tokenizer crashes on NER/batched padding are unrelated to bfloat16 dtype mismatches in inference." } ] }, @@ -4731,7 +4735,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:28530", "issue:33666", @@ -4786,174 +4790,162 @@ "issue:46612|issue:46858", "issue:45685|issue:46821", "issue:43295|issue:45701", - "issue:43550|issue:43720", "issue:43577|issue:43708", + "issue:43550|issue:43720", "issue:43646|issue:46665", "issue:44451|issue:47020", - "issue:43550|issue:43606", "issue:36010|issue:42617", "issue:44186|issue:44610", + "issue:43550|issue:43606", "issue:43404|issue:45357", - "issue:43881|issue:44991", "issue:42915|issue:43317", - "issue:43526|issue:43883", "issue:44610|issue:44898", "issue:46821|issue:46869", "issue:44423|issue:45406", + "issue:43881|issue:44991", "issue:44734|issue:46858", - "issue:44008|issue:45823", "issue:28530|issue:33666", + "issue:43526|issue:43883", + "issue:44008|issue:45823", "issue:41720|issue:45161", "issue:43531|issue:43572", "issue:42915|issue:46291", - "issue:44464|issue:46858", "issue:36331|issue:41720", + "issue:44464|issue:46858", "issue:45632|issue:45684", "issue:44671|issue:44743", "issue:44186|issue:44361" ], - "prepared_review_unit_hash": "b1d0be23262936445f3240585eec2061598bbe8d2d1e263e06c739998c001c7c", + "prepared_review_unit_hash": "d2e7f55c3e9fd4cf4938a09a326243d2337d4f601063a81878324185a78c091a", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36264, - "estimated_input_tokens": 9066, - "estimated_eval_tokens": 18388 + "serialized_chars": 36270, + "estimated_input_tokens": 9068, + "estimated_eval_tokens": 18392 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformer issues; none of the soft pairs look like true duplicates. The best single issue representative is the broad tokenization regression report, but the cluster does not form a coherent duplicate set.", - "confidence": 0.34, - "canonical_issue_reason": "issue:45701 is the broadest, most representative problem statement in the set and has the most inbound references; it reads like an umbrella regression report rather than a narrow model-specific bug.", + "summary": "The cluster is a loose collection of unrelated Transformers issues with only superficial thematic overlap (mostly loading, cache, or device-map bugs). None of the soft-similarity pairs look like the same underlying bug or a mergeable duplicate PR scenario.", + "confidence": 0.24, + "canonical_issue_reason": "Issue 43550 is the most central concrete runtime bug in the set, with the strongest nearby soft links, but the connected items are still not true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the best standalone issue to anchor this set because it is broader than the model-specific reports and most plausibly captures the shared 'version/regression affects tokenization' theme.", + "best_issue_reason": "Issue 43550 is the best representative anchor because it is a specific, reproducible failure in a code path likely to be actionable for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both involve generation/cache behavior, but one is beam-search cache reorder on specific recurrent models while the other is a static-cache slice-arithmetic bug under torch.compile; different code paths and fixes." + "reason": "Both involve cache/generation internals, but one is a beam-search reorder omission across several model families while the other is a prefill/static-cache slice-arithmetic bug on non-CUDA backends." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "Completely different models and failures: MPS histogram/int issue versus TimesFM window_size AttributeError." + "reason": "Completely different failures: an MPS histogram/int issue in MoE code versus a TimesFM window_size attribute error." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Both are regression reports, but one is about processor/tokenizer API access for multimodal custom code and the other is a broad tokenization behavior change; not the same bug." + "reason": "Both mention version/regression behavior around tokenization/processor usage, but they affect different APIs and different failure modes." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "Different subsystems and failure modes: torch.compile with SDPA for Bamba versus packed-weight unpacking during accelerate loading for BitNet." + "reason": "Blip2 dtype loading and Trainer checkpoint max_steps recomputation are unrelated bugs in different parts of the stack." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Unrelated issues: BLIP2 dtype propagation versus Trainer checkpoint resumption max_steps computation." + "reason": "Both are model/runtime failures, but one is a Bamba torch.compile SDPA issue and the other is a BitNet packed-weight loading problem; not the same code-path bug." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Both concern custom model loading in v5, but one is model initialization breakage and the other is from_pretrained behavior inside Python classes; too different to merge." + "reason": "Both concern custom-model loading behavior, but one is a 5.0 initialization breakage and the other is inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:44451", "right": "issue:47020", "accept": false, - "reason": "Different tokenizer/model-loading failures affecting different models; no shared underlying code-path is evident." - }, - { - "left": "issue:43550", - "right": "issue:43606", - "accept": false, - "reason": "Both mention model execution failures, but one is torch.compile+SDPA and the other is CPU offload device mismatch; not the same defect." + "reason": "A specific model load failure versus a tokenizer constructor type mismatch; different components and root causes." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import regression is unrelated to the 3d_parallel.py runtime failure." + "reason": "Importing GenerationMixin and running 3d_parallel.py are unrelated failures with no shared code-path." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer NER/padding crash versus image processor resolution mismatch; different models and different failure mechanisms." + "reason": "Tokenizer crashes on NER/padding versus an image processor/model resolution mismatch; both are preprocessing bugs, but not the same bug." }, { - "left": "issue:43404", - "right": "issue:45357", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "Different multimodal model bugs: missing lm_head tying versus incorrect visual encoder keys on save_pretrained." + "reason": "Different model-specific failures: torch.compile with SDPA on Bamba versus CPU offload device mismatch on bark-small." }, { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:43404", + "right": "issue:45357", "accept": false, - "reason": "Separate loading failures for different models; no evidence they share the same underlying tokenizer bug." + "reason": "One is a tied-weights bug in Mistral3, the other is incorrect visual encoder keys on save_pretrained for Qwen3.5." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Both are model loading/training related, but FP8 config failure and dequantized model offload failure are distinct." - }, - { - "left": "issue:43526", - "right": "issue:43883", - "accept": false, - "reason": "Unrelated: BeitImageProcessorFast label reduction bug versus Molmo tied-weights attribute error." + "reason": "Both involve quantized/dequantized model loading, but they affect different models and different phases (FP8 config failure vs offload loading)." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both concern image resolution handling, but they target different models and different symptom surfaces; not the same bug." + "reason": "Both are image-size/preprocessing mismatches, but they are distinct model families with different expected resolutions and different fixes." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM window_size AttributeError is unrelated to YOLO multi-GPU device_map auto failure." + "reason": "TimesFM window_size attribute handling and YOLO multi-GPU device-map auto loading are unrelated." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both are serve/multimodal crashes, but one is a string tensor conversion error in continuous batching and the other is a missing _tokenizer attribute; different code paths." + "reason": "Both hit serve/multimodal processor code, but one is a continuous-batching .to() crash and the other is a missing _tokenizer attribute on Gemma4Processor." }, { - "left": "issue:44734", - "right": "issue:46858", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Both involve cache handling, but one is KV-cache continuation tensor indexing in serve and the other is static-cache seq_length arithmetic under compile; not the same defect." + "reason": "Separate tokenizer/model loading issues for different models; no shared underlying defect." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:44734", + "right": "issue:46858", "accept": false, - "reason": "Different multimodal forward issues: variable name collision causing missing audio mask versus device mismatch with auto device mapping." + "reason": "Both touch cache/indexing logic, but one is server-side KV-cache continuation indexing and the other is a static-cache seq_length tensor arithmetic bug." }, { "left": "issue:28530", @@ -4961,53 +4953,65 @@ "accept": false, "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "A processor label-reduction bug and a missing all_tied_weights_keys attribute are unrelated." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma model bugs: variable-name collision in forward versus a device-mismatch issue with device_map=auto." + }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both are parallelism/device-mapping topics, but one is an auto device-map CUDA assert and the other is tensor-parallel-only behavior for GPT-OSS MoE; not the same bug." + "reason": "Both involve distributed/device-mapping behavior, but one is a cudaErrorAssert on Qwen3 auto mapping and the other is a tensor-parallel-specific GPT-OSS MoE issue." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Different model/config issues: Qwen3-MoE sliding window behavior versus missing pad_token_idx in StableLmConfig." + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig missing pad_token_idx are different config/model bugs." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "FP8 model failure and kernels import/version requirement are unrelated." + "reason": "A model quantization failure and a kernels-version import failure are unrelated." }, { - "left": "issue:44464", - "right": "issue:46858", + "left": "issue:36331", + "right": "issue:41720", "accept": false, - "reason": "Both mention generation/compile/cache, but chunked generation inconsistency and static-cache seq_length device-tensor arithmetic are different failure modes." + "reason": "Trainer compute_loss signature incompatibility and Qwen3 auto device-map failure are different bugs in different subsystems." }, { - "left": "issue:36331", - "right": "issue:41720", + "left": "issue:44464", + "right": "issue:46858", "accept": false, - "reason": "Trainer compute_loss signature break and auto device-map CUDA assert are unrelated." + "reason": "Both relate to compiled generation/cache behavior, but one is inconsistent chunked generation outputs while the other is a seq_length tensor arithmetic problem in prefill." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "File-system/cache-path collision and read-only permission propagation are distinct custom-model save/load issues." + "reason": "Both concern save/pretrained and custom-model handling, but one is a local cache-path collision and the other is read-only permission propagation." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Different model-specific regressions: CamemBERT masked-LM predictions versus Qwen3.5 recurrent state reset with cache." + "reason": "CamemBERT masked-LM prediction drift and Qwen3.5 recurrent-state reset under cache are not the same issue." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer failures, but for different tokenizer implementations and different error conditions; not a duplicate." + "reason": "Both are tokenizer AttributeErrors, but they affect different tokenizers and different call paths." } ] }, @@ -5029,7 +5033,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:28530", "issue:29159", @@ -5048,7 +5052,6 @@ "issue:43388", "issue:43425", "issue:43452", - "issue:43526", "issue:43531", "issue:43540", "issue:43550", @@ -5058,7 +5061,6 @@ "issue:43746", "issue:43782", "issue:43873", - "issue:43881", "issue:44387", "issue:44451", "issue:44492", @@ -5068,12 +5070,14 @@ "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", @@ -5081,13 +5085,13 @@ ], "soft_pairs": [ "issue:43425|issue:46821", - "issue:43316|issue:44913", "issue:28530|issue:30064", + "issue:43316|issue:44913", "issue:42915|issue:43322", "issue:33357|issue:35707", - "issue:43540|issue:43782", "issue:29159|issue:36032", "issue:30064|issue:34634", + "issue:43540|issue:43782", "issue:43873|issue:45704", "issue:44387|issue:45701", "issue:43531|issue:45759", @@ -5096,222 +5100,222 @@ "issue:43452|issue:47020", "issue:44492|issue:44509", "issue:41720|issue:43746", - "issue:43606|issue:43720", "issue:42490|issue:43329", + "issue:43606|issue:43720", "issue:45406|issue:45464", - "issue:43388|issue:45059", "issue:34567|issue:35707", + "issue:43388|issue:45059", "issue:43531|issue:46821", - "issue:43606|issue:43653", "issue:34634|issue:41720", + "issue:43606|issue:43653", "issue:43531|issue:44589", - "issue:43526|issue:43881", "issue:45759|issue:45859", + "issue:44451|issue:44991", "issue:43540|issue:46858", - "issue:44451|issue:44991" + "issue:45357|issue:46402" ], - "prepared_review_unit_hash": "b5cfd794b25759a96212a23686ba339e47f2ac34fb5845053e7b4aaaef3db41d", + "prepared_review_unit_hash": "dbbac0c03def74a5e9ee37428e1e602c009d07797f3796d3e8c2bffbb778371d", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35768, - "estimated_input_tokens": 8942, - "estimated_eval_tokens": 18140 + "serialized_chars": 35798, + "estimated_input_tokens": 8950, + "estimated_eval_tokens": 18156 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a noisy mix of unrelated bugs across tokenizers, model loading, multimodal processors, quantization/offload, docs, and trainer/runtime behavior. None of the soft pairs look like the same underlying fix, so they should all be kept separate.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue stands out: the items cover many unrelated code paths and models, and the soft pairs only share superficial keywords like loading, tokenization, or offloading.", + "summary": "This cluster is a loose set of unrelated Transformers issues spanning tokenizers, multimodal processors, training state, loading, and offloading/quantization. None of the soft pairs look like true duplicates, so no pair is accepted.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative for this cluster because there is no shared bug theme beyond broad Transformers usage.", + "best_issue_reason": "issue:43873 is the broadest and most central report in the offloading/quantization subcluster, with multiple inbound references and active discussion; it is the best representative issue, though still not a duplicate target for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43425", "right": "issue:46821", "accept": false, - "reason": "Different problems: Torch 2.10 incompatibility vs a TimesFM `window_size` AttributeError." + "reason": "Torch version incompatibility and TimesFM window_size AttributeError are unrelated failures." }, { - "left": "issue:43316", - "right": "issue:44913", + "left": "issue:28530", + "right": "issue:30064", "accept": false, - "reason": "Both are config-related, but one is a Gemma3TextConfig API discrepancy and the other is GPTNeoX `rotary_pct` not persisting on reload." + "reason": "Early stopping metric resolution has nothing to do with image processor void segmentation maps." }, { - "left": "issue:28530", - "right": "issue:30064", + "left": "issue:43316", + "right": "issue:44913", "accept": false, - "reason": "Early stopping/metrics handling is unrelated to image processor failures on void segmentation maps." + "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload behavior affect different code paths." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Different models and failure modes: Qwen3Moe FP8 config vs Llava Next segmentation fault." + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to Llava Next loading segfaults." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "A CLIP MacOS bus error is unrelated to progressive generation with `inputs_embeds` and `past_key_values`." - }, - { - "left": "issue:43540", - "right": "issue:43782", - "accept": false, - "reason": "Both involve Qwen variants, but one is a video-input ValueError and the other is a `weight_only=True` load error." + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different bugs." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Tokenizer bugs, but not the same one: slow/fast inconsistency vs T5 init conflict on `add_special_tokens`." + "reason": "Slow/fast tokenizer inconsistency is not the same as T5Tokenizer add_special_tokens load conflict." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Image-processor segmentation-map handling is unrelated to BarkProcessor `voice_preset` support." + "reason": "Void segmentation map processing and BarkProcessor voice_preset loading are separate processor issues." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Qwen3VL weight_only loading error are distinct model failures." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to T5's apex RMSNorm memory leak." + "reason": "Quantization/offloading behavior and T5 apex FusedRMSNorm memory leak are unrelated problems." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "Int4 quantization OOM is a different bug from version-dependent tokenization changes." + "reason": "int4 CUDA memory regression and tokenization changes are not the same underlying bug." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "A Qwen3-MoE sliding-window issue is unrelated to `from_config` failing to unwrap `text_config`." + "reason": "Qwen3-MoE sliding_window handling and composite config unwrapping are different model-config issues." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer corruption is unrelated to inconsistent `from_pretrained` behavior inside Python classes." + "reason": "Non-persistent buffer corruption and from_pretrained-in-Python-class behavior do not share a code path." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and BigBirdTokenizer special-token registration are unrelated." + "reason": "torch.compile SDPA failure and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:43452", "right": "issue:47020", "accept": false, - "reason": "GGUF loading breakage is a different tokenizer/model-loading bug from XLMRoberta's `Unigram(vocab=...)` type error." + "reason": "gguf_file loading breakage and XLMRobertaTokenizer Unigram constructor mismatch are different tokenizer/model-loading bugs." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache strategies is not the same as outdated docs mentioning removed pipeline tasks." + "reason": "A typo in cache strategies is not the same as stale docs for removed pipeline tasks." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are different failure paths." + "reason": "Qwen3 device-mapping cudaErrorAssert and GraniteSpeech PEFT local checkpoint loading are unrelated." }, { - "left": "issue:43606", - "right": "issue:43720", + "left": "issue:42490", + "right": "issue:43329", "accept": false, - "reason": "Both touch loading/offload, but one is Bark CPU-offload device mismatch and the other is BitNet packed-weight unpacking." + "reason": "Trailing-slash local path import warnings and multimodal video helper undefined-variable bugs are different issues." }, { - "left": "issue:42490", - "right": "issue:43329", + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "Local-path slash import warning is unrelated to a multimodal token-count video-branch undefined-variable bug." + "reason": "CPU offload device mismatch and BitNet packed-weight unpacking are separate accelerate-loading failures." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing `_tokenizer` and Qwen3.5 streaming failures are separate issues." + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions crashes are unrelated." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:34567", + "right": "issue:35707", "accept": false, - "reason": "Metric gathering truncation of tuple labels is unrelated to SAM3 text-and-boxes behavior." + "reason": "num_input_tokens_seen not updating and progressive generation with inputs_embeds/past_key_values are different trainer/generation bugs." }, { - "left": "issue:34567", - "right": "issue:35707", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "TrainerState token-count tracking and generation with `inputs_embeds`/`past_key_values` are different code paths." + "reason": "gather_for_metrics truncation and SAM3 text-plus-box behavior are unrelated training vs model-inference problems." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Only superficial overlap on `window_size`; one is Qwen3-MoE sliding-window behavior, the other is TimesFM attribute handling." + "reason": "Qwen3-MoE sliding_window bug and TimesFM window_size AttributeError only share a keyword, not a code path." }, { - "left": "issue:43606", - "right": "issue:43653", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "Bark CPU-offload mismatch and BigBirdTokenizer mask-token registration are unrelated." + "reason": "BarkProcessor voice_preset and Qwen3 auto device-mapping cuda assert are different subsystems." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "BarkProcessor `voice_preset` and Qwen3 CUDA assert are completely different bugs." + "reason": "CPU offload device mismatch and BigBirdTokenizer mask token registration are unrelated." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window logic in Qwen3-MoE is unrelated to a Float8 storage lookup error." + "reason": "Qwen3-MoE sliding_window and Float8 storage lookup errors are distinct failures." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "BeitImageProcessorFast label reduction and glm-4v-9b load failure are unrelated." + "reason": "Composite config unwrapping and CPU-offload rotary embedding incompatibility are not the same bug." }, { - "left": "issue:45759", - "right": "issue:45859", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Unwrapping `text_config` in composite Qwen configs is unrelated to CPU-offload compatibility in rotary embedding." + "reason": "Model loading failure for ScandiBERT and tokenizer loading failure for est-roberta are separate repo/model-specific issues." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Qwen3OmniMoe video processing and `_prefill` cache length device-tensor arithmetic are different bugs." + "reason": "Video-input ValueError and static-cache slice arithmetic on non-CUDA backends are unrelated." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:45357", + "right": "issue:46402", "accept": false, - "reason": "Both are load failures, but they affect different models/tokenizer paths and do not share the same root cause." + "reason": "Incorrect visual encoder keys on save_pretrained and missing text encoder weights on load are different serialization problems." } ] }, @@ -5333,7 +5337,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:30064", "issue:36010", @@ -5343,12 +5347,14 @@ "issue:43381", "issue:43421", "issue:43493", + "issue:43526", "issue:43644", "issue:43653", "issue:43746", "issue:43782", "issue:43844", "issue:43873", + "issue:43881", "issue:43927", "issue:43994", "issue:44062", @@ -5362,7 +5368,6 @@ "issue:44625", "issue:44671", "issue:44843", - "issue:44857", "issue:44898", "issue:44918", "issue:44936", @@ -5377,7 +5382,6 @@ "issue:45923", "issue:46032", "issue:46050", - "issue:46402", "issue:46463", "issue:46655", "issue:46665", @@ -5385,18 +5389,18 @@ "issue:47050" ], "soft_pairs": [ - "issue:45357|issue:46402", "issue:44077|issue:44625", "issue:43644|issue:46665", + "issue:43526|issue:43881", "issue:44987|issue:45042", "issue:44062|issue:44451", - "issue:44898|issue:45072", "issue:44625|issue:45479", + "issue:44898|issue:45072", "issue:43381|issue:43844", "issue:39692|issue:44610", "issue:43746|issue:46050", - "issue:44368|issue:45357", "issue:41720|issue:45704", + "issue:44368|issue:45357", "issue:43381|issue:45704", "issue:46655|issue:46693", "issue:44918|issue:44936", @@ -5404,228 +5408,209 @@ "issue:45704|issue:45923", "issue:45759|issue:45923", "issue:42886|issue:44843", - "issue:44514|issue:44545", "issue:43746|issue:43873", - "issue:39692|issue:43493", + "issue:44514|issue:44545", "issue:30064|issue:36010", + "issue:39692|issue:43493", "issue:43994|issue:44671", "issue:43421|issue:43653", - "issue:46032|issue:46463", - "issue:44464|issue:47050", "issue:43782|issue:45381", - "issue:44857|issue:47050" + "issue:46032|issue:46463", + "issue:44464|issue:47050" ], - "prepared_review_unit_hash": "f33a7b30b8bea288e2202fd5a0fc823d89f20367f80ba6b7d217af79ff13d833", + "prepared_review_unit_hash": "2a3396ff7f08512f32c18909561d1e5356fa3736a9351a8b5dbe664df791da7a", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36663, - "estimated_input_tokens": 9166, - "estimated_eval_tokens": 18588 + "soft_pair_count": 28, + "serialized_chars": 36358, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are unrelated. The notable duplicate is the Qwen2_5_VLProcessor batched `padding=False` crash pair, and one HF_HUB_OFFLINE tokenizer-loading pair looks like the same underlying offline-path bug.", - "confidence": 0.86, - "canonical_issue_reason": "issue:44545 is the best canonical representative for the Qwen2_5_VLProcessor batched-input crash: it has the cleaner plain title and slightly more inbound references, while issue:44514 describes the same repro with backticks/formatting differences rather than a different bug.", + "summary": "The set is mostly heterogeneous, with one clear duplicate pair: Qwen2_5_VLProcessor.apply_chat_template crashing on batched input when padding=False. Most other soft matches share only broad subsystem or model-family overlap and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44545 is the clearest, most specific representative of the only true duplicate pair in this set; issue:44514 is essentially the same bug report with a paraphrased title.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the strongest issue anchor for this cluster because it cleanly names the shared crash scenario and is the most concise representative of the duplicate pair.", + "best_issue_reason": "issue:44545 is the strongest issue to keep as the representative because it directly names the concrete failure mode, is concise, and cleanly subsumes issue:44514.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45357", - "right": "issue:46402", - "accept": false, - "reason": "Different model families and different load paths: Qwen3.5 visual encoder key regression vs Sam3Model text encoder weights not loading." - }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Unrelated bugs: patchtsmixer post_init policy vs Qwen3.5 num_labels propagation." + "reason": "Different bugs: one is about patchtsmixer post_init validation, the other about Qwen3.5 num_labels propagation." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Both mention loading/behavior changes, but one is a v5 buffer regression and the other is inconsistent from_pretrained behavior inside Python classes." + "reason": "Unrelated failure modes: non-persistent buffers filled with junk vs from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "No concrete overlap; BEiT Fast reduce_labels bug is unrelated to glm-4v-9b loading failure." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Different subsystems and symptoms: model artifact loading vs PIL image processors incorrectly requiring torchvision." + "reason": "Both mention loading regressions, but one is a model-specific load failure and the other is a PIL/image-processor torchvision dependency issue." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "Could both involve loading/tokenization, but one is a specific AddedToken TypeError while the other is a generic model-loading failure for ScandiBERT." + "reason": "Too broad to merge: AddedToken argument duplication is not the same concrete bug as ScandiBERT load failure." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "Different models and failure modes: Perceiver resolution/interpolation vs dtype mismatch in bfloat16 inference." + "reason": "Different layer of the stack: config propagation vs classification loss behavior for num_labels=1." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Both involve num_labels, but one is config propagation in Qwen3.5 multimodal configs and the other is a classification-loss degeneracy bug." + "reason": "Different bugs: Perceiver non-default resolution handling vs bfloat16 dtype mismatch in inference." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Distinct training/runtime issues: gradient checkpointing in eval mode vs a ZeRO-3 gradient increase regression." + "reason": "Gradient checkpointing in eval mode is unrelated to ZeRO-3 gradient growth." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Different products and bugs: SigLIP2 docs/example problems vs OmDet-Turbo processor size mismatch." + "reason": "Different models and different failures; only a broad vision/documentation theme is shared." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Both concern model loading/saving, but PEFT adapter loading and sinq quantized save/load breakage are different code paths." - }, - { - "left": "issue:44368", - "right": "issue:45357", - "accept": false, - "reason": "A warning about tie_word_embeddings is unrelated to the Qwen3.5 visual encoder save_pretrained key regression." + "reason": "Both concern loading/saving, but one is PEFT local checkpoint loading and the other is sinq quantization round-trip breakage." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Completely different failures: Qwen3 auto device mapping assert vs T5/apex RMSNorm memory leak." + "reason": "Completely different code paths: Qwen3 device mapping CUDA assert vs T5/apex RMSNorm memory leak." }, { - "left": "issue:43381", - "right": "issue:45704", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "No meaningful overlap beyond being training-related; gradient checkpointing eval-mode bug is unrelated to T5 apex memory leak." + "reason": "The warning about tie_word_embeddings is unrelated to incorrect visual encoder keys during save_pretrained." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Both involve generation/vision workflows, but one is a video processor padding bug and the other is a long-context FA2 regression." + "reason": "Video processor padding bug is unrelated to FA2 long-context performance regression." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Different trainer issues: TRL SFT embedding unpacking vs evaluate() failing after train()." + "reason": "Both involve training workflows, but they describe different trainer failures and different code paths." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Both touch token metadata, but runtime post-processor updates and save/load loss of custom token IDs are different bugs." - }, - { - "left": "issue:45704", - "right": "issue:45923", - "accept": false, - "reason": "Unrelated: T5 apex memory leak vs missing supports_gradient_checkpointing on a trust_remote_code model." + "reason": "Tokenizer post-processor update behavior is not the same bug as DiaConfig losing token IDs after save/load." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Different model/config problems: composite Qwen text_config handling vs gradient-checkpointing flag omission." + "reason": "Composite config unwrapping and missing supports_gradient_checkpointing are separate model-initialization issues." }, { "left": "issue:42886", "right": "issue:44843", - "accept": true, - "reason": "Same underlying HF_HUB_OFFLINE tokenizer-loading bug: both point to an unconditional hub call in the AutoTokenizer/from_pretrained path that breaks offline mode." + "accept": false, + "reason": "Both mention offline tokenizer loading, but 44843 pinpoints a specific unconditional model_info call while 42886 is broader cache-loading behavior; not enough evidence they are the same bug." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters is unrelated to offloading behavior with quantization." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same Qwen2_5_VLProcessor batched-input crash when padding=False; the titles differ only in formatting/backticks and punctuation, not in substance." + "reason": "Same concrete bug: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False; the titles are near-identical paraphrases of the same failure." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "Different areas: PEFT/local checkpoint loading vs quantization offloading behavior." + "reason": "Image segmentation-map processing bug and GenerationMixin import error are unrelated." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Same broad SigLIP2 family, but docs/example errors are not the same as an HF-vs-JAX implementation discrepancy." - }, - { - "left": "issue:30064", - "right": "issue:36010", - "accept": false, - "reason": "No relation: void segmentation map processing vs GenerationMixin import failure." + "reason": "Both are about SigLIP2, but one is a doc-example/model-processor mismatch and the other is a HF vs JAX implementation discrepancy." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Both are model-quality complaints, but they concern different models and different failure modes." + "reason": "Both involve model outputs, but one is a SigLIP2 inference mismatch and the other is CamemBERT masked LM predictions in v5." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Related to special tokens, but one is runtime post-processor refresh and the other is BigBirdTokenizer mask-token registration/decode behavior." + "reason": "TokenizersBackend post-processor updates and BigBirdTokenizer special-token registration are different tokenizer bugs." }, { - "left": "issue:46032", - "right": "issue:46463", - "accept": false, - "reason": "Different bug classes: incorrect use_cache results in Mamba2Mixer vs an error-message validation issue in T5." - }, - { - "left": "issue:44464", - "right": "issue:47050", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Both are correctness issues, but chunked generation with compiled forward is unrelated to fp16 ONNX attention dtype mismatch." + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video vision_position_ids are different multimodal loading/runtime issues." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:46032", + "right": "issue:46463", "accept": false, - "reason": "Both are Qwen VL related, but weight_only from_pretrained loading and video vision_position_ids are different problems." + "reason": "Mamba2Mixer use_cache correctness and T5 decoder-input validation messaging are unrelated." }, { - "left": "issue:44857", + "left": "issue:44464", "right": "issue:47050", "accept": false, - "reason": "Both mention float16/dtype issues, but they affect different models and execution paths; not the same underlying bug." + "reason": "Chunked generation with compiled forward and fp16 ONNX export dtype mismatch are different execution paths and failure modes." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The analysis is mostly conservative, but it overstates one key point: issue:44545 does not match issue:44514 verbatim, since the title formatting differs (backticks/punctuation). The duplicate judgment itself looks plausible, but the canonicalization claim is too strong for the packet evidence. " + "accept": true, + "feedback": "The representative duplicate pair is well supported by the packet: issue:44514 and issue:44545 have effectively the same title and failure mode. The remaining soft-edge rejections are phrased conservatively and stay within the evidence available from the packet, without over-claiming merges across clearly different bugs." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -5641,7 +5626,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:30064", "issue:36331", @@ -5672,7 +5657,7 @@ "issue:44488", "issue:44625", "issue:44661", - "issue:44877", + "issue:44857", "issue:44898", "issue:44991", "issue:44995", @@ -5693,9 +5678,10 @@ "issue:47050" ], "soft_pairs": [ + "issue:44857|issue:47050", "issue:45081|issue:45356", - "issue:43421|issue:44186", "issue:45356|issue:45907", + "issue:43421|issue:44186", "issue:44995|issue:46858", "issue:39692|issue:43873", "issue:39692|issue:47050", @@ -5707,255 +5693,245 @@ "issue:43550|issue:44361", "issue:44625|issue:47050", "issue:43596|issue:44220", - "issue:45987|issue:46829", "issue:43540|issue:46294", "issue:43531|issue:43643", - "issue:44062|issue:44488", "issue:45381|issue:46693", + "issue:44062|issue:44488", + "issue:45987|issue:46829", "issue:43611|issue:46665", "issue:41720|issue:44991", "issue:44220|issue:44661", "issue:30064|issue:36331", "issue:44186|issue:44898", "issue:43653|issue:43819", - "issue:45987|issue:46932", - "issue:43618|issue:43697", "issue:44488|issue:47020", - "issue:44008|issue:46858", + "issue:43618|issue:43697", + "issue:45987|issue:46932", "issue:43335|issue:43756", "issue:43550|issue:43819", - "issue:43643|issue:44877" + "issue:44008|issue:46858" ], - "prepared_review_unit_hash": "f105fd03f3c1de30b7e676c33141a14adb91d727f8c95c9e1065b38d90105a21", + "prepared_review_unit_hash": "d49ca4b7d4d8bdad33a18f7c4d1bf922edc9c2c35dcdf3eb0a7c7d457fd86d2b", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37677, - "estimated_input_tokens": 9420, - "estimated_eval_tokens": 19096 + "serialized_chars": 37673, + "estimated_input_tokens": 9419, + "estimated_eval_tokens": 19094 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and does not form one duplicate set. The only strong duplicate-like link is the tokenizer regex/fix_mistral_regex regression family; most other soft pairs are just broad topical similarities and should stay separate.", - "confidence": 0.78, - "canonical_issue_reason": "issue #45356 is the clearest representative of the only near-duplicate family in the cluster: the Mistral/Kimi tokenizer regex regression around fix_mistral_regex and codec handling.", + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, multimodal, cache, config, and model-specific bugs. I found no strong duplicate pairs; all soft-edge candidates should be kept separate. No PRs are present.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue: the cluster spans unrelated bugs, and even the closest overlap (the Mistral regex/tokenizer reports) differs in concrete failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue #45356 is the best anchor issue because it describes the broadest, most complete version of the tokenizer-regex regression and is the most plausible umbrella for the accepted duplicate pair.", + "best_issue_reason": "No global best issue for dedupe triage; none of the issues is a reliable representative of the whole mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45081", - "right": "issue:45356", - "accept": true, - "reason": "Same tokenizer-regex/fix_mistral_regex failure mode; Kimi-K2.5 regression and Mistral tokenizer patch crash look like the same underlying bug family." + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Both mention dtype/FP16 failures, but they hit different models and code paths: LwDetr loss under AMP vs Canine ONNX attention export." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "Both involve tokenizers, but one is runtime special-token post-processing and the other is a LayoutLMv2 NER/padding crash; different code paths." + "reason": "Shared `fix_mistral_regex` area, but 45081 is a backend_tokenizer AttributeError while 45356 is a Kimi-K2.5 codec/ warning regression; not the same concrete bug." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression vs a repository-file revision forwarding bug; unrelated." + "reason": "Completely unrelated subsystems: tokenizer regex regression vs Hub `list_repo_files` argument forwarding." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer-related, but one is runtime special-token/post-processor syncing and the other is LayoutLMv2 NER/padding crashes." }, { "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "Both mention cache/sequencing, but one is a model-specific second-forward crash and the other is a static-cache return-type/arithmetic bug." + "reason": "Both involve cache/state behavior, but one is a model-specific second-pass cache bug and the other is static-cache seq-length dtype on non-CUDA backends." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Doc/example errors and quantization offloading behavior are different problems." + "reason": "Doc-example quantization issues are not the same as a runtime offloading/quantization regression." }, { "left": "issue:39692", "right": "issue:47050", "accept": false, - "reason": "Documentation/model mismatch vs ONNX fp16 dtype mismatch; unrelated." + "reason": "Different failures in different areas: documentation example mismatch vs Canine fp16 ONNX attention dtype mismatch." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Accelerate packed-weight loading bug vs DAC forward/from_latents mismatch; not the same bug." + "reason": "Unrelated models and bugs: BitNet packed-weight loading vs DAC latent reconstruction without STE." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer regression vs long OCR index error in Kosmos2.5; different failures." + "reason": "Both touch multimodal tokenization, but one is a processor.tokenizer regression and the other is a Kosmos2.5 long-OCR index error." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration bug vs BitNet weight unpacking bug; unrelated." + "reason": "Tokenizer special-token registration bug vs BitNet accelerate-loading bug; no shared code path." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "Different RT/vision model bugs: hidden_states output wiring vs feature-level mismatch in forward." + "reason": "Different RT/vision issues: VideoPrism output field wiring vs RT-DETR feature-level mismatch in forward." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile/SDPA issue vs config save/load token ID loss; different layers of the stack." + "reason": "Different symptoms and components: Bamba torch.compile/SDPA vs DiaConfig losing token IDs on save/load." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Different models and failure modes: compile/attention bug vs MLukeTokenizer attribute error." + "reason": "No overlap beyond being model bugs; Bamba compile/SDPA and MLuke tokenizer AttributeError are unrelated." }, { "left": "issue:44625", "right": "issue:47050", "accept": false, - "reason": "Config propagation bug vs ONNX dtype mismatch; unrelated." + "reason": "Qwen3.5 label propagation and Canine fp16 ONNX export are unrelated defects." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed zero3/BertModel indexing vs audio feature extraction issue; separate code paths." - }, - { - "left": "issue:45987", - "right": "issue:46829", - "accept": false, - "reason": "Static cache length return-type bug vs VideoPrism output wiring; not the same issue." + "reason": "Deepspeed zero3/BertModel init failure is unrelated to `_torch_extract_fbank_features()`." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both are Qwen video-input issues, but one is Qwen3OmniMoe processing failure and the other is chat-template feature/token mismatch; too different to merge." + "reason": "Both are video-input issues in Qwen models, but they fail in different pipelines and with different root causes." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window MoE bug vs AutoConfig trust_remote_code field loss; unrelated." + "reason": "Sliding-window Qwen3-MoE behavior and AutoConfig trust_remote_code field loss are distinct bugs." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken constructor error vs model load failure for a specific checkpoint; not the same bug." + "reason": "Tokenizer constructor keyword collision is unrelated to loading `cjvt/sleng-bert`." }, { - "left": "issue:45381", - "right": "issue:46693", + "left": "issue:45987", + "right": "issue:46829", "accept": false, - "reason": "Video position IDs bug vs FA2 long-context performance regression; different symptoms and code paths." + "reason": "StaticCache seq-length contract bug and VideoPrism hidden_states wiring are unrelated." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "base_model_prefix loading regression vs from_pretrained-in-classes inconsistency; not the same concrete defect." + "reason": "Both involve loading/configuration, but one is `base_model_prefix` compatibility in v5.0.0 and the other is `from_pretrained` behavior inside Python classes." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "CUDA assert on auto device mapping vs tokenizer loading failure for a different model." + "reason": "Different model families and failures: Qwen3 auto device mapping crash vs tokenizer loading failure for EMBEDDIA/est-roberta." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction bug vs add-new-model-like/tokenizer mapping failure; unrelated." + "reason": "Audio feature extraction issue vs `TOKENIZER_MAPPING_NAMES` add-new-model-like failure; unrelated code paths." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image processor segmentation-map bug vs custom trainer loss signature mismatch; no overlap." + "reason": "Image processor void segmentation-map bug and CustomTrainer loss-signature regression are unrelated." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer crash vs Perceiver interpolation issue; different models and logic." + "reason": "LayoutLMv2 tokenizer crashes and Perceiver non-default resolution failures are different model-specific bugs." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration bug vs DAC latent reconstruction mismatch; unrelated." + "reason": "Tokenizer special-token decode bug vs DAC latent/forward mismatch; no common underlying issue." }, { - "left": "issue:45987", - "right": "issue:46932", + "left": "issue:44488", + "right": "issue:47020", "accept": false, - "reason": "Cache length return type bug vs Gemma4 quantized embedder dtype casting; different subsystems." + "reason": "Both are tokenizer-loading problems, but the failing tokenizers and causes differ completely." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIPOutput attentions field regression vs RT-DETR output drift; separate issues." - }, - { - "left": "issue:44488", - "right": "issue:47020", - "accept": false, - "reason": "Both concern tokenizer loading, but one is a specific model checkpoint load failure and the other is an XLMRobertaTokenizer Unigram init bug." + "reason": "CLIP output field regression and RT-DETR output drift are different model-output bugs." }, { - "left": "issue:44008", - "right": "issue:46858", + "left": "issue:45987", + "right": "issue:46932", "accept": false, - "reason": "Gemma3n forward variable collision vs static-cache seq-length arithmetic bug; unrelated." + "reason": "StaticCache return-type bug and Gemma4 quantized embedders dtype casting are unrelated." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs Smollm3 RoPE-layer dropping; different model config mistakes." + "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer dropping are different architectural issues." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Bamba torch.compile/SDPA bug vs DAC.from_latents mismatch; unrelated." + "reason": "Bamba SDPA/torch.compile failure and DAC missing-STE mismatch are unrelated." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:44008", + "right": "issue:46858", "accept": false, - "reason": "Both are config-loading related, but one is missing fields with trust_remote_code and the other is strict config blocking granite_speech; not the same bug." + "reason": "Gemma3n variable-name collision and static-cache seq-length tensor return are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The one accepted soft edge is reasonably supported by the shared `fix_mistral_regex` / tokenizer-regex context, and the other pairs are correctly treated as separate bugs. The cluster-level conclusion that this is mostly heterogeneous is also consistent with the issue titles." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -5970,7 +5946,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:34634", "issue:36010", @@ -5983,8 +5959,8 @@ "issue:43577", "issue:43582", "issue:43606", + "issue:43643", "issue:43644", - "issue:43716", "issue:43749", "issue:43782", "issue:43818", @@ -6001,6 +5977,7 @@ "issue:44811", "issue:44821", "issue:44843", + "issue:44877", "issue:44936", "issue:44977", "issue:44991", @@ -6021,6 +5998,7 @@ "issue:47020" ], "soft_pairs": [ + "issue:43643|issue:44877", "issue:44821|issue:45084", "issue:44843|issue:45081", "issue:34634|issue:36010", @@ -6029,215 +6007,214 @@ "issue:44448|issue:44671", "issue:44186|issue:44442", "issue:45584|issue:45834", - "issue:45183|issue:45479", "issue:43322|issue:45685", + "issue:45183|issue:45479", "issue:44991|issue:47020", "issue:43644|issue:43749", + "issue:44991|issue:46291", "issue:43606|issue:45072", "issue:44561|issue:45020", - "issue:44991|issue:46291", "issue:43782|issue:44977", "issue:43421|issue:44811", "issue:43577|issue:43818", - "issue:43550|issue:45072", "issue:44479|issue:45834", + "issue:43550|issue:45072", "issue:43582|issue:46512", "issue:43825|issue:43994", "issue:43388|issue:46032", "issue:44805|issue:44936", - "issue:43716|issue:44008", "issue:46294|issue:46463" ], - "prepared_review_unit_hash": "d1255d735b41e79a70cbd2bab441ec6c7f1e4866126f44de650fd678d067cad1", + "prepared_review_unit_hash": "cd41f93d4b6f16dc1e1516a4dc16c63722b50bf7b7cef99df80cb729b292255d", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35271, - "estimated_input_tokens": 8818, - "estimated_eval_tokens": 17892 + "serialized_chars": 35859, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports with a couple of likely duplicate chains around remote_code/tokenizer-loading regressions. No pull requests are present.", - "confidence": 0.73, - "canonical_issue_reason": "issue:45020 is the best umbrella candidate: it describes the broad remote_code regression class, has the most general scope, and plausibly subsumes the more specific trust_remote_code breakage in issue:44561.", + "summary": "Most candidate pairs are related only by broad subsystem similarity, not the same bug. The only strong duplicate-looking pair is the remote_code regression: the specific v5.0 `is_torch_fx_available` removal breakage appears to be a concrete instance of the broader `remote_code` failure report.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45020 is the best canonical issue because it is the broad umbrella report for `remote_code` breakage in recent transformers versions and can naturally subsume the more specific v5.0 helper-removal regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the strongest global representative because it is the broadest and most central bug report in the set; most other items are narrow model-specific reports that do not generalize as well.", + "best_issue_reason": "Issue 45020 is the strongest global issue representative: broad, user-facing, and closest to the common root-cause class among the provided issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config loading, but one is missing fields from `trust_remote_code` and the other is strict config rejection for `granite_speech`; different failures and code paths." + }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "Different subsystems and failure modes: image processor loading from URL vs template compilation error." + "reason": "Unrelated problems: loading `AutoImageProcessor` from URL vs a Jinja/template compilation error." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both touch _patch_mistral_regex, but the bugs differ: offline model_info access vs backend_tokenizer attribute crash." + "reason": "Both touch `_patch_mistral_regex`, but one is an offline `model_info()` call and the other is a missing `backend_tokenizer` attribute; distinct bugs." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "Unrelated: BarkProcessor voice_preset handling vs a GenerationMixin import error." + "reason": "Different subsystems and symptoms: Bark voice preset/device-offload behavior vs a `GenerationMixin` import error." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Different models and bugs: SigLIP2 doc example errors vs Kosmos2.5 OCR index error." + "reason": "Different models and failure modes: SigLIP2 doc example errors vs Kosmos2.5 long-OCR index error." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Both are multimodal-input issues, but they affect different models and code paths." + "reason": "Both are multimodal input errors, but Qwen video-processing `ValueError` and Gemma3n variable-name collision are not the same bug." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v5 output regressions, but for different model families and different symptoms." + "reason": "Both are v5 model-behavior regressions, but Pegasus output drift and CamemBERT masked-LM prediction errors are separate model-specific issues." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Tokenizer-related, but one is LayoutLMv2 NER/padding crash and the other is AutoTokenizer loading FastSpeech2ConformerTokenizer." + "reason": "Tokenizer crashes in different classes/models; no evidence they share the same underlying code path." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation vs Kosmos2.5 long-input OCR indexing are unrelated." + "reason": "Whisper empty-transcription handling after `align_special_tokens` is unrelated to Kosmos2.5 OCR indexing." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Different validation layers: input_ids/inputs_embeds XOR checking vs sequence-classification loss behavior." + "reason": "Different failures: Llava Next segfault on load vs an MPS histogram unsupported-int error in moe code." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "No shared bug: Llava Next load segfault vs MPS histogram implementation error in moe code." + "reason": "One is bad `input_ids`/`inputs_embeds` validation messaging; the other is degenerate zero-loss classification behavior." }, { "left": "issue:44991", "right": "issue:47020", - "accept": true, - "reason": "Likely the same tokenizer-loading bug: 47020 names the XLMRoberta/Unigram constructor mismatch that would explain the model-specific failure in 44991." + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is model-specific and the other is a concrete `XLMRobertaTokenizer` constructor bug; not enough evidence they are the same underlying issue." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Different problems: non-persistent buffer initialization vs FSDP CPU RAM-efficient loading." + "reason": "Different loading/state issues: non-persistent buffer junk vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure for one model is unrelated to importing pipelines with a kernels metadata/version requirement." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Different model-specific inference issues: CPU offload device mismatch vs bf16 dtype mismatch." + "reason": "Separate device/dtype problems in different models and execution modes; not the same bug." }, { "left": "issue:44561", "right": "issue:45020", "accept": true, - "reason": "Strong duplicate/parent-child relationship: both describe the same remote_code breakage class in recent Transformers, with 44561 providing a concrete cause." - }, - { - "left": "issue:44991", - "right": "issue:46291", - "accept": false, - "reason": "Both are load-time failures, but one is a tokenizer regression and the other is a kernels version/revision dependency issue." + "reason": "The specific `is_torch_fx_available` removal breaking `trust_remote_code` models is a concrete instance of the broader recent-versions/remote_code regression reported in 45020." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Different Qwen model families and different failure points: weight_only loading vs flash-attention generation." + "reason": "Different Qwen issues: weight-only loading error vs flash-attention generation failure." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Both involve tokenizer/processor behavior, but one is runtime special-token updates and the other is batch_decode skip_special_tokens handling." + "reason": "Tokenizer post-processor sync and Whisper `batch_decode` special-token handling are unrelated." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Completely different components: BLIP2 dtype propagation vs Video-LLaVA tower architecture/weights." + "reason": "Different BLIP2 dtype mismatch vs Video-LLaVA architecture/weight-sharing issue." }, { - "left": "issue:43550", - "right": "issue:45072", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "Different low-level issues: torch.compile+SDPA failure vs bfloat16 inference dtype mismatch." + "reason": "Qwen VL video-input regression and Kosmos2.5 OCR indexing are different multimodal bugs." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "Different multimodal regressions affecting different model families and input shapes." + "reason": "Both involve runtime execution issues, but Bamba SDPA/torch.compile and bfloat16 dtype mismatches are separate code paths." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Both mention dtype, but one is an Apple Silicon warmup TypeError and the other is stale config.dtype after from_config." + "reason": "Apple Silicon warmup TypeError and stale `model.config.dtype` after `from_config` are distinct dtype/config issues." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Pipeline-related, but one is an error message issue and the other is a model output correctness issue." + "reason": "Pipeline translation message bug vs SigLIP2 nonsensical outputs; not the same defect." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Different training/inference subsystems: metric gathering on last batch vs Mamba2 use_cache correctness." + "reason": "Different bugs: `gather_for_metrics` dropping label elements vs Mamba2 cache correctness." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Generic error surface, but the underlying bugs are not the same: mask shape mismatch vs trainer evaluate-after-train failure." - }, - { - "left": "issue:43716", - "right": "issue:44008", - "accept": false, - "reason": "Both are multimodal dtype/collision issues, but they concern different models and distinct code paths." + "reason": "Mask shape/indexing error and `trainer.evaluate()` after `train()` are not the same failure." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Video-chat template mismatch in Qwen3.5-9B vs incorrect decoder-input validation message in T5 are unrelated." + "reason": "Qwen video chat-template mismatch and T5 decoder-input validation are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it correctly identifies the remote_code/trust_remote_code cluster around issue:45020 and issue:44561, and the rest of the pairs are treated conservatively as unrelated or only loosely similar. I did not see any overclaiming beyond what the titles support, and there are no PR pairs to assess." + "feedback": "The assessment is conservative and grounded in the packet. The only accepted soft pair, 44561 \u2194 45020, is plausibly the same remote_code regression class, and the other pairs are rejected without overclaiming shared root causes. No mergeability concerns stand out for the accepted pair." }, "evaluator_used": true, "retried": false, @@ -6256,7 +6233,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:28218", "issue:29159", @@ -6264,15 +6241,14 @@ "issue:36010", "issue:36331", "issue:42175", - "issue:43257", "issue:43262", - "issue:43329", "issue:43540", "issue:43550", "issue:43577", "issue:43582", "issue:43645", "issue:43653", + "issue:43716", "issue:43720", "issue:43742", "issue:43749", @@ -6282,6 +6258,7 @@ "issue:43827", "issue:43906", "issue:43931", + "issue:44008", "issue:44291", "issue:44589", "issue:44610", @@ -6308,23 +6285,24 @@ "issue:46932" ], "soft_pairs": [ + "issue:43716|issue:44008", "issue:43931|issue:46846", "issue:43540|issue:45381", "issue:28218|issue:29159", - "issue:44610|issue:45072", "issue:43749|issue:44291", + "issue:44610|issue:45072", "issue:43720|issue:45072", "issue:43645|issue:46665", "issue:43825|issue:43827", "issue:34634|issue:36331", "issue:42175|issue:45081", - "issue:44671|issue:45701", "issue:43577|issue:43582", + "issue:44671|issue:45701", "issue:46175|issue:46932", "issue:45003|issue:46285", "issue:46697|issue:46728", - "issue:43782|issue:45325", "issue:43262|issue:43819", + "issue:43782|issue:45325", "issue:43582|issue:44857", "issue:43653|issue:44912", "issue:44589|issue:45042", @@ -6333,209 +6311,205 @@ "issue:43550|issue:44912", "issue:36010|issue:43645", "issue:43906|issue:46209", - "issue:36010|issue:36331", - "issue:43257|issue:43329" + "issue:36010|issue:36331" ], - "prepared_review_unit_hash": "042aa98baf31f58db9dd8e77c6cb1f490527cda2cad07e27b57efc65bc130ce3", + "prepared_review_unit_hash": "c12b374af13078ef680643647cb898531d67047692683139ac44a3a29b722321", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36155, - "estimated_input_tokens": 9039, - "estimated_eval_tokens": 18334 + "serialized_chars": 36125, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Hugging Face issues. The only likely duplicate pair is the tokenizer-spacing behavior reports 28218 and 29159; the rest point to different models, code paths, or failure modes.", - "confidence": 0.84, - "canonical_issue_reason": "issue:28218 is the most specific, symptom-level report and predates the broader tokenizer inconsistency complaint in 29159, so it is the better duplicate target.", + "summary": "No reliable duplicate cluster here: the soft pairs mostly share a subsystem name or version context, but each pair points to a different concrete bug/change. I would not merge any of the candidate edges.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue is a safe canonical for the cluster; the items span many unrelated root causes across tokenizer, loading, multimodal, quantization, and training bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:28218 is the clearest representative for the underlying bug because it states the concrete added-token spacing regression directly.", + "best_issue_reason": "No clear best issue overall: the set is heterogeneous, and none of the issues is representative of the others beyond broad topical similarity.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different bugs: image-preprocessor/model dtype mismatch vs Gemma3n forward variable-name collision." + }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Different Qwen model families and different problems: weight-shape mismatch vs missing tensor-parallel config entries." + "reason": "Both involve Qwen loading/TP, but one is a weight-shape mismatch and the other is a missing tp plan entry causing OOM/shape errors." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both are video-related, but they affect different models and different failure paths; not the same concrete bug." + "reason": "Different video-input failures in different models: Qwen3OmniMoe ValueError vs Qwen2.5-VL vision_position_ids bug." }, { "left": "issue:28218", "right": "issue:29159", - "accept": true, - "reason": "Both describe the same tokenizer behavior regression around added tokens and inconsistent spacing/behavior across tokenizer implementations." - }, - { - "left": "issue:44610", - "right": "issue:45072", "accept": false, - "reason": "Unrelated subsystems: image processor input sizing vs dtype mismatches in inference." + "reason": "Tokenizer-related, but not the same defect: extra space after added token vs slow/fast tokenizer inconsistency." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Different loading failures with different causes: FSDP RAM-efficient loading vs an unexpected constructor argument." + "reason": "Different loading paths and failure modes: FSDP CPU RAM-efficient loading vs init_empty_weights rejecting _is_hf_initialized." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch vs dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight loading for BitNet is unrelated to bf16 dtype mismatch reports." + "reason": "Packed-weight loading bug in BitNet vs bfloat16 inference dtype mismatch." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Both involve model initialization, but one is a Jupyter/custom-model regression and the other is from_pretrained inside Python classes; not the same bug." + "reason": "Both touch from_pretrained, but one is notebook custom-model init under v5 and the other is inconsistent behavior inside Python classes." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is an error-message issue, the other is stale docs after pipeline removals." + "reason": "One is an incorrect v5 error message; the other is docs still referencing pipeline()." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice preset behavior is unrelated to a custom trainer compute_loss signature error." + "reason": "Unrelated bugs: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature change." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Backend dependency installation and tokenizer regex patching are unrelated." + "reason": "Packaging/backend install issue vs Mistral tokenizer regex AttributeError." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "General tokenization-version changes are too broad to merge with a specific CamemBERT masked-LM prediction bug." + "reason": "Different root causes: Blip2 dtype propagation vs Apple Silicon allocator warmup TypeError." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "Different problems: model dtype handling vs Apple Silicon allocator warmup TypeError." + "reason": "CamemBERT MLM regression vs broad tokenization-version change; same area, different concrete issue." }, { "left": "issue:46175", "right": "issue:46932", "accept": false, - "reason": "One is about a huge positional-embedding materialization; the other is about dtype casting in quantized embedders." + "reason": "Huge one-hot embedding memory problem vs Gemma4 quantized dtype casting issue." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unsafe sys.modules access and CLIP structure inconsistencies are different code paths." + "reason": "Unsafe sys.modules access vs CLIPTextModel structural inconsistency." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both concern image sizing, but one is over-padding and the other is patch-count computation for a different model." + "reason": "Both image-processing-related, but over-padding divisible sizes is separate from wrong patch counting with odd 490 multiples." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "Different Qwen VL variants and distinct bugs: weight_only load error vs temporal position-id scaling." + "reason": "Audio chat-template sample-rate default bug vs DAC.from_latents / STE mismatch." }, { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:43782", + "right": "issue:45325", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to DAC forward/from_latents mismatch." + "reason": "Different Qwen VL bugs: weight_only loading error vs rope-index scaling regression." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Allocator warmup on Apple Silicon is unrelated to CUDA AMP loss crashes." + "reason": "Apple Silicon allocator warmup TypeError vs CUDA AMP crash in LwDetrImageLoss." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration is unrelated to MXFP4 quantization loading." + "reason": "Tokenizer special-token registration bug vs MXFP4 quantization load fallback to bf16." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup and PIL-backend torchvision dependency issues are unrelated." + "reason": "Float8 storage lookup failure vs PIL backend incorrectly requiring torchvision." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "A key error on one model is not the same as the broader remote_code breakage." + "reason": "MobileLLM key error vs remote_code breakage across recent versions." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both mention mistral_common, but they affect different APIs and symptoms: missing import vs continue_final_message behavior." + "reason": "Both involve mistral_common/Gemma processor loading, but the failures are different: missing ReasoningEffort import vs continue_final_message behavior." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA failure is unrelated to MXFP4 quantization fallback." + "reason": "torch.compile + SDPA bug in Bamba vs quantization fallback in git-oss-20b." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import failure is unrelated to custom-model initialization in notebooks." + "reason": "GenerationMixin import removal vs custom-model initialization in notebooks." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "An isolated reproduction of an old issue is not the same as FP8 inference failure on B200." + "reason": "Isolated reproduction of another issue vs FP8 inference failure on B200." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Import error for GenerationMixin and custom compute_loss signature error are unrelated." - }, - { - "left": "issue:43257", - "right": "issue:43329", - "accept": false, - "reason": "Qwen3 MOE loading with accelerate/deepspeed is unrelated to a multimodal token-counting video-branch bug." + "reason": "ImportError for GenerationMixin vs trainer compute_loss keyword-argument mismatch." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is conservative and grounded in the packet. The only nontrivial pairing, issue:28218 with issue:29159, is supported by the titles and the cluster evidence as a likely tokenizer-spacing/slow-vs-fast inconsistency duplicate. The rest of the verdicts stay appropriately negative and do not overstate similarity." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -6550,7 +6524,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:34567", "issue:38175", @@ -6602,231 +6576,232 @@ "issue:47050" ], "soft_pairs": [ + "issue:43257|issue:43329", "issue:43526|issue:43697", "issue:43452|issue:44991", - "issue:43638|issue:44936", "issue:43531|issue:45042", + "issue:43638|issue:44936", "issue:42175|issue:46291", "issue:45081|issue:45406", "issue:44060|issue:44368", "issue:43819|issue:43927", "issue:43329|issue:45600", "issue:45084|issue:45538", - "issue:43526|issue:44554", "issue:42490|issue:43257", - "issue:43854|issue:44977", + "issue:43526|issue:44554", "issue:43746|issue:44811", + "issue:43854|issue:44977", "issue:45859|issue:47050", "issue:43643|issue:45759", "issue:38175|issue:44610", - "issue:39692|issue:44912", "issue:43262|issue:44811", + "issue:39692|issue:44912", "issue:43257|issue:43696", "issue:43329|issue:43450", "issue:43257|issue:43931", "issue:43329|issue:44479", - "issue:44387|issue:44617", "issue:42915|issue:43742", - "issue:34567|issue:40990", + "issue:44387|issue:44617", "issue:44291|issue:45042", + "issue:34567|issue:40990", "issue:42915|issue:44821" ], - "prepared_review_unit_hash": "ab0f0d157c6b903f2b4876d007b7cf05dff70d304b579e7f6d3e166c10b067c6", + "prepared_review_unit_hash": "0cf545c1e5b5e9b528cbab60ecc6aa3481813035da22df88266fb54de31c8e68", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36442, - "estimated_input_tokens": 9111, - "estimated_eval_tokens": 18478 + "soft_pair_count": 29, + "serialized_chars": 36743, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the soft pairs mostly share only broad themes like tokenizers, loading, or multimodal processing, but not the same concrete bug. No PRs are present. Issue 45081 is the best single anchor because it has the clearest reproducible crash path, but it is not a true duplicate representative for the whole set.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 45081 is the most concrete and reproducible report here (clear traceback and exact trigger), so it is the best available anchor, though the overall cluster is not a real duplicate set.", + "summary": "The set is highly heterogeneous: the soft-similarity pairs mostly connect different bugs in the same broad Transformers ecosystem, but not the same underlying defect. I would reject all candidate duplicate edges and treat this as many separate issues rather than one duplicate cluster.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43257 is the most plausible anchor only because it sits in the densest Qwen3/Qwen3-MoE-related subset and has strong discussion activity, but it is still not a true duplicate of the other candidates.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45081 is the strongest standalone bug report in the batch; it is specific, actionable, and has a clear failure mode, even if it does not unify the rest of the issues.", + "best_issue_reason": "issue:43257 is the clearest concrete, actionable report among the listed issues and the closest thing to a cluster center, even though the cluster is too mixed for true deduplication.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different bugs: MoE weight conversion on accelerate+deepspeed vs undefined video token-count helpers in multimodal processors." + }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Different bugs: BEiT label reduction in an image processor vs RTDetrV2 output differences in model forward pass." + "reason": "Different code paths: BeitImageProcessorFast label reduction vs RTDetrV2 output divergence in Transformers v5." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both involve loading, but one is gguf_file handling and the other is tokenizer compatibility in transformers>=5; different code paths." + "reason": "Both are model/tokenizer loading problems, but they affect different models and failure modes (gguf_file breakage vs tokenizer load regression)." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "DeepSpeed ZeRO-3/non-pretrained Bert indexing error is unrelated to trainer.evaluate() failing after train()." + "reason": "Unrelated: Qwen3-MoE sliding_window behavior vs PIL image processors incorrectly requiring torchvision." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Qwen3-MoE sliding-window logic and PIL/torchvision dependency regression are unrelated." + "reason": "Different lifecycle bugs: Deepspeed ZeRO-3 with non-pretrained Bert causing an index error vs trainer.evaluate() failing after trainer.train()." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Both are dependency issues, but missing TensorFlow in the torch extra is not the same as kernels v0.15 version/revision validation." + "reason": "Package/dependency mismatch vs pipeline import dependency metadata error; same backend area but not the same bug." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Tokenizer regex patch crash and Gemma4Processor missing _tokenizer are distinct processor/tokenizer failures." + "reason": "Different objects and failures: Mistral tokenizer regex patch crash vs Gemma4Processor missing _tokenizer in serve." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tied-weight warnings, but one is an incorrect internal warning mapping and the other is config-driven warning spam during LoRA fine-tuning." + "reason": "Both mention tied-weights warnings, but one is a Qwen3-Next model issue and the other is a downstream LoRA fine-tuning warning; not the same concrete defect." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC forward/from_latents mismatch and DiaConfig token-ID loss after save/load are unrelated bugs." + "reason": "Different model behavior: DAC.from_latents mismatch with missing STE vs DiaConfig losing custom token IDs after save/load." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Video token counting NameError and stale auto_mappings references are separate issues." + "reason": "Video token counting undefined variables vs stale auto_mappings references to removed configs; separate maintenance bugs." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation failure and CLIPTokenizer model_max_length regression are unrelated." - }, - { - "left": "issue:43526", - "right": "issue:44554", - "accept": false, - "reason": "BEiT reduce_labels bug is unrelated to the MPS attention correctness issue." + "reason": "Completely different subsystems: template compilation error vs CLIPTokenizer model_max_length bug." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local model import warning and Qwen3 MOE weight conversion failure are different loading problems." + "reason": "Both are load-related, but one is a trailing-slash import warning and the other is Qwen3-MoE weight conversion under accelerate+deepspeed." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading failure is unrelated to Qwen3.5 flash-attention generation regression." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to the MPS attention correctness issue." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT local-checkpoint loading and Whisper batch_decode skip_special_tokens are different processor/model behaviors." + "reason": "Different components: GraniteSpeech PEFT local checkpoint loading vs Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: GLM-4.7-Flash unit-test loading issue vs Qwen3.5 flash-attention generation regression." }, { "left": "issue:45859", "right": "issue:47050", "accept": false, - "reason": "CPU-offload rotary embedding incompatibility and fp16 ONNX attention dtype mismatch are distinct backend issues." + "reason": "Different model/backend bugs: Qwen3.5Moe CPU-offload incompatibility vs CanineModel fp16 ONNX dtype mismatch." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "trust_remote_code field loss and composite text_config unwrapping are related to config handling, but not the same defect." + "reason": "Both involve config handling, but one is trust_remote_code missing fields and the other is not unwrapping text_config for composite multimodal configs." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 zero probabilities and OmDet-Turbo processor size mismatch are unrelated vision-model issues." + "reason": "Different symptoms and models: zero probabilities on SigLIP2 vs OmDet-Turbo processor/model input-size mismatch." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "SigLIP2 doc example errors and gpt-oss-20b MXFP4 fallback are different problems." + "reason": "Audio processor chat-template sampling-rate default bug is unrelated to Whisper batch_decode special-token handling." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Audio sampling-rate default in apply_chat_template() is unrelated to Whisper batch_decode skip_special_tokens." + "reason": "Documentation/example errors for SigLIP2 are not the same as gpt-oss-20b MXFP4 quantization fallback." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MOE weight conversion and GPT-oss CUDA OOM are unrelated." + "reason": "Qwen3-MoE conversion bug vs GPT-oss-20b CUDA OOM; unrelated model and failure mechanism." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Video token-counting undefined helper functions and batched video processor shape errors are different failures." + "reason": "Both are video-related, but one is an undefined-variable bug in token counting and the other is a batched-shape bug in video processors." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Accelerate/deepspeed weight conversion and Qwen3-VL shape mismatch are distinct loading bugs." + "reason": "Related model family, but different defects: weight conversion under accelerate+deepspeed vs shape-mismatch loading for Qwen3-VL-30B-A3B-Instruct." }, { - "left": "issue:43329", - "right": "issue:44479", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Undefined video-token helper usage and v5.3.0 video regression overlap only at a high level, not the same concrete bug." + "reason": "Different bugs: FineGrainedFP8Config failure in Qwen3Moe vs key error loading facebook/MobileLLM-125M." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Quantization memory regression and Sam3Video OOM are not the same code-path problem." + "reason": "Both mention memory pressure, but one is a Transformers 5.x int4 reserved-memory regression and the other is a plain OOM report for Sam3Video." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "Qwen3Moe FP8 config failure and MobileLLM key error are unrelated model-loading issues." + "reason": "init_empty_weights argument compatibility bug is unrelated to PIL backend image processors requiring torchvision." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token counter bug is unrelated to GPT-oss perplexity anomalies." - }, - { - "left": "issue:44291", - "right": "issue:45042", - "accept": false, - "reason": "init_empty_weights TypeError and PIL backend torchvision dependency regression are unrelated." + "reason": "Training-state token counter not updating is unrelated to high perplexity on gpt-oss-20b." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe FP8 config failure and AutoImageProcessor URL loading failure do not share a code path." + "reason": "Qwen3Moe FP8 loading failure and AutoImageProcessor URL loading are different subsystems and different bugs." } ] }, @@ -6848,7 +6823,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:28282", "issue:29127", @@ -6857,8 +6832,8 @@ "issue:33357", "issue:34567", "issue:34689", + "issue:39379", "issue:42175", - "issue:42915", "issue:43404", "issue:43425", "issue:43454", @@ -6874,6 +6849,7 @@ "issue:43927", "issue:44291", "issue:44479", + "issue:44554", "issue:44568", "issue:44756", "issue:44857", @@ -6896,7 +6872,6 @@ "issue:46701", "issue:46821", "issue:46832", - "issue:46869", "issue:47020" ], "soft_pairs": [ @@ -6907,217 +6882,210 @@ "issue:43749|issue:44756", "issue:43525|issue:46291", "issue:28282|issue:29870", - "issue:43540|issue:46701", "issue:44987|issue:45538", + "issue:43540|issue:46701", "issue:28282|issue:34689", + "issue:43425|issue:46291", "issue:43454|issue:43577", "issue:43927|issue:44912", - "issue:43425|issue:46291", "issue:44568|issue:45356", + "issue:39379|issue:44554", "issue:33357|issue:34567", + "issue:42175|issue:43824", "issue:44857|issue:46832", "issue:43697|issue:45357", - "issue:42175|issue:43824", "issue:43404|issue:45127", "issue:45137|issue:45405", "issue:28282|issue:29127", "issue:45081|issue:47020", - "issue:44479|issue:46693", - "issue:44936|issue:46821", "issue:43742|issue:44291", - "issue:42915|issue:45538", - "issue:45538|issue:46869" + "issue:44479|issue:46693", + "issue:44936|issue:46821" ], - "prepared_review_unit_hash": "c88a7f243e5bd8757b2d72186c3ea9eb6c07d890379a1bce542ae578bc79db42", + "prepared_review_unit_hash": "de9494f3ca28ddf762108f09c503943f874a46c9802309338b9ffb60f24e6c69", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35982, - "estimated_input_tokens": 8996, - "estimated_eval_tokens": 18248 + "soft_pair_count": 26, + "serialized_chars": 35740, + "estimated_input_tokens": 8935, + "estimated_eval_tokens": 18126 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "None of the soft pairs appear to be the same underlying bug or change; they are mostly unrelated model-loading, tokenizer, cache, or training regressions. I\u2019d treat issue 43824 as the best representative issue in this set because it is a concrete, well-scoped import failure with multiple inbound references.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 43824 is the clearest, most actionable report here: a specific import error, narrow reproduction path, and stronger discussion/reference signal than the others.", + "summary": "This cluster is highly heterogeneous: most items are unrelated Transformers bugs spanning tokenizers, model loading, training, multimodal, cache, and backend issues. I did not find any soft-edge pair that looks like the same underlying bug or change.", + "confidence": 0.46, + "canonical_issue_reason": "issue:45081 is the most concrete and self-contained report in the set, with a specific failing code path (`_patch_mistral_regex`), explicit exception, and clear repro context. The cluster itself is too broad for a stronger canonical anchor.", "canonical_pr_reason": null, - "best_issue_reason": "Among this set, 43824 is the best global issue representative because it is concrete, self-contained, and likely easiest to route or deduplicate against.", + "best_issue_reason": "issue:45081 is the best representative issue here because it is narrowly scoped, actionable, and tied to a specific failure mechanism rather than a broad symptom report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "Unrelated: placeholder-like request to add data vs a reproduction of a separate issue." + "reason": "Completely unrelated: a vague data request vs. an isolated reproduction of a specific bug." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both touch cache behavior, but one is lazy init/recompilation and the other is max_cache_length semantics; different bugs." + "reason": "Both are cache-related, but they describe different cache behaviors and different failure modes." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve exception handling, but they affect different codepaths and failure modes." + "reason": "Both mention broad exception handling, but they are different code paths and different bugs." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer inconsistency vs TrainerState token counting; not the same defect." + "reason": "Tokenizer inconsistency and trainer token-count tracking are unrelated issues." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Different subsystems and symptoms: FSDP loading vs mmap/OOM on Strix Halo." + "reason": "Both involve memory/loading concerns, but one is FSDP loading and the other is mmap/OOM on specific hardware." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Llama4 config attribute error vs kernels dependency/import failure; unrelated." + "reason": "Missing `pad_token_id` in a config is unrelated to the pipelines/kernels import failure." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "Different errors in different paths: missing PyTorch import vs BART generate UnboundLocalError." + "reason": "PyTorch import error and BART generate unbound variable are unrelated failures." }, { - "left": "issue:43540", - "right": "issue:46701", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "Both are multimodal failures, but they concern different models and distinct pipeline codepaths." + "reason": "Loading a model regression and CLIP tokenizer max length are different problems." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:43540", + "right": "issue:46701", "accept": false, - "reason": "Loading regression for a specific model vs tokenizer max_length bug; no shared underlying change." + "reason": "Different multimodal pipelines and different failure points; not the same bug." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Different loading failures with different models and causes." + "reason": "PyTorch missing import and Llama 3.2 vision loading regression are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility is not the same as the kernels import requirement change." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "One is untied lm_head weights in a specific model; the other is dtype propagation in Blip2 loading." + "reason": "Both affect model loading, but one is tied weights and the other is dtype propagation." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "Custom token IDs lost on save/load vs quantization fallback to bf16; unrelated root causes." + "reason": "Config token ID persistence and MXFP4 quantization fallback are unrelated." }, { - "left": "issue:43425", - "right": "issue:46291", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "Torch version incompatibility vs kernels dependency requirement; separate environment issues." + "reason": "Both are tokenizer regressions, but they affect different models and different tokenizer behaviors." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:39379", + "right": "issue:44554", "accept": false, - "reason": "Both are tokenizer regressions, but for different models and different underlying bugs." + "reason": "mllama mask handling and MPS attention correctness are different code paths." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error with CLIP vs TrainerState counter not updating; unrelated." + "reason": "CLIP bus error on macOS and trainer token counting are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend selection issue and missing class import are not the same bug." }, { "left": "issue:44857", "right": "issue:46832", "accept": false, - "reason": "Different object-detection bugs: AMP/CUDA crash vs forward TypeError from feature-level mismatch." + "reason": "Different RT-DETR/LW-DETR crashes with different triggers and stack paths." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RT-DETR output regression vs Qwen3.5 save_pretrained key serialization bug; different codepaths." - }, - { - "left": "issue:42175", - "right": "issue:43824", - "accept": false, - "reason": "Packaging/backend dependency issue vs model import error; not the same problem." + "reason": "Output regression in RTDetrV2 and wrong visual encoder keys in Qwen3.5 save/load are unrelated." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both mention tying weights, but one is a missing tie in a model class and the other is LoRA merge collapse after vocab extension." + "reason": "Both involve tied weights, but one is a missing tie in Mistral3 and the other is LoRA merge collapse after vocab extension." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error vs PEFT version bump; unrelated." + "reason": "DeepSpeed deque error and an unreleased dependency version bump are unrelated." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Completely different failures: missing PyTorch import vs LayoutLMv3 error-message clarity." + "reason": "Missing PyTorch import and clearer LayoutLMv3 error messaging are unrelated." }, { "left": "issue:45081", "right": "issue:47020", "accept": false, - "reason": "Mistral regex patch crash vs XLMRoberta tokenizer constructor type error; different tokenizer implementations." - }, - { - "left": "issue:44479", - "right": "issue:46693", - "accept": false, - "reason": "Video-input regression vs long-context FA2 performance regression; not the same bug." - }, - { - "left": "issue:44936", - "right": "issue:46821", - "accept": false, - "reason": "Trainer lifecycle bug vs TimesFM window_size attribute error; unrelated." + "reason": "Both are tokenizer-loading errors, but they involve different tokenizer classes and different underlying failures." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Both are model-loading errors, but with different mechanics and failure sites." + "reason": "KeyError loading one model and `_is_hf_initialized` arg mismatch are different initialization failures." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:44479", + "right": "issue:46693", "accept": false, - "reason": "FineGrainedFP8 quantization failure vs tokenizer max_length constant bug; unrelated." + "reason": "Video-input regression and FA2 long-context performance regression are unrelated." }, { - "left": "issue:45538", - "right": "issue:46869", + "left": "issue:44936", + "right": "issue:46821", "accept": false, - "reason": "Tokenizer configuration bug vs YOLO multi-GPU device-map failure; different subsystems and causes." + "reason": "Trainer evaluate/train interaction and TimesFM window_size attribute error are unrelated." } ] }, @@ -7139,7 +7107,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:24643", "issue:27957", @@ -7157,7 +7125,6 @@ "issue:43540", "issue:43577", "issue:43582", - "issue:43716", "issue:43742", "issue:43749", "issue:43756", @@ -7181,31 +7148,34 @@ "issue:45381", "issue:45405", "issue:45488", + "issue:45538", "issue:45600", "issue:45701", "issue:45907", "issue:46399", "issue:46512", - "issue:46701", - "issue:46821" + "issue:46821", + "issue:46869" ], "soft_pairs": [ + "issue:42915|issue:45538", + "issue:45538|issue:46869", "issue:44062|issue:44991", "issue:43452|issue:43582", - "issue:42915|issue:43749", - "issue:44849|issue:45701", "issue:24643|issue:29159", + "issue:42915|issue:43749", "issue:27957|issue:28282", "issue:43577|issue:46512", + "issue:44849|issue:45701", "issue:41720|issue:43540", "issue:43540|issue:44560", "issue:42175|issue:44488", "issue:44479|issue:45381", - "issue:44987|issue:45907", "issue:43540|issue:44479", + "issue:44987|issue:45907", "issue:38175|issue:44898", - "issue:34567|issue:36331", "issue:44291|issue:44821", + "issue:34567|issue:36331", "issue:44792|issue:44964", "issue:44568|issue:45488", "issue:44062|issue:45081", @@ -7214,213 +7184,218 @@ "issue:43582|issue:46821", "issue:43742|issue:44589", "issue:43756|issue:46399", - "issue:43756|issue:45325", "issue:43531|issue:44821", - "issue:43716|issue:46701", + "issue:43756|issue:45325", "issue:45405|issue:45600" ], - "prepared_review_unit_hash": "31b8763ad58b48a93f788cba1399d1a2808bb0b90884f744bbe15e0f96781ac3", + "prepared_review_unit_hash": "5e706b67eb4de553ee6d7dbb000129eee5e6e29e111ed71952345ae9d2608f5e", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "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": 29, + "serialized_chars": 35787, + "estimated_input_tokens": 8947, + "estimated_eval_tokens": 18150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly loose tokenizer/model-loading/video-regression similarity, not true duplicates. The only pair that looks like the same underlying bug is the Qwen2.5-VL video-input regression thread.", - "confidence": 0.81, - "canonical_issue_reason": "issue:44479 is the broadest and most central report in the only clearly duplicate-looking subgroup, covering the same Qwen2.5-VL / video-input regression family.", + "summary": "This cluster is mostly heterogeneous: the items span tokenizer, loading, dtype, multimodal, and trainer bugs. Only one soft edge looks like a likely true duplicate around the Qwen2.5-VL / Qwen3 video-input regression.", + "confidence": 0.42, + "canonical_issue_reason": "issue:44479 is the best canonical issue because it describes the broadest version of the only clearly overlapping bug family in this set: the v5.3.0 Qwen video-input regression affecting multiple Qwen VL variants.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 best represents the cluster because it is the clearest umbrella issue with a direct sibling report (issue:45381) that appears to describe the same video regression.", + "best_issue_reason": "issue:44479 is the strongest representative for the cluster\u2019s one plausible duplicate thread; it is broader and more central than the narrower follow-up report in issue:45381.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "Both are tokenizer-related, but one is an AddedToken TypeError and the other is a model/tokenizer load failure; different bugs." + "reason": "Different subsystems and failures: Qwen3Moe FP8 loading vs CLIPTokenizer model_max_length." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:45538", + "right": "issue:46869", "accept": false, - "reason": "Unrelated failures: GGUF/AutoModel loading vs Apple Silicon allocator warmup TypeError." + "reason": "Unrelated: tokenizer max-length behavior vs YOLO multi-GPU device-map failure." }, { - "left": "issue:42915", - "right": "issue:43749", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "Both involve loading/configuration, but Qwen3Moe FP8 config and FSDP CPU RAM-efficient loading are distinct code paths." + "reason": "Both are tokenizer-related, but they describe different bugs in different code paths and models." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "Both mention behavior changes, but one is a Qwen3.5 output_hidden_states bug and the other is a generic tokenization change report." + "reason": "Unrelated: gguf loading vs Apple Silicon allocator warmup TypeError." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed training weight-shape error and slow/fast tokenizer inconsistency are unrelated." + "reason": "Different areas: DeepSpeed training weight shape error vs slow/fast tokenizer inconsistency." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different root causes: FP8Config failure vs FSDP CPU RAM efficient loading." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Flash Attention/XLMRoberta and missing PyTorch import are completely different issues." + "reason": "Unrelated model-specific Flash Attention issue vs missing PyTorch import error." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Both concern dtype state, but one is Blip2/Qformer dtype loading and the other is stale config.dtype after from_config." + "reason": "Both involve dtype, but one is a loading-time dtype bug and the other is stale config dtype after from_config; not the same concrete bug." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden_states bug and tokenization changes are different problems." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Different Qwen3 problems: auto device mapping CUDA assert vs video-input processing ValueError." + "reason": "Different failures: auto device mapping cuda assert vs video-input ValueError." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-related, but they hit different Qwen3 multimodal models and different failures." + "reason": "Both mention Qwen video input, but they affect different models and show different errors; too weak to treat as the same bug." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Package/backend dependency issue vs a specific model loading failure; no shared bug." + "reason": "Package/backend dependency issue vs model loading failure; no shared code path." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "Both report the same Qwen2.5-VL video-input regression in transformers 5.3.0, with 45381 describing a specific manifestation of the broader bug." + "reason": "Same Qwen2.5-VL video-input regression in transformers 5.3.0; 45381 looks like a narrower report of the vision_position_ids bug covered by 44479." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "A model-loading regression and a repo-listing/revision forwarding CI issue are unrelated." + "reason": "Related domain, but different models and different concrete failure modes; not clearly the same bug." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "Both involve Qwen video models, but they are different model families and different failure modes." + "reason": "Different issues: model load failure vs repo_files revision forwarding in CI." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different vision model issues: zero probabilities in SigLIP2 vs non-default-resolution Perceiver classification failure." + "reason": "Both concern model outputs/classification, but the symptoms and code paths are different." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "TrainerState token accounting and CustomTrainer compute_loss signature break are distinct trainer bugs." + "reason": "Different APIs and failures: init_empty_weights argument handling vs AutoImageProcessor URL loading." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized and AutoImageProcessor URL loading are unrelated." + "reason": "TrainerState token counting and CustomTrainer compute_loss signature are separate trainer regressions." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Janus generation test failure and Phi-4 multimodal model loading failure are not the same bug." + "reason": "Unrelated multimodal failures: janus image-generation test vs Phi-4 multimodal model loading." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and different behavior." + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different behaviors; not the same underlying bug." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "AddedToken special-arg duplication and Mistral regex patch crash are separate tokenizer bugs." + "reason": "Different tokenizer-related errors in different code paths; one is AddedToken construction, the other is Mistral regex patching." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MOE loading/conversion and Smollm3 RoPE-layer count are different model-specific issues." + "reason": "Different Qwen3 MoE/DeepSpeed loading bug vs Smollm3 RoPE-layer issue." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Image processor torchvision dependency regression and Mistral tokenizer regex crash are unrelated." + "reason": "Different areas: image processor torchvision dependency vs Mistral tokenizer regex patch crash." }, { "left": "issue:43582", "right": "issue:46821", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and TimesFM window_size AttributeError do not match." + "reason": "Apple Silicon allocator warmup TypeError and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Different low-level loading errors: key error for MobileLLM-125M vs missing Float8 storage object." + "reason": "Different loading errors with no shared code path: MobileLLM key error vs Float8 storage lookup failure." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Both touch rotary/rope code, but the underlying bugs are different: dropped RoPE layers vs missing apply_rotary_pos_emb decorator." - }, - { - "left": "issue:43756", - "right": "issue:45325", - "accept": false, - "reason": "One is a Smollm3 RoPE-layer configuration issue; the other is Qwen2.5-VL temporal position scaling." + "reason": "Smollm3 RoPE layer dropping and Qwen3.5 kernel registration are distinct bugs." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + "reason": "Qwen3-MoE sliding_window issue and AutoImageProcessor URL loading are unrelated." }, { - "left": "issue:43716", - "right": "issue:46701", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "Both are multimodal, but one is image-preprocessor/model dtype mismatch and the other is a DiffusionGemma pipeline failure." + "reason": "Both involve RoPE/position logic, but they are model-specific and describe different bugs." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "A version pin mismatch and stale auto_mappings references are different maintenance problems." + "reason": "PEFT version pinning and auto_mappings CI breakage are unrelated maintenance issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet metadata and stays appropriately conservative. The accepted 44479/45381 pair is the only one that clearly shares the same Qwen2.5-VL video-input regression theme, while the other soft-edge rejections are plausibly distinct based on their titles and model/error differences." + "feedback": "The summary is well-grounded in the packet and appropriately conservative. The cluster is clearly heterogeneous, and the only accepted soft edge (44479/45381) is a plausible duplicate based on the shared Qwen video-input regression context. No PR-pair mergeability issue applies here." }, "evaluator_used": true, "retried": false, @@ -7439,7 +7414,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:24643", "issue:28282", @@ -7451,10 +7426,9 @@ "issue:43540", "issue:43577", "issue:43643", - "issue:43688", "issue:43697", + "issue:43716", "issue:43720", - "issue:43749", "issue:43906", "issue:44466", "issue:44488", @@ -7485,25 +7459,27 @@ "issue:46468", "issue:46491", "issue:46693", + "issue:46701", "issue:46829", "issue:46846", "issue:46899" ], "soft_pairs": [ + "issue:43716|issue:46701", "issue:44737|issue:46463", "issue:43906|issue:46693", - "issue:45823|issue:46463", "issue:43577|issue:45072", + "issue:45823|issue:46463", "issue:44568|issue:46491", - "issue:45672|issue:45674", "issue:24643|issue:29870", + "issue:45672|issue:45674", "issue:44625|issue:44877", - "issue:43906|issue:46468", "issue:43540|issue:46693", + "issue:43906|issue:46468", "issue:43452|issue:44488", "issue:28282|issue:32090", - "issue:43697|issue:46829", "issue:45663|issue:46846", + "issue:43697|issue:46829", "issue:44913|issue:46121", "issue:44737|issue:45588", "issue:43526|issue:45479", @@ -7515,211 +7491,204 @@ "issue:41762|issue:44936", "issue:43720|issue:44898", "issue:45200|issue:46463", - "issue:43643|issue:45375", - "issue:43688|issue:43749" + "issue:43643|issue:45375" ], - "prepared_review_unit_hash": "bb4af4724b096269fa8b57357c5fb55b6c56eb1869b36610dfd136e0bc8aa3f0", + "prepared_review_unit_hash": "1783229042358d9485928525f7d0c58ff842cac6e085275278b1be6dca0e07e7", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35912, - "estimated_input_tokens": 8978, - "estimated_eval_tokens": 18212 + "serialized_chars": 35947, + "estimated_input_tokens": 8987, + "estimated_eval_tokens": 18230 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; nearly all soft edges are false positives. The only likely duplicate subclusters are the tied-weights/save_pretrained regressions around issue:44466/45005 and the Qwen3.5 save_pretrained regressions around issue:45216/45357.", - "confidence": 0.82, - "canonical_issue_reason": "No single canonical issue fits the entire cluster because the items span unrelated bugs. If forced to anchor the only convincing duplicate subcluster, issue:44466 is the clearest representative because it gives the most concrete tied-weights/save_pretrained failure mode.", + "summary": "This cluster is mostly a grab-bag of unrelated model/config/runtime bugs. The only plausible duplicate pair is the tied-weights serialization regression in v5 (issues 44466 and 45005); the rest differ in model family, code path, or failure mode.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45005 is the broader and more representative tied-weights regression report; issue:44466 looks like a narrower manifestation of the same v5 serialization problem.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44466 is the best overall representative of the only strong duplicate-like theme in this set: concrete, reproducible serialization breakage around tied weights, with a specific symptom rather than a broad umbrella report.", + "best_issue_reason": "issue:45005 best represents the only likely duplicate bug in the cluster because it describes the underlying tied-weights issue at a higher level rather than a single device-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal failures: image-preprocessor/model dtype mismatch vs a broken image-text-to-text pipeline." + }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU-side relative position computation is unrelated to T5 decoder input validation." + "reason": "Unrelated components: XLNet CPU positional encoding bug vs T5 decoder input validation error message." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "A reproduction of issue 38071 is not the same bug as an FA2 long-context performance regression." + "reason": "One is an isolated reproduction of a specific bug; the other is a FA2 long-context performance regression." }, { - "left": "issue:45823", - "right": "issue:46463", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Gemma4 device-map forward mismatch and T5 decoder validation are different code paths and symptoms." + "reason": "Both are dtype-related, but they affect different models and different code paths." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:45823", + "right": "issue:46463", "accept": false, - "reason": "Both mention dtype, but the model families and failure modes differ too much to be the same bug." + "reason": "Gemma4 device-map forward mismatch is unrelated to T5 decoder input validation." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Tokenizer round-trip spacing regression is unrelated to special-token insertion behavior." + "reason": "Tokenizer round-trip behavior for different models; not the same bug or code path." }, { - "left": "issue:45672", - "right": "issue:45674", + "left": "issue:24643", + "right": "issue:29870", "accept": false, - "reason": "Both touch 4-bit inference, but one is a uint8 torch.finfo issue and the other is a BitsAndBytes skip-module exclusion bug." + "reason": "DeepSpeed weight-shape training error and BART generate() decoder mask bug are distinct failures." }, { - "left": "issue:24643", - "right": "issue:29870", + "left": "issue:45672", + "right": "issue:45674", "accept": false, - "reason": "DeepSpeed weight-dimension error and Bart generate decoder mask unbound-local are distinct failures." + "reason": "Both concern 4-bit inference, but one is an unsafe uint8 dtype cast in Gemma4 audio modules and the other is BitsAndBytes skip-module handling." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Qwen3.5 num_labels propagation and strict config loading for granite_speech are different config bugs." + "reason": "Both involve config handling, but one is num_labels propagation and the other is strict config loading for a different model." }, { - "left": "issue:43906", - "right": "issue:46468", + "left": "issue:43540", + "right": "issue:46693", "accept": false, - "reason": "A reproduction of an old issue is unrelated to the Nemotron example breakage." + "reason": "Different subsystems: Qwen3OmniMoe video-input validation vs FA2 generation performance regression." }, { - "left": "issue:43540", - "right": "issue:46693", + "left": "issue:43906", + "right": "issue:46468", "accept": false, - "reason": "Video input ValueError in Qwen3OmniMoe is not the same as a long-context FA2 performance regression." + "reason": "A reproduction of one bug is not the same as an example being broken; different symptoms and likely causes." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "General from_pretrained/gguf_file loading breakage and a specific cjvt/sleng-bert load failure are too different." + "reason": "Both are loading failures, but one is about gguf_file in auto classes and the other is a specific model load regression." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "ImportError for missing PyTorch and a Trainer _gpu_broadcast_one NoneType TypeError are unrelated." + "reason": "PyTorch-missing ImportError vs NoneType broadcast error in Trainer/accelerate are unrelated." }, { - "left": "issue:43697", - "right": "issue:46829", + "left": "issue:45663", + "right": "issue:46846", "accept": false, - "reason": "Different models, different outputs, and different output objects; not the same underlying bug." + "reason": "Different parallelism bugs: FSDP2 shared_kv_states KeyError vs TP plan omissions causing OOM/shape errors." }, { - "left": "issue:45663", - "right": "issue:46846", + "left": "issue:43697", + "right": "issue:46829", "accept": false, - "reason": "FSDP2 shared_kv_states KeyError and tensor-parallel plan omissions are separate distributed-training bugs." + "reason": "Different output/serialization bugs in different models; no shared concrete failure path." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Reload-time config defaulting and JSON list handling in rope validation are different problems." + "reason": "Both touch rope/config handling, but one is silent default reversion on reload and the other is a TypeError during conversion." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "CPU arange placement in XLNet is unrelated to flash-attention s_aux=None handling." + "reason": "XLNet CPU arange bug and flash_attention s_aux=None crash are unrelated." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "ImageProcessorFast label reduction and degenerate zero loss in sequence classification are different layers and symptoms." + "reason": "Image label reduction bug vs sequence-classification zero-loss bug are different issues." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "T5 decoder input validation messaging is unrelated to Gemma4 multimodal 4-bit dtype casting." + "reason": "Generic T5 validation messaging issue vs Gemma4 multimodal 4-bit dtype cast bug." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output changes and Qwen3.5 save_pretrained regression do not share the same code path." + "reason": "RTDetrV2 output mismatch and Qwen3.5 save_pretrained regression are separate problems." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Incorrect visual encoder keys on save_pretrained is not the same issue as wrong token IDs from AutoTokenizer." + "reason": "Different bugs: incorrect visual-encoder keys on save_pretrained vs wrong token IDs in AutoTokenizer." }, { "left": "issue:44466", "right": "issue:45005", "accept": true, - "reason": "Both reports center on tied-weights/save_pretrained serialization failures in translation-model contexts, with overlapping symptom and code path." + "reason": "Both describe the same v5 tied-weights serialization/save_pretrained regression; 44466 is a device-specific symptom of the broader issue in 45005." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id keys and sinq quantization save/load breakage are unrelated." + "reason": "Position-id key warnings and sinq quantization save/load breakage are different regressions." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "ZeRO-3 loading failure for Gemma3 and trainer.evaluate after train are different issues." + "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() after train() failure are not the same bug." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver interpolate_pos_encoding failures are unrelated model-specific bugs." + "reason": "BitNet packed-weight loading and Perceiver interpolation failure are unrelated." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaults and T5 decoder validation messaging are different bugs." + "reason": "Gemma4 mm_token_type_ids defaulting issue is unrelated to T5 decoder validation." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Missing fields with trust_remote_code and Qwen3.5 strict-drop of deepstack_visual_indexes are not the same defect." - }, - { - "left": "issue:43688", - "right": "issue:43749", - "accept": false, - "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated." - }, - { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Both are Qwen3.5 save_pretrained regressions producing incorrect checkpoint contents in the same serialization path." + "reason": "Different strict/trust_remote_code config bugs affecting different fields and model families." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it treats the cluster as mostly heterogeneous, rejects the weak soft edges, and only accepts the two tightly related save_pretrained/tied-weights subclusters that look mergeable into a single bugfix PR." + "feedback": "The cluster summary is grounded in the packet and stays conservative overall. The 44466/45005 pairing is the only clearly supported duplicate, based on closely matching tied-weights / v5 serialization symptoms, and the other pairwise rejections are generally justified by different model families, code paths, or failure modes. I don\u2019t see an overclaim that would warrant rejection." }, "evaluator_used": true, "retried": false, @@ -7738,7 +7707,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:29159", "issue:33357", @@ -7790,23 +7759,24 @@ "issue:47013" ], "soft_pairs": [ + "issue:43688|issue:43749", "issue:38175|issue:43295", "issue:44361|issue:44442", - "issue:43653|issue:44361", "issue:43452|issue:44843", + "issue:43653|issue:44361", "issue:43819|issue:44811", "issue:43994|issue:44898", - "issue:43761|issue:46829", - "issue:45372|issue:46170", "issue:43531|issue:43742", + "issue:45372|issue:46170", "issue:44857|issue:47000", + "issue:43761|issue:46829", "issue:43525|issue:46701", - "issue:46832|issue:46932", "issue:45542|issue:46178", + "issue:46832|issue:46932", "issue:29159|issue:33357", "issue:43688|issue:45704", - "issue:43688|issue:45701", "issue:43295|issue:45356", + "issue:43688|issue:45701", "issue:43653|issue:44568", "issue:43646|issue:43749", "issue:43756|issue:46402", @@ -7819,212 +7789,215 @@ "issue:44479|issue:44625", "issue:43761|issue:47013" ], - "prepared_review_unit_hash": "0fa2e7cd3bbc4c32dae8c070bfd6e6b6de65080e6da43b4cab41d0ad33cfe43e", + "prepared_review_unit_hash": "6c99a0e1f3b99d19fce4554f3d8905b39ad7b2d53a185d70964ab0a705651bc1", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36300, - "estimated_input_tokens": 9075, - "estimated_eval_tokens": 18406 + "soft_pair_count": 29, + "serialized_chars": 36599, + "estimated_input_tokens": 9150, + "estimated_eval_tokens": 18556 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a grab-bag of unrelated bug reports; the only plausible duplicate-like pair is the tokenizer cleanup regression around v5. Otherwise the pairs touch different models, different code paths, or different failure modes.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 45701 is the broadest and most central tokenizer-regression report in this set, so it best represents the cluster.", + "summary": "No soft pair appears to be the same underlying bug or change; they mostly span unrelated tokenizer, model-loading, and architecture-specific regressions. I would keep the broad tokenizer-regression report as the cluster\u2019s canonical issue, but reject all soft duplicate edges.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45701 is the broadest, most representative tokenizer-behavior regression in the set and has the strongest evidence of being a recurring umbrella report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45701 is the best representative because it is the most general tokenizer-behavior regression among the issues listed.", + "best_issue_reason": "issue:45701 is the best single issue to anchor the cluster because it is general, clearly user-facing, and likely to absorb nearby tokenizer-regression reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization vs FSDP CPU-efficient loading; different subsystems and failure modes." + }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Different models and symptoms; one is SIGLIP zero probabilities, the other is a processor/tokenizer regression with custom model code." + "reason": "Siglip2 zero-probabilities bug vs processor.tokenizer/image-input regression; not the same code path." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer load/usage failures, but they affect different tokenizers and different failure points." + "reason": "Different tokenizer classes and errors: MLukeTokenizer AttributeError vs AutoTokenizer loading failure." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Unrelated tokenizer bugs: BigBird special-token decode issue vs MLukeTokenizer task AttributeError." + "reason": "Both touch tokenizer/model loading, but one is gguf_file support and the other is an offline mistral regex network call." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "Both involve AutoTokenizer loading, but one is gguf_file handling and the other is offline mode model_info() calls." + "reason": "BigBird special-token decode bug vs MLukeTokenizer task AttributeError; unrelated." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "Different subsystems: DAC latent conversion vs Whisper batch_decode skip_special_tokens handling." + "reason": "DAC latent decoding mismatch vs Whisper batch_decode skip_special_tokens handling; distinct behaviors." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Both are vision-model inference bugs, but they are on different architectures and different root causes." + "reason": "Different models and bugs: SigLIP2 nonsensical outputs vs Perceiver non-default resolution failure." }, { - "left": "issue:43761", - "right": "issue:46829", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Both mention hidden_states, but the failures are different and model-specific: None vs wrong tensor returned." + "reason": "Qwen3-MoE sliding_window issue vs MobileLLM key error; unrelated model/config paths." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Distinct dependency/import problems affecting different packages and platforms." + "reason": "Gemma 4 mistral_common import error vs Windows/ROCm torch.distributed dependency issue; unrelated." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:44857", + "right": "issue:47000", "accept": false, - "reason": "Different model/config errors; sliding_window in Qwen3-MoE is not the same as MobileLLM key errors." + "reason": "Both are RT-DETR-related, but they concern different loss functions and different concrete crashes." }, { - "left": "issue:44857", - "right": "issue:47000", + "left": "issue:43761", + "right": "issue:46829", "accept": false, - "reason": "Same broad RT-DETR family, but different concrete bugs: AMP loss crash vs infeasible cost matrix." + "reason": "Both mention hidden_states, but CLIPVision and VideoPrism are separate models with different output bugs." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Different features and code paths: Llama4Config pad_token_id vs DiffusionGemma pipeline loading." + "reason": "Llama4Config pad_token_id attribute error vs DiffusionGemma pipeline failure; unrelated." }, { - "left": "issue:46832", - "right": "issue:46932", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "Unrelated: RT-DETR feature-level forward error vs Gemma4 quantized embedder dtype casting." + "reason": "Different backend/dependency problems: missing TensorFlow backend vs tensorflow_text mapping error." }, { - "left": "issue:45542", - "right": "issue:46178", + "left": "issue:46832", + "right": "issue:46932", "accept": false, - "reason": "Both are backend/dependency issues, but they involve different backends and failure mechanisms." + "reason": "RT-DETR feature-level TypeError vs Gemma4 quantized embedder dtype casting; unrelated." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer inconsistency vs a MacOS bus error on CLIP are not the same underlying bug." + "reason": "Tokenizer slow/fast inconsistency vs MacOS bus error on CLIP; no shared underlying bug." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Different training/model internals: auxiliary loss normalization vs apex RMSNorm memory leak." + "reason": "Aux-loss normalization and T5 apex RMSNorm memory leak are different model-specific issues." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Only loosely related by broad transformer behavior; the bugs themselves are different." + "reason": "Processor/tokenizer regression vs Kimi-K2.5 codec-warning regression; different symptoms and code paths." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "Both are regressions, but one is processor/tokenizer interaction and the other is Kimi-K2.5 codec/regex handling." + "reason": "Aux-loss normalization vs generic tokenization changes across versions; unrelated." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Different tokenizer-specific special-token issues with different failure modes." + "reason": "Special-token registration bug vs add_special_tokens BOS/EOS omission; similar area but different concrete tokenizer behavior." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage is unrelated to FSDP CPU RAM efficient loading." + "reason": "Custom model initialization regression vs FSDP loading breakage; not the same bug." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Different model families and different loading/architecture problems." + "reason": "Smollm3 RoPE-layer dropping vs Sam3 text-encoder weights not loading; different internals." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "GGUF loading failure is not the same as dtype propagation in BLIP2." + "reason": "gguf_file loading regression vs Blip2 dtype casting issue; unrelated." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both concern generation/state handling, but one is compiled-forward chunking and the other is cache state reset in modular_qwen3_5." + "reason": "Compiled-forward chunked generation inconsistency vs Qwen3.5 recurrent-state reset; both stateful generation bugs but not the same issue." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both fail in AutoTokenizer loading, but the causes are different: offline hub call vs tokenizer compatibility for a specific model." + "reason": "Offline model_info call in mistral regex vs tokenizer load failure for est-roberta; different causes." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Special-token registration bug and DiaConfig save/load token-id loss are different issues." + "reason": "Both involve token IDs/special tokens, but one is decode behavior and the other is config persistence." }, { "left": "issue:42898", "right": "issue:46491", - "accept": true, - "reason": "Both point to the same v5 tokenizer cleanup/space-stripping regression; 46491 looks like a specific CodeLlama manifestation of the broader clean_up_tokenization_spaces change." + "accept": false, + "reason": "Both concern tokenization round-trip behavior, but one is a v5 cleanup-space behavior change and the other is a CodeLlama leading-space regression." }, { "left": "issue:44821", "right": "issue:46821", "accept": false, - "reason": "Different areas entirely: image processor loading from URL vs TimesFM window_size attribute handling." + "reason": "AutoImageProcessor URL loading vs TimesFM window_size AttributeError; unrelated." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Same Qwen3.5 family, but one is a video input regression and the other is num_labels propagation." + "reason": "Video-input regression for Qwen multimodal models vs num_labels propagation bug; unrelated." }, { "left": "issue:43761", "right": "issue:47013", "accept": false, - "reason": "Unrelated model bugs: CLIPVision hidden_states regression vs xLSTM state-unpacking crash." + "reason": "CLIPVision hidden_states regression vs xLSTM train-mode state unpacking crash; different models and code paths." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is conservative and grounded in the packet. The soft-edge decisions are mostly well-justified from the issue titles alone, and the one accepted pair (42898/46491) is a plausible same-bug tokenizer regression. No pair is overclaimed as a duplicate, and the cluster is correctly described as mostly unrelated reports with only a weak tokenizer-related grouping." - }, - "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 }, @@ -8039,7 +8012,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:32090", "issue:33666", @@ -8103,9 +8076,9 @@ "issue:43504|issue:43550", "issue:43278|issue:43688", "issue:33666|issue:36331", + "issue:43262|issue:43295", "issue:43504|issue:43720", "issue:43782|issue:46693", - "issue:43262|issue:43295", "issue:45491|issue:46002", "issue:43611|issue:46846", "issue:43577|issue:44554", @@ -8114,229 +8087,229 @@ "issue:43606|issue:43927", "issue:43504|issue:44610", "issue:43525|issue:43572", - "issue:43643|issue:44561", "issue:44964|issue:45405", + "issue:43643|issue:44561", "issue:43720|issue:44361", "issue:44625|issue:45584", "issue:43493|issue:43825", - "issue:44554|issue:46365", "issue:44977|issue:46209", + "issue:44554|issue:46365", "issue:45823|issue:46050" ], - "prepared_review_unit_hash": "be33aed2d2413cc454539768fbd53e973f2ea493eb81a7722e7f21f3939c10b1", + "prepared_review_unit_hash": "95c20b6773d2031bc9393ab5492cd5931b5722d31834b9dd8dd1d84593258a3d", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37146, - "estimated_input_tokens": 9287, - "estimated_eval_tokens": 18830 + "serialized_chars": 37139, + "estimated_input_tokens": 9285, + "estimated_eval_tokens": 18826 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a false-positive mix of unrelated issues across training, generation, config, processor, and serialization paths. I do not see any true duplicate pairs or mergeable PR-equivalents here.", - "confidence": 0.97, - "canonical_issue_reason": "No true canonical issue: the cluster mixes unrelated bugs/regressions and different code paths.", + "summary": "These items are mostly unrelated, model- or API-specific bug reports. The soft pairs share broad themes like generation, config loading, or save/load, but not the same concrete code path, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44554 is the strongest representative bug report here: it is concrete, reproducible, and describes a specific upstream correctness issue in attention behavior with clear impact.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative; issue 43611 is the broadest regression item, but it does not subsume the rest.", + "best_issue_reason": "issue:44554 is the most actionable standalone issue in the set and best fits as a canonical reference point because it targets a specific code-path bug rather than a vague symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Different problems: multi-GPU training vs a GenerationMixin import regression." + "reason": "Different failures: multi-GPU training behavior vs an import error for GenerationMixin. Same library, but not the same bug." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "Unrelated: a save_pretrained shard-size question vs AutoProcessor kwargs forwarding." + "reason": "One is about save_pretrained shard sizing; the other is AutoProcessor forwarding kwargs to cached_file. Distinct code paths." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Both mention training, but one is a GPU broadcast TypeError and the other is a Qwen2-VL multi-GPU request." + "reason": "GPU broadcast NoneType error in Trainer is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Both involve saving/loading weights, but one is tied lm_head serialization and the other is quantized sinq restoration." + "reason": "Both involve save/load behavior, but one is tied-weight serialization and the other is quantized sinq restoration. Not the same underlying bug." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Different model bugs: auxiliary-loss normalization vs DeepseekV3MoE implementation divergence." + "reason": "Auxiliary-loss normalization in MoE models is unrelated to DeepSeekV3 implementation divergence." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "One is a Qwen3.5 flash-attention correctness bug; the other is a broader FA2 long-context performance regression." + "reason": "Qwen3.5 flash-attention correctness issue vs a long-context FA2 performance regression. Same area, different problem." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Different code paths: auto device mapping cuda assert vs compiled-forward chunked generation inconsistency." + "reason": "CUDA assert with auto device mapping is not the same as inconsistent outputs from compiled forward in chunked generation." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "Both are generation-cache related, but one is serve KV indexing and the other is beam-search reorder support for specific models." + "reason": "KV-cache continuation tensor indexing and beam-search cache reorder are different generation bugs affecting different paths." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled-forward inconsistency is not the same as flash-attention misgeneration." + "reason": "Compiled-forward inconsistency is not the same as flash-attention generation failure; only superficially related." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Different failures: a legacy field loading issue vs a torch.compile SDPA crash." + "reason": "Pretrained loading failure for BEiT semantic segmentation is unrelated to Bamba torch.compile + SDPA behavior." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Mixed dtype handling is unrelated to auxiliary-loss normalization." + "reason": "Embedding dtype drift between train/eval is unrelated to auxiliary-loss normalization." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU Qwen2-VL training is not the same as CustomTrainer.compute_loss signature breakage." + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature mismatch are different trainer issues." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate default bug is unrelated to the processor.tokenizer regression." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Different subsystems: Beit pretrained loading vs BitNet packed-weight loading." + "reason": "Legacy preset loading for BEiT and BitNet packed-weight unpacking during accelerate loading are distinct model-loading bugs." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "Qwen3VL weight_only loading error is unrelated to FA2 long-context performance regression." - }, - { - "left": "issue:43262", - "right": "issue:43295", - "accept": false, - "reason": "Audio chat-template sampling-rate bug is unrelated to processor.tokenizer / image-tokenizer regression." + "reason": "Qwen3VL weight_only loading error is not the same as a FA2 long-context performance regression." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Different NaN symptoms with different causes: Gemma3 sliding-window attention vs classification-head init/checkpointing." + "reason": "Both mention NaNs, but one is a Gemma3 sliding-window/all-padding issue and the other is a classification-head init/checkpoint issue." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "A generic v5 base_model_prefix loading regression is not the same as Qwen3.5 TP plan missing linear_attn entries." + "reason": "Base-model-prefix loading breakage and Qwen3.5 tensor-parallel plan omissions are different v5-related regressions." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype preservation is unrelated to MPS attention correctness." + "reason": "BLIP2 dtype propagation bug is unrelated to the attention correctness issue in MPS generation." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet accelerate loading and DiaConfig token ID persistence are separate bugs." + "reason": "BitNet packed-weight loading and DiaConfig custom token-ID persistence are different serialization/loading problems." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both are apply_chat_template crashes, but they involve different inputs and failure conditions." + "reason": "Batched Qwen2_5_VL apply_chat_template padding crash is different from assistant tool-call handling with no content." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch is unrelated to config token-ID loss after save/load." + "reason": "CPU offload device mismatch for bark-small is not the same as lost custom token IDs in DiaConfig." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Different model-loading issues: legacy preset field vs OmDet-Turbo processor/model image-size mismatch." + "reason": "BEiT legacy-field loading and OmDet-Turbo processor image-size mismatch are unrelated model-specific bugs." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both are missing config fields after v5 changes, but they affect different models and different attributes." + "reason": "Both involve pad-token fields after v5, but they affect different config classes and attributes, so they are not the same bug." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Different trust_remote_code regressions: missing config fields vs removal of is_torch_fx_available." + "reason": "Phi-4-multimodal loading failure is unrelated to the PEFT version bump problem." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Model loading failure is unrelated to the unreleased MIN_PEFT_VERSION bump." + "reason": "Missing fields with trust_remote_code and removal of is_torch_fx_available are different regressions, even if both affect remote-code models." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Packed-weight loading and MLukeTokenizer task AttributeError are unrelated." + "reason": "BitNet accelerate-loading failure and MLukeTokenizer task AttributeError are unrelated." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 num_labels propagation is unrelated to Whisper empty-transcription generation failure." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure do not share the same code path." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation drift is unrelated to a pipeline error-message regression." + "reason": "SigLIP2 implementation discrepancy is not the same issue as the pipeline translation-task messaging regression." }, { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "MPS attention correctness is unrelated to an import conflict with datasets." + "reason": "Flash-attention generation failure on Qwen3.5 and FP8 inference failure on B200 are different hardware/model bugs." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:44554", + "right": "issue:46365", "accept": false, - "reason": "Flash-attention generation bug is unrelated to FP8 inference failure on B200." + "reason": "The MPS attention correctness issue is unrelated to the Trainer import problem caused by datasets installation." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 device-mapped forward mismatch is unrelated to sinq save/load corruption." + "reason": "Gemma4 device-map mismatch during forward and sinq quantized model save/load corruption are different failure modes." } ] }, @@ -8358,7 +8331,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:28218", "issue:33357", @@ -8418,37 +8391,37 @@ "issue:43493|issue:43844", "issue:43278|issue:43844", "issue:43646|issue:44466", - "issue:44849|issue:46209", "issue:46209|issue:46710", - "issue:44568|issue:46489", "issue:43278|issue:43701", + "issue:44568|issue:46489", + "issue:44849|issue:46209", "issue:33357|issue:33666", "issue:44792|issue:45405", "issue:44568|issue:45812", "issue:43927|issue:44361", "issue:43824|issue:44589", - "issue:44849|issue:45357", "issue:43575|issue:45405", "issue:44488|issue:44843", + "issue:44849|issue:45357", "issue:43572|issue:44291", - "issue:46821|issue:46832", "issue:44589|issue:45520", - "issue:43504|issue:43606", + "issue:46821|issue:46832", "issue:43334|issue:45759", + "issue:43504|issue:43606", "issue:45245|issue:46710", - "issue:43257|issue:43299", "issue:43334|issue:43572", "issue:44493|issue:46285", + "issue:43257|issue:43299", "issue:43504|issue:43653" ], - "prepared_review_unit_hash": "983b80568ca490d03372dd45c8ee829cd10fac47f149572ca7365e915d82f790", + "prepared_review_unit_hash": "5c4ec14f5398598c299cce2082d6021521ae49b4967f72ab09537c75c46a99e5", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, @@ -8463,192 +8436,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a mixed bag of mostly unrelated tokenizer, model-loading, config, and training regressions. I do not see any soft pair that clearly describes the same underlying bug/change closely enough to merge, so all soft edges are rejected. The most representative issue is the Granite tokenizer regression because it is concrete, broad, and clearly framed as a v4\u2192v5 breakage.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45812 is the clearest, broadest, and most concrete regression in the set: it targets AutoTokenizer behavior, affects all Granite models, and is described as a silent v4\u2192v5 breakage with a specific wrong-token-id symptom.", + "summary": "This cluster is mostly a loose set of unrelated tokenizer, model-loading, and training regressions; I do not see any soft pair that clearly represents the same underlying bug/change. I would keep issue:45812 as the best single anchor because it is a concrete, high-signal tokenizer regression affecting a broad model family.", + "confidence": 0.4, + "canonical_issue_reason": "issue:45812 is the strongest representative issue here: it describes a clear v4\u2192v5 tokenizer regression, affects multiple Granite models, and has stronger cross-reference signal than the other candidates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the best overall issue candidate because it has a precise failure mode, broad user impact, and stronger evidence/refs than the more narrowly scoped or more ambiguous reports.", + "best_issue_reason": "Most actionable single issue in the set: it is concrete, user-facing, and broad enough to serve as the cluster anchor without being overly model-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "Both are model-loading failures, but they affect different entry points and likely different causes; no clear same bug path." + "reason": "One is a gguf_file loading-path regression in AutoTokenizer/AutoModel; the other is a specific model load failure. Same broad area, but not the same concrete bug." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing bug vs MacOS bus error in CLIP loading are unrelated symptoms and code paths." + "reason": "Tokenizer spacing after added tokens is unrelated to a MacOS bus error in CLIP model loading." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 correctness/model mismatch is unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "SigLIP2 wrong outputs and return_tensors being ignored are different API paths and failure modes." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Docs example errors are not the same as a regression in processor.tokenizer access / images passed to tokenizer." + "reason": "Documentation/example errors are not the same as a runtime regression around processor.tokenizer and image passthrough." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Different models and failures: BPE marker handling vs Qwen3.5 flash-attention generation." + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are different bugs in different code paths." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation discrepancy and gradient explosion under ZeRO-3 are distinct bugs." + "reason": "SigLIP2 implementation discrepancy versus a ZeRO-3 gradient-growth issue are unrelated problems." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift in evaluate is a different issue from gradient instability in DeepSpeed training." + "reason": "BF16-to-FP32 dtype drift in eval is not the same as abnormal gradient increase under ZeRO-3." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage is not the same as device-dependent lm_head serialization/tied-weights behavior." + "reason": "Custom model initialization breakage and inconsistent lm_head serialization are distinct bugs." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:46209", + "right": "issue:46710", "accept": false, - "reason": "Qwen3.5 hidden-states output bug and FP8 inference failure are different failure modes." + "reason": "FP8 inference failure on B200 and an accuracy regression after upgrade are not the same underlying issue." }, { - "left": "issue:46209", - "right": "issue:46710", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "Hardware-specific FP8 inference failure is unrelated to a DeepSeek accuracy regression after upgrade." + "reason": "A dtype mismatch and a resume_from_checkpoint key mismatch are different failure modes." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they involve different models and different symptoms; no shared concrete bug is evident." + "reason": "mdeberta BOS/EOS handling and DeepSeek-Coder tokenizer output issues affect different tokenizers and mechanisms." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "Training/eval dtype mismatch is unrelated to resume_from_checkpoint key mismatch." + "reason": "Qwen3.5 hidden-states behavior and FP8 B200 inference are unrelated." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." + "reason": "MacOS bus error in CLIP loading is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A failing janus image-generation test is unrelated to a PEFT minimum-version bump." + "reason": "A janus generate test failure and a PEFT version pin are not the same bug." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they are model-specific and describe different concrete tokenization failures." + "reason": "Both are tokenizer regressions, but they involve different models and different concrete behavior (special tokens vs wrong IDs)." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig save/load custom token IDs and MLukeTokenizer AttributeError are separate config/tokenizer issues." + "reason": "Saving/loading custom token IDs is a different issue from MLukeTokenizer AttributeError on tasks." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Importing Qwen2.5 VL and missing Float8 storage are unrelated runtime/import errors." - }, - { - "left": "issue:44849", - "right": "issue:45357", - "accept": false, - "reason": "Hidden-states behavior in Qwen3.5 and incorrect visual encoder save keys are different parts of the multimodal stack." + "reason": "Qwen2.5-VL import failure and Float8 storage lookup are unrelated." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Tensor-parallel OOM and PEFT version bump are unrelated." + "reason": "Tensor-parallel OOM and an unreleased PEFT version requirement have no shared underlying bug." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Model loading failure for a specific BERT model and offline-mode hub lookup in Mistral regex patch are different bugs." + "reason": "A specific model load failure and an offline-mode regression in Mistral regex patching are different code paths." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and an unexpected _is_hf_initialized init arg are distinct config/init regressions." + "reason": "Qwen3.5 hidden-states bug and incorrect visual encoder key serialization are different defects." }, { - "left": "issue:46821", - "right": "issue:46832", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "TimesFM window_size AttributeError and RT-DETR feature-level mismatch are unrelated model-specific errors." + "reason": "Missing pad_token_idx in StableLmConfig and an unexpected _is_hf_initialized argument are both v5 breakages, but not the same concrete bug." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage lookup failure is not the same as a flash_attn import-utils KeyError on Python 3.13." + "reason": "Float8 storage lookup failure and flash_attn import-utils KeyError on Python 3.13 are unrelated." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:46821", + "right": "issue:46832", "accept": false, - "reason": "Legacy field load failure in Beit and CPU-offload device mismatch in Bark are unrelated." + "reason": "TimesFM window_size AttributeError and RT-DETR num_feature_levels TypeError are separate model bugs." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen multimodal loading, but one is a missing pad_token_id attribute and the other is unwrapping text_config from composite configs; not the same concrete bug." + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id and the other is not unwrapping text_config; different fixes." }, { - "left": "issue:45245", - "right": "issue:46710", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Category-cardinality runtime error and an accuracy regression after upgrade are unrelated." + "reason": "BEiT legacy-field loading and Bark CPU-offload device mismatch are unrelated." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:45245", + "right": "issue:46710", "accept": false, - "reason": "Both mention Qwen3 MOE, but one is weight conversion under accelerate/deepspeed and the other is loading breakage in dev; different code paths and fixes." + "reason": "A category-count limit error is not the same as an accuracy regression after upgrading Transformers." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Qwen3-VL pad_token_id and StableLm pad_token_idx issues are unrelated config problems." + "reason": "Different models and different missing config fields; not the same bug." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected position-id keys and CLIP text-model structure inconsistency are different regressions." + "reason": "Unexpected key with position id and CLIP text-model structural inconsistency are different issues." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Same general Qwen3 MoE family, but different concrete failures and loading paths; too broad to merge safely." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Beit legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + "reason": "BEiT load failure and BigBirdTokenizer special-token registration are unrelated." } ] }, @@ -8670,7 +8643,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:15354", "issue:28218", @@ -8726,16 +8699,16 @@ "issue:45072|issue:46832", "issue:43873|issue:46050", "issue:44464|issue:45584", - "issue:43844|issue:44964", "issue:43994|issue:44493", - "issue:45588|issue:46050", + "issue:43844|issue:44964", "issue:29159|issue:32090", - "issue:44869|issue:46752", + "issue:45588|issue:46050", "issue:29942|issue:30333", - "issue:45229|issue:45823", - "issue:45200|issue:45229", + "issue:44869|issue:46752", "issue:42490|issue:43696", + "issue:45229|issue:45823", "issue:43937|issue:46701", + "issue:45200|issue:45229", "issue:45084|issue:45520", "issue:28218|issue:34567", "issue:43065|issue:46369", @@ -8745,193 +8718,186 @@ "issue:41720|issue:46710", "issue:44423|issue:44734", "issue:44977|issue:46701", - "issue:37428|issue:43957", - "issue:44977|issue:46710" + "issue:37428|issue:43957" ], - "prepared_review_unit_hash": "c5d9dabe3c2302c40e6077201faeabcca01e63bed922385c51b18f6960379289", + "prepared_review_unit_hash": "57d20b3b5e8c2a3982bc705d265c123f086217e4f558f1178b3ff65610defe96", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34918, - "estimated_input_tokens": 8730, - "estimated_eval_tokens": 17716 + "soft_pair_count": 25, + "serialized_chars": 34629, + "estimated_input_tokens": 8658, + "estimated_eval_tokens": 17572 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab bag of unrelated Transformers bugs. All soft pairs share only broad subsystem vocabulary and do not look like the same underlying defect or fix, so none should be merged as duplicates. There is no clear canonical duplicate anchor across the whole cluster.", - "confidence": 0.61, - "canonical_issue_reason": null, + "summary": "This cluster is mostly heterogeneous: the soft-similarity pairs share broad subsystem vocabulary but not the same concrete bug or code path, so none should be merged as duplicates. If one issue must anchor the set, issue:43957 is the broadest and most actionable runtime regression report, but it does not unify the rest of the cluster.", + "confidence": 0.91, + "canonical_issue_reason": "No true duplicate cluster is evident; most items are unrelated. If forced to pick an anchor, issue:43957 is the best representative because it is a concrete, reproducible model-loading regression affecting multiple models.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the broadest, most active user report in the set and is the best representative anchor for a quantization/offloading regression, though it is not a duplicate of the other issues.", + "best_issue_reason": "issue:43957 is the strongest single issue here: it describes a specific regression, names affected models, and points to a clear loading path (`torch.device(\"meta\")`) with actionable scope.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Both mention device mismatch/override in CI, but one is CPU offload for a specific model and the other is a stale GraniteSpeech test failure; different code paths." + "reason": "Both mention device-related failures, but one is a CPU offload mismatch on Bark and the other is a stale CI test in GraniteSpeech; different bug and code path." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "One is a missing decorator/register issue for apply_rotary_pos_emb; the other is missing linear_attn tensor-parallel plan entries causing Qwen3.5 OOM/shape errors." + "reason": "Same model family, but one is a flash-kernel registration error and the other is a tensor-parallel plan gap causing OOM/shape issues; not the same fix." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "CI bfloat16 dtype mismatch in inference is unrelated to RT-DETR forward failing when feature levels exceed backbone outputs." + "reason": "Dtype mismatch in inference versus RT-DETR feature-level indexing/forward shape error; unrelated failures." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Both involve quantization/offloading, but one is a general offload regression and the other is broken save/load for sinq-quantized models; not the same bug." + "reason": "Both involve quantization/offload, but one is an offloading behavior issue and the other is save/load breakage after sinq quantization; different underlying defect." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure are different model/task-specific issues." - }, - { - "left": "issue:43844", - "right": "issue:44964", - "accept": false, - "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading failure are unrelated failure modes." + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription handling after token alignment." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 nonsensical outputs are not the same as the broad 'unexpected key with position id' loading issue." + "reason": "One is a SigLIP2 model output regression; the other is a position-id key issue across many models. Too broad and different." }, { - "left": "issue:45588", - "right": "issue:46050", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "Flash-attention sink-less crash with s_aux=None and quantized save/load breakage are different code paths and symptoms." + "reason": "ZeRO-3 gradient growth in training is not the same as a latest-transformers model-loading failure for Phi-4 multimodal." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is unrelated to Trainer's NoneType GPU broadcast error." + "reason": "Tokenizer slow/fast inconsistency is a text-processing bug, while `_gpu_broadcast_one` NoneType is a Trainer/distributed runtime error." }, { - "left": "issue:44869", - "right": "issue:46752", + "left": "issue:45588", + "right": "issue:46050", "accept": false, - "reason": "Whisper timestamp decode crashing on trailing replacement char is distinct from apply_chat_template failing on an empty list." + "reason": "Flash-attention sink-less model crash and sinq save/load breakage are different code paths and symptoms." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Failing Flash Attention 2 tests and MLflow job-state reporting are unrelated." + "reason": "Flash Attention 2 test failures and MLFlow reporting after training failure are unrelated." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:44869", + "right": "issue:46752", "accept": false, - "reason": "Gemma4 multi-GPU OOM and Gemma4 PLE device mismatch are both about the model family but are different concrete bugs." + "reason": "Whisper timestamp decoding with trailing replacement characters is unrelated to empty-list `apply_chat_template` IndexError." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "Missing mm_token_type_ids defaults for text-only fine-tuning is not the same as multi-GPU CUDA OOM." + "reason": "Local-path import warning and GPT-oss CUDA OOM are not the same bug." }, { - "left": "issue:42490", - "right": "issue:43696", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "Trailing-slash import warning and GPT-oss CUDA OOM are unrelated." + "reason": "Both are Gemma4, but one is multi-GPU OOM and the other is a device-mapping forward mismatch; different failure mode." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 and DiffusionGemma pipeline failure are different bugs." + "reason": "Invalid `GenerationConfig` for GLM-5 is unrelated to DiffusionGemma image-text-to-text pipeline failure." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Missing default `mm_token_type_ids` for fine-tuning is a model-input contract issue, not the same as Gemma4 inference OOM." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Compile-time non-template-node error and flash_attn import KeyError on Python 3.13 are separate failures." + "reason": "Non-template-node compilation error and Python 3.13 flash_attn import KeyError are unrelated implementation bugs." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Added-token spacing behavior and TrainerState token counter not updating are different tokenizer/training issues." + "reason": "Tokenizer spacing bug and TrainerState token counter not updating are separate concerns." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder and memory overflow in sam3-litetext are not the same underlying bug." + "reason": "Dummy Conv2d in Sam3PixelDecoder is a model-architecture placeholder issue, not the same as memory overflow when calling sam3-litetext." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." + "reason": "TorchScript GeneratorExp incompatibility and SigLIP2 zero-probability outputs are unrelated." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness with mismatched head dims and an incorrect PyTorch version check in flex_attention are different bugs." + "reason": "MPS attention correctness with differing head dims is not the same bug as an incorrect PyTorch version gate for AuxRequest import." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to resume_from_checkpoint key mismatch." + "reason": "SigLIP2 HF-vs-JAX discrepancy and resume-from-checkpoint key mismatch are different domains and root causes." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and post-upgrade accuracy regression are different failure types." + "reason": "Qwen3 auto device mapping CUDA assert and DeepSeek accuracy regression after upgrade are distinct issues." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are transformers serve crashes, but one is a multimodal continuous-batching AttributeError and the other is KV-cache continuation tensor indexing; not mergeable as one fix." + "reason": "Continuous-batching multimodal crash from string tensors is not the same as KV-cache continuation indexing." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and DiffusionGemma pipeline failure are unrelated." + "reason": "Qwen3.5 flash-attention generation bug and DiffusionGemma pipeline failure do not share a concrete code path." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "flash_support import error and meta-device loading breakage are different initialization/loading problems." - }, - { - "left": "issue:44977", - "right": "issue:46710", - "accept": false, - "reason": "Flash-attention generation bug and accuracy regression after upgrade are not the same issue." + "reason": "Flash-attention import failure and meta-device model loading regression are separate loading/import problems." } ] }, @@ -8953,7 +8919,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:28218", "issue:29870", @@ -8980,17 +8946,16 @@ "issue:44186", "issue:44466", "issue:44521", - "issue:44554", "issue:44610", "issue:44737", "issue:44849", + "issue:44977", "issue:44987", "issue:45072", "issue:45127", "issue:45198", "issue:45200", "issue:45290", - "issue:45356", "issue:45381", "issue:45406", "issue:45520", @@ -9001,249 +8966,250 @@ "issue:46178", "issue:46192", "issue:46209", + "issue:46710", "issue:46821", "issue:46894" ], "soft_pairs": [ "issue:43295|issue:43450", + "issue:44977|issue:46710", "issue:45406|issue:46121", - "issue:45588|issue:45759", "issue:45072|issue:45198", + "issue:45588|issue:45759", "issue:43540|issue:45200", "issue:43295|issue:43873", "issue:43572|issue:46821", - "issue:45823|issue:46192", "issue:44186|issue:46192", "issue:43295|issue:44610", + "issue:45823|issue:46192", "issue:43550|issue:43844", + "issue:29870|issue:29942", "issue:43450|issue:43575", "issue:45520|issue:46178", - "issue:29870|issue:29942", "issue:43572|issue:44987", "issue:45200|issue:45823", "issue:37428|issue:43824", - "issue:43232|issue:44849", "issue:42490|issue:43493", - "issue:44521|issue:45290", "issue:39692|issue:46192", - "issue:44554|issue:45356", + "issue:44521|issue:45290", + "issue:43232|issue:44849", "issue:43295|issue:43493", - "issue:45381|issue:46209", "issue:42915|issue:43824", + "issue:45381|issue:46209", "issue:44466|issue:45127", "issue:28218|issue:35141", - "issue:44737|issue:46894", "issue:43824|issue:43975", - "issue:43278|issue:43856" + "issue:43278|issue:43856", + "issue:44737|issue:46894" ], - "prepared_review_unit_hash": "0650e533368cbe811487a9b5d92e96c8b51e5186142ff829c7265e792fe7a0fd", + "prepared_review_unit_hash": "dec8ba7d3b101ffd633f6e3dd5751ece8628eacebbbc67b64c22c952edfc377e", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36934, - "estimated_input_tokens": 9234, - "estimated_eval_tokens": 18724 + "serialized_chars": 36881, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: tokenizer spacing, generation kwargs, flash-attention/import errors, multimodal processor regressions, dtype/config issues, and training bugs. None of the soft pairs appear to be the same underlying bug or change, so all soft edges are rejected.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43295 is the most representative anchor only because it is a concrete regression with broad processor/tokenizer impact and the strongest superficial overlap with several other processor-related reports; it is still not a duplicate of them.", + "summary": "This cluster is mostly heterogeneous: the soft pairs share broad themes (tokenizers, processors, generation, flash attention, multimodal/chat templates) but not the same concrete bug or fix. I would not merge any of the soft pairs as duplicates. If forced to pick a representative issue, the chat-template/multimodal masking report is the closest hub, but even that is only thematically related to nearby items.", + "confidence": 0.63, + "canonical_issue_reason": "issue:44521 is the closest thing to a hub in this set: it is a broad, high-discussion chat-template bug with inbound references, and it sits near the only semi-coherent subtheme (multimodal/chat-template handling).", "canonical_pr_reason": null, - "best_issue_reason": "issue:43295 is the strongest standalone issue for triage: specific, user-facing, and well-described, but the cluster does not contain a true duplicate set.", + "best_issue_reason": "issue:44521 is the best representative issue overall, but only weakly so; the cluster does not form a true duplicate set, and most other issues are unrelated regressions in different code paths.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Both are processor-related, but one is a tokenizer/processor access regression and the other is batched video shape handling; different bugs." + "reason": "Both are processor-related regressions, but one is about processor.tokenizer access and the other is about batched video output shape; different bugs." }, { - "left": "issue:45406", - "right": "issue:46121", + "left": "issue:44977", + "right": "issue:46710", "accept": false, - "reason": "Gemma4 processor attribute regression vs. rope-validation TypeError; unrelated failure modes." + "reason": "Different models and different failures: flash-attention generation bug vs accuracy regression after upgrade." }, { - "left": "issue:45588", - "right": "issue:45759", + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "Flash-attention sinkless-model crash and composite config unwrapping are separate code paths." + "reason": "Gemma4Processor missing _tokenizer is unrelated to convert_rope_params_to_dict JSON list handling." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bf16 inference dtype mismatches are unrelated to Wav2Vec2 save/tokenization failures." + "reason": "dtype mismatch in inference and Wav2Vec2 save/tokenization failure are unrelated code-path problems." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink-less crash is unrelated to AutoModelForCausalLM.from_config text_config unwrapping." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input processing error vs. mm_token_type_ids defaulting; different multimodal bugs." + "reason": "Video-input processing failure in Qwen3OmniMoe is unrelated to Gemma4 mm_token_type_ids defaults." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression and quantization offloading behavior do not describe the same bug." + "reason": "Custom model processor.tokenizer regression and quantization offloading issue are different bugs." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "Missing config field in StableLmConfig vs. TimesFM window_size attribute error; unrelated." - }, - { - "left": "issue:45823", - "right": "issue:46192", - "accept": false, - "reason": "Device-mapped Gemma4 forward mismatch vs. return_tensors handling in text kwargs; different issues." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/padding vs. silently ignored return_tensors; not the same defect." + "reason": "Tokenizer crashes on NER/padding are unrelated to return_tensors being ignored with explicit text_kwargs." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Both involve processors, but one is tokenizer access regression and the other is wrong image size output." + "reason": "Processor/tokenizer regression and OmDet-Turbo image-size mismatch are different issues." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device mismatch in forward is unrelated to return_tensors precedence behavior." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile+SDPA failure is unrelated to DeepSpeed ZeRO-3 gradient growth." + "reason": "torch.compile SDPA failure and ZeRO-3 gradient explosion are different failure modes." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "BART generate decoder_attention_mask bug is unrelated to Flash Attention 2 test failures." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Batched video shape bug and tensor-parallel OOM are separate problems." + "reason": "Batched video shape bug and tensor-parallel OOM on Qwen2-57B are unrelated." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Both are import/backend mapping issues, but they affect different backends and different exceptions." - }, - { - "left": "issue:29870", - "right": "issue:29942", - "accept": false, - "reason": "Bart generate() decoder_attention_mask bug is unrelated to Flash Attention 2 test failures." + "reason": "Python 3.13 flash_attn import-key issue and tensorflow_text backend validation issue are different import-utils bugs." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and model loading failure for a specific repo are unrelated." + "reason": "StableLmConfig pad_token_idx regression is unrelated to loading physical-intelligence/fast." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Gemma4 text-only mm_token_type_ids defaulting and device-map mismatch are different bugs in the same family." + "reason": "mm_token_type_ids defaulting and PLE device placement are distinct Gemma4 issues." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Different missing symbols from different modules/models; not the same import bug." - }, - { - "left": "issue:43232", - "right": "issue:44849", - "accept": false, - "reason": "Generation kwargs sync issue vs. Qwen3.5 hidden-states issue; different code paths." + "reason": "Missing flash_attention_utils symbol and missing Qwen2_5_VLForConditionalGeneration symbol are different ImportErrors." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Trailing-slash import warning and SigLIP2 implementation discrepancy are unrelated." + "reason": "Trailing-slash local model loading warning is unrelated to SigLIP2 implementation discrepancy." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "Both touch apply_chat_template, but one is all-zero assistant masks and the other is a crash on tool-call messages; distinct failures." + "reason": "SigLIP2 docs example errors and return_tensors precedence are unrelated." }, { - "left": "issue:39692", - "right": "issue:46192", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Documentation/example errors are not the same as return_tensors being ignored." + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages with no content; not the same bug." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:43232", + "right": "issue:44849", "accept": false, - "reason": "MPS attention correctness issue and Kimi tokenizer codec regression are unrelated." + "reason": "Generation kwargs sync_gpus bug and Qwen3.5 output_hidden_states bug are different code paths." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "Processor tokenizer regression vs. model-vs-JAX implementation discrepancy; different underlying bug." + "reason": "processor.tokenizer regression and SigLIP2 HF-vs-JAX discrepancy are not the same issue." }, { - "left": "issue:45381", - "right": "issue:46209", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "Qwen2.5-VL video position IDs and FP8/B200 inference are unrelated." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5 VL import error are unrelated." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to Qwen2.5-VL import exposure." + "reason": "Qwen2.5-VL video vision_position_ids bug and FP8 inference on B200 are different problems." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both mention tied weights/lm_head, but one is serialization inconsistency and the other is LoRA merge collapse; not the same bug." + "reason": "Serialization of tied lm_head weights and LoRA merge collapse with extended vocab are related only loosely via tied weights, not the same bug." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer added-space behavior and post_init reinitialization after resizing embeddings are different issues." - }, - { - "left": "issue:44737", - "right": "issue:46894", - "accept": false, - "reason": "XLNet CPU tensor allocation bug is unrelated to CohereASR double-shift training loss." + "reason": "Tokenizer extra-space detokenization and post_init reinitializing resized embeddings are different bugs." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "ImportError for a model class and incorrect detokenization in v5 are unrelated." + "reason": "ImportError for missing Qwen2_5_VLForConditionalGeneration and DeepSeek detokenization regression are unrelated." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "BF16-to-FP32 dtype drift during evaluate and Qwen3 MoE memory inefficiency are different problems." + "reason": "BF16-to-FP32 embedding dtype change and Qwen3 MoE memory usage are different training issues." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "CPU torch.arange in XLNet and CohereASR double-shift training loss are unrelated bugs." } ] }, @@ -9265,7 +9231,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:29942", "issue:32090", @@ -9322,8 +9288,8 @@ "issue:43262|issue:43450", "issue:43950|issue:46285", "issue:43334|issue:43525", - "issue:45200|issue:46899", "issue:44442|issue:45198", + "issue:45200|issue:46899", "issue:45200|issue:46932", "issue:44898|issue:45412", "issue:43526|issue:46192", @@ -9336,226 +9302,220 @@ "issue:43827|issue:43901", "issue:44610|issue:44857", "issue:43819|issue:45083", - "issue:43388|issue:43526", "issue:44857|issue:45593", - "issue:43606|issue:45083", + "issue:43388|issue:43526", "issue:46512|issue:46821", + "issue:43606|issue:45083", "issue:44206|issue:45584", "issue:38175|issue:45412", - "issue:45759|issue:46285", "issue:37428|issue:43425", + "issue:45759|issue:46285", "issue:43335|issue:43653", "issue:46424|issue:46858", "issue:29942|issue:32090" ], - "prepared_review_unit_hash": "3112b98ae19bd89d1c8aed4152ee6fb38b41b7c941a9773605c497aaa65acd2f", + "prepared_review_unit_hash": "e48ca0435c88ed57fa50cacb4e5d754ec6f02fd13b00da982cdbe22ebc562e61", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37059, - "estimated_input_tokens": 9265, - "estimated_eval_tokens": 18786 + "serialized_chars": 37063, + "estimated_input_tokens": 9266, + "estimated_eval_tokens": 18788 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: the suggested soft pairs mostly share only broad subsystem words (models, processors, cache, docs, audio/vision) rather than the same concrete bug. I would not merge any of the soft edges. As a representative issue, #46512 is the broadest open framework-regression item, but there is no strong true duplicate core here.", - "confidence": 0.78, - "canonical_issue_reason": "#46512 is the most general open regression in the set and concerns core model construction state (`from_config(dtype=...)` vs `model.config.dtype`), which makes it the closest thing to a cluster anchor. That said, the cluster does not look like a real duplicate set.", + "summary": "This cluster is highly heterogeneous: the issues span unrelated models, processors, cache code, docs, and environment regressions. I do not see any true duplicate pair, so all soft links are rejected. The closest thing to a hub is the Gemma4-related issue, but even there the symptoms differ.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #45200 is the closest thing to a central representative because it sits in the most connected subtheme (Gemma4 multimodal regressions) and has multiple soft links nearby, but it is not a true duplicate anchor for the whole cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#46512 is the best single issue to keep as a representative because it is a concrete, cross-model regression in core loading behavior and is still open.", + "best_issue_reason": "#45200 is the best single issue to keep as the representative node since it is the most interconnected and concrete, but the cluster is too diverse for a real duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "Tokenizer/model loading via `gguf_file` and stale `config.dtype` after `from_config` are unrelated bugs." + "reason": "Both involve from_pretrained/config behavior, but one is a GGUF loading breakage and the other is stale dtype metadata; different bugs and code paths." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "A tokenizer special-token registration bug and a stale device-override CI failure do not share the same code path." + "reason": "One is a tokenizer special-token registration bug, the other is a stale device override CI failure; unrelated symptoms and fixes." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio `apply_chat_template()` sampling-rate handling and batched video output shape are different processor bugs." + "reason": "Both are processor issues, but audio chat-template sampling-rate defaulting and batched video output shapes are distinct behaviors." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption on load and CLIP text-model structure inconsistency are separate regressions." + "reason": "One is a non-persistent buffer reload regression; the other is a CLIP class structure inconsistency. Same broad area, different defects." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both mention `pad_token_id`, but they affect different config classes and model families, so they are not the same bug." + "reason": "Both mention missing pad_token_id, but they affect different configs and loading paths; not the same underlying bug." }, { - "left": "issue:45200", - "right": "issue:46899", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Gemma4 text-only `mm_token_type_ids` handling and Gemma4 quantized embedder dtype casting are different issues." + "reason": "These are different tokenizer-loading failures for different models; no shared concrete code-path problem." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:45200", + "right": "issue:46899", "accept": false, - "reason": "Two different tokenizer/load-save failures for different models; no shared concrete failure path." + "reason": "Gemma4 text-only token-type handling is separate from unsafe dtype casting in quantized multimodal embedders." }, { "left": "issue:45200", "right": "issue:46932", "accept": false, - "reason": "The title explicitly points to a Gemma4 dtype-casting fix, while the left issue is about missing zero defaults for token type IDs." + "reason": "The later Gemma4 fix is about quantized vision/audio embedder casting, not the mm_token_type_ids defaulting bug." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver non-default-resolution inference and RT-DETR memory reclamation are unrelated." + "reason": "Perceiver interpolation failure and RT-DETR memory release are unrelated model/runtime bugs." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "An image-processor label-reduction bug and `return_tensors` being ignored are not the same underlying change." + "reason": "One is a label-reduction bug in an image processor; the other is return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Both mention generation, but one is a Janus image-generation test failure and the other is a paged-generation warning issue." + "reason": "Janus image generation test failure and a stale num_return_sequences warning do not describe the same issue." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma4 text fine-tuning defaults and Qwen2.5-VL temporal rope indexing are unrelated multimodal bugs." + "reason": "Both are multimodal model issues, but mm_token_type_ids defaults and rope temporal position scaling are different bugs." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent reconstruction mismatch and a GraniteSpeech CI device-override test failure are different code paths." + "reason": "DAC latent/forward mismatch and a stale device override test failure are unrelated." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Bamba SDPA/torch.compile failures are unrelated." + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA failure are different model/runtime problems." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Different model/hardware-specific inference failures; the CUDA assert and FP8-on-B200 problem are not the same issue." + "reason": "Different hardware/model failures: cudaErrorAssert on Qwen3 vs FP8 inference on B200." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Both touch `import_utils`, but they concern different missing/removal helpers and different breakages." + "reason": "Both are missing utility-symbol regressions, but they are different symbols and different affected code paths." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "These are separate documentation fixes for different pipelines and different deprecated arguments." + "reason": "Both are docs complaints, but one is pipeline removal guidance and the other is return_all_scores wording; not duplicates." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor output size mismatch and AMP/CUDA loss crashing are unrelated." + "reason": "OmDet processor input sizing and LwDetr AMP crash are separate vision-model bugs." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "Different helper functions in different models; no shared underlying bug." - }, - { - "left": "issue:43388", - "right": "issue:43526", - "accept": false, - "reason": "A distributed metrics tuple-handling bug and an image-processor label-reduction bug are not the same defect." + "reason": "DAC latent conversion and qwen3_omni_moe feature-length helper behavior are unrelated." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Mixed-precision loss instability and missing auxiliary losses in D-FINE are separate model issues." + "reason": "A float16 CUDA loss crash and missing auxiliary losses with denoising off are different training issues." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "CPU offload device mismatch and feature-extractor length computation are unrelated." + "reason": "Both touch labels, but one drops label elements in metrics gathering and the other reduces labels incorrectly in an image processor." }, { "left": "issue:46512", "right": "issue:46821", "accept": false, - "reason": "`from_config` dtype synchronization and a TimesFM `window_size` attribute error do not overlap." + "reason": "Stale model.config.dtype after from_config and a missing TimesFM window_size attribute are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and qwen3_omni_moe output-length computation are different bugs." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Unsupported feature-extractor args and Whisper empty-transcription generation failures are different audio bugs." + "reason": "Unsupported center arg in a feature extractor and Whisper empty-transcription failure after align_special_tokens are unrelated." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 zero probabilities and RT-DETR memory cleanup are unrelated." - }, - { - "left": "issue:45759", - "right": "issue:46285", - "accept": false, - "reason": "Both are config-structure issues, but they affect different composite model families and different object graphs." + "reason": "Siglip2 zero probabilities and RT-DETR memory not being freed are unrelated model issues." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "An import error for a flash-attention helper and Torch 2.10 incompatibility are not the same bug." + "reason": "One is a missing flash-attention helper import, the other is torch 2.10 incompatibility; similar theme but not the same bug." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and BigBird tokenizer special-token registration are unrelated." + "reason": "Qwen multimodal from_config unwrapping and CLIP structure divergence are different architecture issues." }, { "left": "issue:46424", "right": "issue:46858", "accept": false, - "reason": "Cache length being honored only for quantized cache and a device-tensor seq-length arithmetic bug are different cache behaviors." + "reason": "Cache length config handling and device-tensor seq-length arithmetic are separate cache bugs." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and `_gpu_broadcast_one` NoneType errors are separate failures." + "reason": "Flash Attention 2 test failures and a Trainer gpu_broadcast NoneType error are unrelated." } ] }, @@ -9577,13 +9537,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ - "issue:26413", "issue:28218", "issue:28282", "issue:29127", - "issue:31501", "issue:32090", "issue:33357", "issue:34689", @@ -9598,6 +9556,7 @@ "issue:43550", "issue:43606", "issue:43611", + "issue:43701", "issue:43720", "issue:43819", "issue:43825", @@ -9643,10 +9602,10 @@ "issue:43335|issue:44112", "issue:44514|issue:44521", "issue:43278|issue:43825", - "issue:45588|issue:45859", - "issue:29127|issue:32090", "issue:42490|issue:43854", + "issue:45588|issue:45859", "issue:34689|issue:35141", + "issue:29127|issue:32090", "issue:43819|issue:44493", "issue:39692|issue:43526", "issue:46431|issue:46566", @@ -9656,220 +9615,220 @@ "issue:45310|issue:45478", "issue:28218|issue:32090", "issue:44448|issue:44779", - "issue:26413|issue:31501", + "issue:43701|issue:45083", "issue:44206|issue:45823" ], - "prepared_review_unit_hash": "b065a30794d0a07620aa3ff80294cf5506b3f05d1d4652d58d64c971eed92985", + "prepared_review_unit_hash": "81bc9a94e2ac648dfa1fdc8387fd43d8a446dbf4ea4d2a8e02c6edb0fb16fa19", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36706, - "estimated_input_tokens": 9177, - "estimated_eval_tokens": 18610 + "serialized_chars": 36099, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items in this packet are unrelated issue reports. The only clearly duplicate pair in this packet is issue:45310 / issue:45478: they have the same title and describe the same Qwen3.5 MoE `from_pretrained` failure under `transformers>=5.4.0`. issue:45310 is the earlier report, so it is the better canonical issue.", - "confidence": 0.95, - "canonical_issue_reason": "issue:45310 is the better canonical issue because it is the earlier report and it has the same title / same underlying Qwen3.5 MoE `from_pretrained` failure as issue:45478.", + "summary": "The cluster is mostly unrelated issues grouped by superficial wording; the only clear duplicate pair is the two Qwen3.5 MoE `from_pretrained` reports. I would keep the earlier, fuller report as canonical.", + "confidence": 0.91, + "canonical_issue_reason": "`issue:45310` is the earlier, more established report of the same exact Qwen3.5 MoE `from_pretrained` failure as `issue:45478`, with near-identical title and problem statement.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest representative of the cluster because it is the earliest report of the only clearly duplicate pair in this packet, and the duplicate issue:45478 matches it closely in title and problem statement.", + "best_issue_reason": "`issue:45310` is the best representative because it is the earliest and most complete instance of the one clear duplicate pair in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Both are loading/runtime failures, but one is a missing PyTorch dependency error and the other is a macOS CLIP bus error; different root causes." + "reason": "Both are runtime failures, but one is an AutoModel/PyTorch import error and the other is a MacOS bus error with a community CLIP model; different bugs and code paths." }, { "left": "issue:43611", "right": "issue:44466", "accept": false, - "reason": "Both relate to model loading/serialization, but one is a `base_model_prefix` loading issue and the other is tied-weight `lm_head.weight` serialization; not the same bug." + "reason": "Both involve model loading in v5, but one is about `base_model_prefix` breaking loading and the other is about inconsistent `lm_head.weight` serialization/tied weights; not the same defect." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Different models and different failures: SwitchTransformers sparse-layer creation versus BEiT preset loading with a legacy field." + "reason": "Different model/config bugs: sparse layer creation when sparse layers are set to 0 versus BEiT pretrained loading failing due to a legacy field." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "One is a Bamba `torch.compile`/SDPA failure, the other is a GraniteSpeech CI device-override issue; unrelated code paths." + "reason": "Both are CI/model execution failures, but they affect different models and failure modes (`torch.compile`/SDPA vs stale device override test)." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Both are import/setup problems, but one is a `flash_attn` import issue on Python 3.13 and the other is a Windows ROCm `torch.distributed` dependency issue." + "reason": "Both are import/runtime environment issues, but one is a `flash_attn` KeyError on Python 3.13 and the other is a Windows ROCm/`torch.distributed` dependency problem." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "An indentation/import parsing error in DebertaV2 is unrelated to the qwen3_omni feature-length helper behavior." + "reason": "Different bugs: Python 3.13 `IndentationError` in a scripted DebertaV2 function versus unexpected helper output lengths in qwen3_omni_moe." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different regressions: Pegasus output drift versus recurrent-state reset in modular qwen3_5 code." + "reason": "One reports different Pegasus outputs between v4 and v5, while the other is about recurrent states resetting when cache is used; not the same underlying code-path." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both concern chat-template/tokenizer behavior, but one crashes on tool-call assistant messages and the other concerns `continue_final_message` for mistral_common tokenizers." + "reason": "Both mention chat/template handling, but one crashes on assistant messages with tool calls and no content, while the other is a `continue_final_message` bug for mistral_common tokenizers." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are missing-symbol import errors, but they involve different symbols (`_flash_supports_window_size` vs `HybridCache`) and likely different fixes." + "reason": "Both are import errors, but they concern different symbols/modules (`_flash_supports_window_size` vs `HybridCache`) and different root causes." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer creation is unrelated to the qwen3_omni output-length helper bug." + "reason": "A config construction bug for sparse encoder layers is unrelated to a feature-extraction length helper behaving unexpectedly." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Different subsystems and bugs: SwitchTransformers sparse-layer config versus D-FINE missing auxiliary losses." + "reason": "Sparse-layer configuration and missing auxiliary losses in D-FINE are distinct model-specific issues." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "Different models and failure modes; no shared concrete bug." + "reason": "These are unrelated: SwitchTransformers sparse-layer config versus a GraniteSpeech CI device override failure." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both are `apply_chat_template` issues, but one is a batched `padding=False` crash and the other is incorrect all-zero assistant masks; not clearly the same root cause." + "reason": "Both involve `apply_chat_template`, but one crashes on batched padding=False input and the other returns all-zero assistant masks for multimodal inputs; separate bugs." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "These are unrelated: embedding dtype drift during eval versus an incorrect pipeline error message about translation support." + "reason": "Different domains: embedding dtype drift in evaluation versus a pipeline error message wrongly advertising translation support." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "Different flash-attention/MoE problems in different code paths; not the same concrete bug." + "reason": "One is an import warning caused by a trailing slash in a local model path; the other is a unit-test model loading failure for GLM-4.7-Flash." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "LayoutLMv3 error-message clarity and a Trainer `_gpu_broadcast_one` TypeError are unrelated." + "reason": "Different failures in different components: flash-attention integration crashing on `s_aux=None` versus CPU-offload incompatibility in Qwen3.5 MoE rotary embedding." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Different loading issues: local-path slash import warning versus a specific GLM-4.7 Flash unit-test load failure." + "reason": "Both affect loading/serialization, but one is a Llama 3.2 vision model loading regression and the other is post-init reinitializing resized output embeddings." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "Both are model-loading-related, but one is a Llama 3.2 Vision load regression and the other is output-embedding reinitialization after resizing embeddings." + "reason": "One is about unclear layoutlmv3 error messaging for boxes with insufficient info; the other is a Trainer `_gpu_broadcast_one` NoneType type error." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Different bugs: DAC latent reconstruction mismatch versus unexpected `position id` keys during loading." + "reason": "DAC latent conversion mismatch and unexpected position-id keys are unrelated problems." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "A SigLIP2 docs example failure is not the same as the BEiT fast processor `reduce_labels` bug." + "reason": "SigLIP2 doc example failures and BeitImageProcessorFast label reduction are different issues with different surfaces." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "One is missing chat-template support in a processor, the other is DiffusionGemma weights stuck on `meta`; unrelated." + "reason": "One is missing chat template support in a processor; the other is DiffusionGemma weights staying on meta with `device_map=\"auto\"`." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Device-mismatch on CPU offload for Bark-small is unrelated to an AMP float16 crash in LwDetrImageLoss." + "reason": "Different model/runtime failures: CPU offload device mismatch for suno/bark-small versus LwDetrImageLoss crashing under float16 AMP." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight loading and a GraniteSpeech CI stale-device test are different problems." + "reason": "Packed-weight unpacking during accelerate loading and a stale GraniteSpeech device override CI test are not the same bug." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Docs/example issues for SigLIP2 do not match the unexpected position-id key regression." + "reason": "A SigLIP2 documentation example failure and unexpected position-id keys are unrelated." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "They have the same title and describe the same Qwen3.5 MoE `from_pretrained` failure under `transformers>=5.4.0`; issue:45310 is the earlier report." + "reason": "Near-identical titles and descriptions indicate the same Qwen3.5 MoE `from_pretrained` regression; these are duplicates." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to the Trainer `_gpu_broadcast_one` NoneType error." + "reason": "Tokenizer spacing behavior after added tokens is unrelated to a Trainer broadcast NoneType error." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus output drift and Deepseek tokenizer regressions are separate model/tokenizer bugs." + "reason": "Pegasus output differences across versions and Deepseek tokenizer incorrect results are different model/tokenizer problems." }, { - "left": "issue:26413", - "right": "issue:31501", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Checkpoint resume epoch-iterator failure and FineWeb training not starting are different training issues." + "reason": "Checkpoint resume key mismatches are unrelated to the qwen3_omni_moe feature-extraction length helper." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "LasrFeatureExtractor\u2019s unsupported `center` argument and Gemma4 PLE device mismatch are unrelated." + "reason": "LasrFeatureExtractor crashing on an unsupported `center` arg is unrelated to Gemma4 PLE device mismatch during forward." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate call on issue:45310/issue:45478 is well grounded (same title; 45310 is earlier), but the rationale overstates the evidence by saying 45310 is \"slightly more established\"\u2014the packet does not support that, and 45478 actually has higher discussion activity. Please soften that to an evidence-based criterion (e.g. earlier report / same title) and avoid asserting it is definitively \"the only true duplicate pair\" unless you qualify it as the only clearly duplicate pair in this packet." + "accept": true, + "feedback": "Grounded and conservative overall. The only accepted duplicate, issue:45310 vs issue:45478, is strongly supported by the packet: identical titles, highly similar body lengths/content, and earlier report as canonical is reasonable. The other soft-edge rejections stay on the cautious side and do not overstate equivalence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -9885,13 +9844,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:10000", "issue:15354", + "issue:26413", "issue:27957", "issue:29870", "issue:29942", + "issue:31501", "issue:32090", "issue:33290", "issue:33357", @@ -9908,7 +9869,6 @@ "issue:43526", "issue:43550", "issue:43575", - "issue:43701", "issue:44360", "issue:44448", "issue:44464", @@ -9921,7 +9881,6 @@ "issue:45072", "issue:45083", "issue:45127", - "issue:45229", "issue:45245", "issue:45290", "issue:45381", @@ -9937,224 +9896,230 @@ "issue:47000" ], "soft_pairs": [ - "issue:43701|issue:45083", + "issue:26413|issue:31501", "issue:44617|issue:46697", "issue:45127|issue:45245", "issue:45459|issue:46234", "issue:32090|issue:33357", - "issue:44857|issue:45072", "issue:42490|issue:43575", + "issue:44857|issue:45072", "issue:45593|issue:47000", "issue:44464|issue:46424", - "issue:43550|issue:45083", "issue:38175|issue:44493", + "issue:43550|issue:45083", "issue:27957|issue:34689", "issue:29942|issue:35141", "issue:45290|issue:45381", "issue:29870|issue:32090", - "issue:43278|issue:43329", "issue:10000|issue:15354", + "issue:43278|issue:43329", "issue:45290|issue:46655", "issue:44448|issue:44977", - "issue:44855|issue:46399", - "issue:29870|issue:33290", "issue:37428|issue:42175", + "issue:29870|issue:33290", "issue:45920|issue:46192", + "issue:43278|issue:43381", "issue:44360|issue:44561", + "issue:44855|issue:46399", "issue:40444|issue:43526", - "issue:43278|issue:43381", - "issue:44977|issue:45229" + "issue:32090|issue:33290" ], - "prepared_review_unit_hash": "671735d407da944944a3cc6e6e5e67508ea1913b59bde58777f6e944f34e7971", + "prepared_review_unit_hash": "213d5bc84ed355825a22e5bd24e06ddd180150c68248d425e4e0afff3ca360d9", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35888, - "estimated_input_tokens": 8972, - "estimated_eval_tokens": 18200 + "serialized_chars": 35958, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated closed bug reports spanning different models, processors, tokenizer behaviors, and runtime backends. The soft-similarity pairs do not look like true duplicates or mergeable PR-equivalents, so I reject all soft edges.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 45920 is the best cluster representative: it describes a broad, concrete regression affecting multiple models, has inbound references, and is more central than the narrower, single-model bugs here.", + "summary": "This cluster is heterogeneous: the soft pairs share broad vocabulary (training, generation, tokenizer, Flash Attention, multimodal, dtype) but not the same underlying bug or code path. I would reject all soft duplicate edges and treat these as separate issues.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the strongest standalone issue in the set because it is well-scoped, high-impact, and broadly referenced; the others are mostly isolated failures with less cluster-wide relevance.", + "best_issue_reason": "No single issue is a good canonical representative here; the issues cover unrelated bugs across training, inference, tokenization, multimodal processing, and packaging.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "Different bugs: checkpoint-resume key mismatch vs a qwen3_omni_moe helper-function logic issue." + "reason": "Both concern training start/resume problems, but one is an empty epoch iterator on resume while the other says FineWeb SLM training never starts; likely different root causes." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "Different failure modes and code paths: Sam3Video CUDA OOM vs Swin2SR over-padding in an image processor." + "reason": "OOM in Sam3Video is a memory-capacity issue, while Swin2SR over-padding is an image preprocessing bug; not the same code-path problem." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "Unrelated: LoRA merge collapsing output embeddings vs hitting the 2^24 category limit." + "reason": "LoRA/vocab collapse and category-count overflow are unrelated failures in different parts of the library." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Both involve import/utilities, but one hides tokenizer decode errors and the other is a missing availability symbol; not the same bug." + "reason": "One is exception masking in tokenizer error handling; the other is a missing import_utils symbol. Same utility area, but different bugs." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Different runtime issues: NoneType broadcast in Trainer vs MacOS bus error loading a CLIP model." + "reason": "Trainer `_gpu_broadcast_one` NoneType failure and MacOS bus error with CLIP are unrelated symptoms and code paths." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "Both are dtype-related crashes, but they affect different models and execution paths, so they are not the same underlying bug." + "reason": "Local-path import warnings and tensor-parallel OOM when loading Qwen2-57B are completely different issues." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Import warning for local paths is unrelated to loading a huge model with tensor parallelism and OOM." + "reason": "Both mention precision, but one is AMP/CUDA loss crashing and the other is BF16 inference dtype mismatches in different models; not mergeable as one fix." }, { "left": "issue:45593", "right": "issue:47000", "accept": false, - "reason": "Both are detection losses, but one is about auxiliary-loss handling and the other about an infeasible cost matrix; different defects." + "reason": "D-FINE missing auxiliary losses and RTDetrLoss infeasible cost matrix are different detection-loss bugs." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "One is inconsistent chunked generation with compiled forward; the other is cache-config handling limited to quantized cache." + "reason": "Compiled-forward chunked generation inconsistencies and cache max length being ignored are distinct generation/cache behaviors." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Different subsystems: Bamba torch.compile/SDPA failure vs qwen3_omni_moe feature-length helper behavior." + "reason": "Zero probabilities in SigLIP2 and unexpected key/position-id behavior are unrelated model behaviors." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is not the same as unexpected position-id key handling across models." + "reason": "torch.compile/SDPA failure in Bamba and a helper-function length calculation bug in qwen3_omni_moe are different code paths." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Different models and problems: XLMRoberta Flash Attention 2 support vs Llama 3.2 Vision model loading." + "reason": "Flash Attention 2 support in XLMRoberta and Llama 3.2 Vision model loading regression are not the same bug." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Failing Flash Attention 2 tests are unrelated to embedding reinitialization after resizing token embeddings." + "reason": "Failing Flash Attention 2 tests and embedding reinitialization after resize are unrelated." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template tool-call tokenization crash is unrelated to qwen2.5-vl video position-id issues." + "reason": "Chat template tool-call handling and Qwen2.5-VL video position IDs are separate multimodal features with different failures." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "BART generation mask bug and Trainer broadcast NoneType error are distinct code paths with different symptoms." + "reason": "Bart generate decoder_attention_mask initialization and trainer GPU broadcast NoneType are unrelated bugs." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to undefined variables in the multimodal-token counting video branch." + "reason": "German DistilBertModel issue and GeneratorExp/JIT export failure are different model/export problems." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Completely different issues: German DistilBertModel error vs TorchScript GeneratorExp export failure." + "reason": "BF16-to-FP32 dtype change in eval and undefined video-branch helpers in multimodal token counting are unrelated." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Tool-call chat-template crash and SmolVLM video-padding bug are different multimodal processing problems." + "reason": "Chat template crashes on tool calls and video padding miscalculation are different subsystems." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 output drift is not the same as Qwen3.5 flash-attention generation failure." - }, - { - "left": "issue:44855", - "right": "issue:46399", - "accept": false, - "reason": "Python 3.13 TorchScript parsing/IndentationError is unrelated to a missing decorator on rotary-pos-emb registration." - }, - { - "left": "issue:29870", - "right": "issue:33290", - "accept": false, - "reason": "Decoder attention-mask crash is unrelated to Adafactor/DeepSpeed OOM." + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation issues do not share the same bug." }, { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Missing internal flash-attention import and missing TensorFlow in a torch extra install are unrelated packaging/import problems." + "reason": "Missing flash-attention import symbol and packaging omitting TensorFlow are unrelated." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Both involve tokenizers, but one is a broad wrong-token-IDs regression and the other is return_tensors being ignored in a specific API shape." + "reason": "Tokenizer wrong token IDs for many models and return_tensors being ignored when text_kwargs is passed are different API regressions." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift in evaluation and gradient checkpointing being disallowed in eval mode are separate concerns." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to trust_remote_code breaking after removing is_torch_fx_available." + "reason": "DSA indexer ReLU discussion and removal of is_torch_fx_available breaking trust_remote_code are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 IndentationError from a comment near a decorator and a missing decorator on apply_rotary_pos_emb registration are different parser/registration bugs." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "IterableDataset multi-image finetuning failure and BEiT reduce_labels returning one label are different bugs." + "reason": "Qwen2.5-VL iterable multi-image finetuning failure and BeitImageProcessorFast reduce_labels bug are unrelated." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to bf16-to-fp32 embedding dtype changes." + "reason": "Trainer broadcast NoneType and deepspeed Adafactor OOM are different distributed-training failures." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion does not match the trust_remote_code breakage from removing is_torch_fx_available." + }, + { + "left": "issue:29870", + "right": "issue:33290", "accept": false, - "reason": "Flash-attention generation correctness and multi-GPU CUDA OOM are different failure classes and cannot be merged as one fix." + "reason": "Bart generate mask bug and Adafactor/deepspeed OOM are unrelated." } ] }, @@ -10176,7 +10141,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:25251", "issue:29127", @@ -10184,7 +10149,6 @@ "issue:29942", "issue:30064", "issue:32090", - "issue:33290", "issue:33357", "issue:34567", "issue:34689", @@ -10199,6 +10163,7 @@ "issue:43611", "issue:43653", "issue:43701", + "issue:43756", "issue:43873", "issue:43927", "issue:43976", @@ -10228,8 +10193,8 @@ "issue:46858" ], "soft_pairs": [ + "issue:44977|issue:45229", "issue:43927|issue:45698", - "issue:32090|issue:33290", "issue:46421|issue:46858", "issue:42490|issue:43873", "issue:43873|issue:45229", @@ -10240,212 +10205,219 @@ "issue:44871|issue:44977", "issue:29127|issue:34567", "issue:33357|issue:39692", - "issue:44568|issue:45491", "issue:45588|issue:45823", - "issue:44561|issue:44779", "issue:43278|issue:43575", + "issue:44561|issue:44779", + "issue:44568|issue:45491", "issue:41720|issue:45229", + "issue:44186|issue:45198", "issue:43611|issue:46121", "issue:44977|issue:45563", - "issue:44186|issue:45198", "issue:45198|issue:45803", "issue:44361|issue:45198", "issue:29870|issue:34689", "issue:43653|issue:44743", - "issue:44206|issue:44479", "issue:29942|issue:30064", - "issue:42915|issue:42994" + "issue:44206|issue:44479", + "issue:42915|issue:42994", + "issue:43756|issue:45440" ], - "prepared_review_unit_hash": "c989dcbdeededefe8c150eb74c360cf2aa03985999a7d3eb84aa2e982aa37de2", + "prepared_review_unit_hash": "10be330be30c060d9ac301f7a0c0d5944b839ff48ade56120d97726ea47854b3", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35915, - "estimated_input_tokens": 8979, - "estimated_eval_tokens": 18214 + "soft_pair_count": 28, + "serialized_chars": 36252, + "estimated_input_tokens": 9063, + "estimated_eval_tokens": 18382 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is not a duplicate set; the soft edges only show superficial subsystem overlap, while each pair targets a different bug or regression. No PRs are present.", + "summary": "These issues are mostly unrelated regression reports across different models, subsystems, and failure modes. I do not see any safe duplicate merges among the soft pairs.", "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits this cluster because the issues span unrelated bug classes and code paths (tokenization, generation, trainer, cache, quantization, model loading, and docs).", + "canonical_issue_reason": "issue:43873 is the most discussion-heavy open bug and the broadest active anchor in the set, but it is not a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative; the set is too heterogeneous for one issue to serve as a useful canonical duplicate target.", + "best_issue_reason": "issue:43873 is the best single representative because it has the most activity and references; however, the cluster is too heterogeneous for a real duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "Both involve save/load behavior, but one is about lost custom token IDs and the other about loading the wrong custom module. Different failures." + "reason": "Different models and failure modes: flash-attention generation bug vs multi-GPU CUDA OOM." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Different Trainer/DeepSpeed problems: NoneType broadcast vs AdaFactor OOM. Not the same bug." + "reason": "Both involve save/load, but one is custom token IDs in config and the other is wrong custom module resolution." }, { "left": "issue:46421", "right": "issue:46858", "accept": false, - "reason": "Both touch cache/compile, but one is about spurious recompilation and the other about device-tensor seq-length arithmetic. Distinct code-path bugs." + "reason": "Both touch cache/compile, but one is lazy cache recompilation and the other is device-tensor seq-length arithmetic on non-CUDA backends." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "A trailing-slash import warning is unrelated to quantization offloading behavior." + "reason": "Import-path warning is unrelated to quantization offloading behavior." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Offloading with quantization and Gemma4 multi-GPU OOM are different symptoms and likely different root causes." + "reason": "Quantization offloading bug is unrelated to Gemma4 multi-GPU OOM." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting behavior is unrelated to a Trainer broadcast NoneType error." + "reason": "Pipeline top_k nesting change is unrelated to Trainer GPU broadcast NoneType error." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "One is a v4/v5 output difference for Pegasus; the other is lm_head.weight serialization tied to device. Not the same issue." + "reason": "Both are version regressions, but one is generation output drift and the other is serialization of lm_head weights." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility regression and DeepSeekV3MoE divergence are unrelated." + "reason": "Python-version compatibility break is unrelated to DeepseekV3MoE divergence from remote implementation." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction and resume_from_checkpoint key mismatch are different bugs." + "reason": "Checkpointing in eval mode and resume checkpoint key mismatch are different bugs." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "EOS token config mismatch is unrelated to a flash-attention generation failure." + "reason": "Gemma eos_token config inconsistency is unrelated to Qwen flash-attention generation failure." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." + "reason": "LayoutLMv3 error-message clarity issue is unrelated to TrainerState token counting." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS CLIP bus error and SigLIP2 doc-example failures are different issues." + "reason": "MacOS CLIP bus error and SigLIP2 doc example errors are different model-specific problems." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Tokenizer special-token addition and Gemma3 NaN embeddings are distinct bugs." + "reason": "Flash-attention s_aux=None crash is unrelated to Gemma4 device-map mismatch during forward." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "flash_attention.py s_aux=None crash and Gemma4 device-map mismatch are different forward-path failures." + "reason": "Embedding dtype drift between train/eval is unrelated to tensor-parallel OOM on model load." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Removal of a helper breaking trust_remote_code models is unrelated to Deepseek tokenizer regression." + "reason": "Removal of is_torch_fx_available and Deepseek tokenizer regression are different breakages." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Eval dtype drift and tensor-parallel OOM are different problems." + "reason": "Tokenizer special-token omission is unrelated to Gemma3 NaN embeddings from sliding-window attention." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Auto device mapping cudaErrorAssert and Gemma4 multi-GPU OOM do not describe the same failure." + "reason": "Both are CUDA issues, but one is device-map assert and the other is OOM on a different model." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save/tokenization failures are unrelated." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "Base_model_prefix loading regression and rope-validation TypeError are separate code-path issues." + "reason": "Base_model_prefix loading breakage is unrelated to rope-parameter JSON list type handling." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation failure and a stale num_return_sequences warning are not the same bug." - }, - { - "left": "issue:44186", - "right": "issue:45198", - "accept": false, - "reason": "LayoutLMv2 NER/padding crashes and Wav2Vec2 save/tokenization failures are unrelated." + "reason": "Flash-attention generation failure is unrelated to a stale warning about num_return_sequences." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization issues and Fuyu bare-except behavior are different bugs." + "reason": "Wav2Vec2 save/tokenization failure is unrelated to Fuyu's bare-except bug." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are not the same underlying issue." + "reason": "MLuke tokenizer AttributeError is unrelated to Wav2Vec2 save/tokenization failure." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "BART generate decoder-attention-mask bug and Llama 3.2 vision model loading regression are unrelated." + "reason": "BART generate() UnboundLocalError and Llama 3.2 Vision loading breakage are different code paths." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token decoding and Qwen3.5 recurrent-state reset are separate bugs." + "reason": "BigBird special-token registration bug is unrelated to Qwen3.5 recurrent-state reset." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Unsupported center arg in a feature extractor and a Qwen video-input regression are different failures." + "reason": "Flash Attention 2 test failures are unrelated to image processor void-segmentation-map handling." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Failing Flash Attention 2 tests and void segmentation map processing are unrelated." + "reason": "Unsupported center arg in feature extractor is unrelated to Qwen VL video-input regression." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Qwen3Moe with FineGrainedFP8Config and quantized model saving are different quantization-related bugs, not duplicates." + "reason": "Both concern quantization, but one is FP8 config failure and the other is quantized model saving." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch is unrelated to DeepseekV3MoE implementation divergence." } ] }, @@ -10467,7 +10439,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:27957", "issue:29127", @@ -10488,7 +10460,6 @@ "issue:43575", "issue:43653", "issue:43701", - "issue:43756", "issue:43824", "issue:43931", "issue:43994", @@ -10502,6 +10473,7 @@ "issue:45072", "issue:45198", "issue:45245", + "issue:45250", "issue:45372", "issue:45406", "issue:45412", @@ -10514,23 +10486,23 @@ "issue:45712", "issue:45834", "issue:46369", + "issue:46640", "issue:46693", "issue:46701" ], "soft_pairs": [ - "issue:43756|issue:45440", "issue:43653|issue:44442", "issue:43065|issue:43994", "issue:43065|issue:45412", - "issue:45372|issue:45588", "issue:44265|issue:45198", - "issue:43412|issue:45588", - "issue:29127|issue:33357", - "issue:45491|issue:46693", + "issue:45372|issue:45588", "issue:43575|issue:43701", + "issue:29127|issue:33357", + "issue:45491|issue:46693", + "issue:43412|issue:45588", "issue:42490|issue:43381", - "issue:45245|issue:45563", "issue:29127|issue:35141", + "issue:45245|issue:45563", "issue:45459|issue:45712", "issue:45440|issue:45593", "issue:43994|issue:45412", @@ -10545,260 +10517,261 @@ "issue:43526|issue:45834", "issue:27957|issue:33290", "issue:27957|issue:29127", - "issue:43526|issue:46693", "issue:43824|issue:44279", - "issue:43994|issue:46369", + "issue:43526|issue:46693", "issue:33290|issue:35141", "issue:33290|issue:34689", "issue:44857|issue:45588", + "issue:43994|issue:46369", "issue:42915|issue:43931", "issue:43526|issue:44186", - "issue:43334|issue:43531" + "issue:43334|issue:43531", + "issue:45250|issue:46640" ], - "prepared_review_unit_hash": "d68b79ae59e563de173291138b85dd440c27629e97a4a613f98fe7b7fcc62bd0", + "prepared_review_unit_hash": "d6133f9de3cc84df42a4bcc71978a2867595fff50a1b5f48b567b55994a78ce2", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 37821, - "estimated_input_tokens": 9456, - "estimated_eval_tokens": 19168 + "serialized_chars": 38283, + "estimated_input_tokens": 9571, + "estimated_eval_tokens": 19398 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated standalone issues across tokenization, model loading, memory, export, and runtime behavior. I don\u2019t see any soft pair that clearly refers to the same underlying bug/change, so all candidate duplicate links should be rejected.", - "confidence": 0.92, - "canonical_issue_reason": "No single issue is a defensible canonical representative: the set is heterogeneous and the soft pairs do not show true duplicates.", + "summary": "The set is heterogeneous overall; the only loose thematic pockets are Flash-Attention, tokenizer/loading, and assorted model-specific bugs. None of the soft pairs look like the same underlying bug/change, so no duplicates are accepted.", + "confidence": 0.93, + "canonical_issue_reason": "issue:46693 is the most concrete and broadly framed issue in the only visible subtheme (FA2/long-context performance); the rest are narrower or unrelated bug reports.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is globally suitable as a duplicate anchor; at best a few are superficially similar by subsystem, but they describe different concrete failures.", + "best_issue_reason": "issue:46693 is the best representative issue because it states a specific regression with reproduction context and likely captures the clearest actionable bug in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43756", - "right": "issue:45440", - "accept": false, - "reason": "Both involve model architecture details, but one is about RoPE layer counts and the other is a DeepSeekV3 implementation divergence; different bugs." - }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer-related, but one is a special-token registration bug and the other is AutoTokenizer loading a specific tokenizer class." + "reason": "Different tokenizer failures: mask-token decode output vs AutoTokenizer loading a specific tokenizer." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Dummy conv in Sam3PixelDecoder and SigLIP2 nonsensical outputs are unrelated failures." + "reason": "Different models and symptoms: dummy Conv2d in Sam3PixelDecoder vs SigLIP2 inference quality issues." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "A dummy layer bug and an RT-DETR memory-leak issue are not the same change or defect." - }, - { - "left": "issue:45372", - "right": "issue:45588", - "accept": false, - "reason": "Gemma 4 processor import failure and flash_attention s_aux handling are distinct code paths." + "reason": "Unrelated bugs: dummy Conv2d implementation vs RT-DETR memory release/GC behavior." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export with torch_compilable_check and Wav2Vec2 save_pretrained/tokenization are unrelated." + "reason": "Different code paths: torch.export failure with torch_compilable_check vs Wav2Vec2 save/tokenization failure." }, { - "left": "issue:43412", + "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Executorch export failure for Gemma3n is unrelated to a flash_attention AttributeError." + "reason": "Different failures: Gemma 4 processor import dependency issue vs flash_attention.py handling of s_aux=None." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Different problems: tensor-parallel OOM on model load vs resume_from_checkpoint key mismatch." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error messaging and a CLIP MacOS bus error are different issues." + "reason": "Different bug classes: clearer error messaging for LayoutLMv3 boxes vs MacOS bus error on CLIP model load." }, { "left": "issue:45491", "right": "issue:46693", "accept": false, - "reason": "Both mention attention/windowing, but one reports NaNs from all-padding windows while the other is a performance regression." + "reason": "Related to FA2, but these describe different bugs: NaN embeddings from all-padding windows vs performance regression in long-context generation." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "TP OOM on model load and resume_from_checkpoint key mismatch are unrelated." + "reason": "Different export/runtime issues: executorch export guard/support problem vs flash attention auxiliary-state crash." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "A trailing-slash import warning and gradient-checkpointing eval-mode restriction are different behaviors." + "reason": "Different behaviors: local-path import warning vs gradient checkpointing being disallowed in eval mode." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Category-count limit error and stale generate warning are unrelated." + "reason": "Different subsystems: LayoutLMv3 error clarity vs embedding reinitialization after resize with untied weights." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "LayoutLMv3 error clarity and embedding reinitialization after resize are different bugs." + "reason": "Different issues: category-count limit runtime error vs stale warning in paged generate()." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Hidden tokenizer errors on missing protobuf and leftover dummy classes are not the same defect." + "reason": "Different concerns: protobuf masking tokenizer errors vs leftover dummy classes leaking into repo/API surfaces." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3 implementation divergence and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Different model-specific bugs: DeepseekV3MoE divergence vs D-FINE auxiliary-loss handling." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 bad outputs and RT-DETR memory release problems are different issues." + "reason": "Different symptoms and models: nonsensical SigLIP2 results vs RT-DETR object lifetime/memory leak." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both touch Gemma 4 processing, but one is a missing import dependency and the other is a missing _tokenizer attribute." + "reason": "Different Gemma 4 problems: import-time dependency failure vs serve-time missing _tokenizer attribute." }, { "left": "issue:45406", "right": "issue:46701", "accept": false, - "reason": "Gemma4Processor serve crash and DiffusionGemmaGenerationOutput pipeline failure are not the same bug." + "reason": "Different pipelines and failures: Gemma4Processor attribute error vs DiffusionGemmaGenerationOutput pipeline breakage." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Tokenizer backend post-processor updates and Gemma3 NaN embeddings are unrelated." + "reason": "Different tokenizer/runtime behaviors: special-token post-processor updates vs FA2 sliding-window NaNs." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "RT-DETR memory not released and SAM3 LiteText memory overflow are different memory issues." + "reason": "Both are memory-related, but one is RT-DETR cleanup/leak behavior and the other is sam3-litetext overflow; not the same bug." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "TP load OOM and int4 reserved-memory regression are different causes and fixes." + "reason": "Different memory issues in different contexts: tensor-parallel model load OOM vs int4 quantization reserved-memory regression." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are separate loading bugs." + "reason": "Tokenizer loading problems, but distinct: wrong decoder type in v5 vs AutoTokenizer ignoring tokenizer.json." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma 4 import failure from mistral_common and protobuf-related tokenizer error masking are unrelated." + "reason": "Different root causes: Gemma 4 processor dependency import failure vs protobuf-related tokenizer error masking." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading and bfloat16 dtype mismatches are unrelated." + "reason": "Different model/tokenizer loading issue vs dtype mismatch in bfloat16 inference." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 OCR index error are different bugs." + "reason": "Different processors and bugs: BeitImageProcessorFast label reduction vs Kosmos2.5 OCR index error." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and Adafactor/deepspeed OOM are unrelated." + "reason": "Different issues: XLMRoberta Flash Attention 2 support vs Adafactor + deepspeed OOM." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and LayoutLMv3 error messaging do not share the same failure." - }, - { - "left": "issue:43526", - "right": "issue:46693", - "accept": false, - "reason": "Label reduction in an image processor and long-context FA2 performance regression are unrelated." + "reason": "Completely different topics: Flash Attention 2 support vs LayoutLMv3 error-message clarity." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "A missing Qwen2.5-VL import and a vague dependency issue are not concrete duplicates." + "reason": "Different dependency/import issues: missing Qwen2.5-VL export vs generic transformers dependency issue." }, { - "left": "issue:43994", - "right": "issue:46369", + "left": "issue:43526", + "right": "issue:46693", "accept": false, - "reason": "Nonsensical SigLIP2 outputs and SAM3 LiteText memory overflow are different problems." + "reason": "Different areas: Beit image-processor label reduction vs FA2 long-context generation regression." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "OOM with Adafactor and embedding reinitialization after resize are unrelated." + "reason": "Different optimization bugs: deepspeed Adafactor OOM vs embedding reinitialization on resize." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Deepspeed OOM and Llama 3.2 Vision load failure are different issues." + "reason": "Different model/loading problem: Adafactor OOM vs Llama 3.2 90B Vision model loading breakage." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "float16 AMP crash in LwDetrImageLoss and flash_attention None-handling are unrelated." + "reason": "Different numeric/mixed-precision bug vs flash_attention.py sinkless-model AttributeError." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Different models and failure modes: bad SigLIP2 outputs vs sam3-litetext memory overflow." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8 failure and Qwen3-VL weight-shape mismatch are different model/load bugs." + "reason": "Different Qwen issues: FineGrainedFP8Config failure vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Beit label reduction and LayoutLMv2 NER padding/truncation crashes are unrelated." + "reason": "Different image-processing bugs: Beit reduce_labels behavior vs LayoutLMv2 NER padding/truncation crash." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL pad_token_id missing and Qwen3-MoE sliding_window behavior are different issues." + "reason": "Different Qwen3-VL vs Qwen3-MoE loading/runtime problems; not the same code-path bug." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Related Flash Attention wording, but one is a generic feature request and the other is a specific issue; not the same underlying bug." } ] }, @@ -10820,7 +10793,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:27957", "issue:29870", @@ -10852,10 +10825,10 @@ "issue:44898", "issue:44913", "issue:44977", + "issue:44987", "issue:45003", "issue:45137", "issue:45245", - "issue:45250", "issue:45325", "issue:45381", "issue:45440", @@ -10864,21 +10837,20 @@ "issue:45859", "issue:45907", "issue:46121", + "issue:46178", "issue:46234", "issue:46399", - "issue:46640", "issue:46697", "issue:46821" ], "soft_pairs": [ - "issue:45250|issue:46640", "issue:43381|issue:43873", "issue:45588|issue:46821", "issue:46121|issue:46399", "issue:43646|issue:44077", "issue:44514|issue:45381", - "issue:43761|issue:45859", "issue:44977|issue:45245", + "issue:43761|issue:45859", "issue:44743|issue:44811", "issue:43262|issue:44206", "issue:44442|issue:44898", @@ -10887,201 +10859,202 @@ "issue:43720|issue:44442", "issue:27957|issue:29870", "issue:45003|issue:45440", - "issue:43316|issue:43525", "issue:44077|issue:44479", + "issue:43316|issue:43525", "issue:43493|issue:43827", "issue:43873|issue:44871", - "issue:45325|issue:46697", "issue:44062|issue:45907", + "issue:45325|issue:46697", "issue:43643|issue:44913", "issue:44855|issue:45137", "issue:43316|issue:45759", - "issue:43749|issue:43931" + "issue:43749|issue:43931", + "issue:44987|issue:46178" ], - "prepared_review_unit_hash": "f7f83194f1f7814f9484c4c157e87de56ea47479bb0600ec5e24182170d7ef06", + "prepared_review_unit_hash": "4694106f9d579af38f588f94c036fbf823c326fb2acd45d733bff9a7cec55404", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35014, - "estimated_input_tokens": 8754, - "estimated_eval_tokens": 17764 + "serialized_chars": 35142, + "estimated_input_tokens": 8786, + "estimated_eval_tokens": 17828 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose grouping of unrelated Transformers bug reports, mostly centered on model/config regressions, loading issues, and multimodal/audio/video edge cases. None of the soft pairs look like the same concrete bug or change, so they should stay separate.", + "summary": "No soft pair looks like a true duplicate: most are separate regressions in different models, processors, or utility paths. The closest-looking pairs still differ in concrete failure mode and code path, so they should stay separate issues.", "confidence": 0.89, - "canonical_issue_reason": "issue:43873 is the broadest and most actively discussed issue in the set, so it works best as a representative anchor for the cluster, even though the cluster is not a true duplicate group.", + "canonical_issue_reason": "issue:43749 is the most broadly impactful and central bug here: it has the most discussion and inbound references, and it describes a core loading regression rather than a narrow model-specific edge case.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 has the highest activity and broadest scope among the listed issues, making it the best single issue to represent the cluster.", + "best_issue_reason": "issue:43749 is the strongest standalone issue for triage because it is high-signal, widely discussed, and likely to have the largest user impact.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45250", - "right": "issue:46640", - "accept": false, - "reason": "Both mention Flash Attention 2, but one is a generic topic title and the other is a specific sink-less-model crash; not the same bug." - }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization/offloading are different code paths and failures." + "reason": "Different problems: one is about gradient checkpointing in eval mode, the other about quantized offloading behavior." }, { "left": "issue:45588", "right": "issue:46821", "accept": false, - "reason": "Flash-attention sink handling and TimesFM window_size are unrelated subsystems and error types." + "reason": "Unrelated subsystems and failures: flash-attention sink handling vs TimesFM window_size attribute handling." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Both involve rotary-related code, but one is a TypeError in rope validation and the other is a registration/decorator ValueError in Qwen3.5 kernels." + "reason": "Different code paths: rope-validation list handling versus Qwen3.5 kernel registration/decorator failure." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Custom model initialization breakage and patchtsmixer post_init policy are different problems, not one bug." + "reason": "One is missing fields from AutoConfig with trust_remote_code; the other is a model config validation change for patchtsmixer." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL issues, but one is batched apply_chat_template padding behavior and the other is video position-id computation." + "reason": "Both are Qwen2.5-VL related, but one crashes in batched chat-template processing and the other has incorrect video position IDs." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "CLIP hidden_states regression and Qwen3.5MoE CPU offload incompatibility are unrelated." + "reason": "Completely different failures: flash-attention generation bug versus category-cardinality runtime error." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and category-cardinality RuntimeError are unrelated." + "reason": "Different models and mechanisms: CLIP hidden_states regression vs Qwen3_5Moe CPU offload incompatibility." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Recurrent-state cache reset in modular Qwen and Whisper batch_decode skip_special_tokens handling are different bugs." + "reason": "Different components: modular Qwen recurrent state handling versus Whisper batch_decode skip_special_tokens behavior." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Both are audio-related, but they hit different APIs and different incorrect defaults/unsupported args." + "reason": "Unrelated audio bugs: chat-template sampling rate defaulting vs unsupported center argument in a feature extractor." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure and Perceiver image sizing failure are separate model/input issues." + "reason": "Different model families and bugs: tokenizer loading failure vs Perceiver image-size interpolation failure." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path slash import warning and Qwen recurrent-state reset are unrelated." + "reason": "Path-normalization import warning is unrelated to modular Qwen recurrent-state reset logic." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Packaging backend omission and missing import_utils symbol are different dependency/API issues." + "reason": "Different backend/import issues with no shared code path: pip extras backend selection vs missing availability helper." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet accelerate-loading unpacking and tokenizer loading for FastSpeech2Conformer are unrelated." + "reason": "BitNet accelerate-loading unpacking bug is unrelated to FastSpeech2Conformer tokenizer loading." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and Bart generate() decoder_attention_mask initialization are different failures." + "reason": "Both involve generation/attention in different models, but the concrete failures differ: Flash Attention 2 support vs an UnboundLocalError in Bart generate()." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "sys.modules access safety and DeepSeekV3MoE implementation divergence are unrelated." + "reason": "Different issue types: unsafe sys.modules access in modeling_utils versus DeepSeekV3MoE implementation divergence." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Gemma3 config API discrepancy and Llama4 missing pad_token_id are similar at a high level but clearly different fields and models." + "reason": "A config/post_init restriction is not the same bug as the v5.3.0 video-input regression across Qwen VL variants." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "patchtsmixer post_init restriction and Qwen video-input regression are separate issues." + "reason": "Both are config discrepancies, but they affect different models and fields; no shared underlying defect is evident." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation mismatch and docs still referencing pipeline() are unrelated." + "reason": "Completely unrelated: SigLIP2 implementation divergence vs docs still mentioning removed pipeline() APIs." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id inconsistency are different configuration problems." + "reason": "Quantization/offloading behavior and Gemma eos_token_id config mismatch are distinct bugs." }, { - "left": "issue:45325", - "right": "issue:46697", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "Qwen2.5-VL rope position scaling and Swin2SR over-padding are unrelated image/video preprocessing bugs." + "reason": "Tokenizer AddedToken construction error is unrelated to list_repo_files failing to forward revision." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:45325", + "right": "issue:46697", "accept": false, - "reason": "AddedToken special-arg duplication and list_repo_files revision forwarding are separate API errors." + "reason": "Different components and symptoms: Qwen2.5-VL rope/position-ID scaling vs Swin2SR image padding logic." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Missing fields with trust_remote_code and GPTNeoX rotary_pct reload persistence are different config-loading bugs." + "reason": "Different configuration persistence bugs: missing fields from trust_remote_code config loading vs GPTNeoX rotary_pct not round-tripping." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 JIT parsing/IndentationError and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "Different runtime environments and failures: torch.jit parsing/IndentationError on Python 3.13 versus DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and AutoModelForCausalLM text_config unwrapping for Qwen multimodal configs are different issues." + "reason": "Both mention config/model init behavior, but one is a Gemma3TextConfig API mismatch and the other is unwrapping text_config for composite Qwen multimodal configs." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight shape mismatch are different loading failures with different root causes." + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different loading failures with different causes." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Different backend problems: model loading regression with transformers>=5.1.0 versus tensorflow_text backend mapping." } ] }, @@ -11103,7 +11076,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:16998", "issue:22355", @@ -11130,23 +11103,24 @@ "issue:43931", "issue:44077", "issue:44079", + "issue:44162", "issue:44188", "issue:44190", "issue:44442", "issue:44464", "issue:44496", "issue:44534", + "issue:44792", "issue:44871", "issue:44913", - "issue:44987", "issue:45216", "issue:45584", "issue:45698", "issue:45803", "issue:46050", - "issue:46178", "issue:46234", "issue:46291", + "issue:46365", "issue:46421", "issue:46506", "issue:46821", @@ -11154,231 +11128,238 @@ "issue:46932" ], "soft_pairs": [ - "issue:44987|issue:46178", "issue:44190|issue:44496", "issue:43232|issue:43388", "issue:43931|issue:45216", "issue:43701|issue:46506", - "issue:44442|issue:45803", "issue:42617|issue:43575", - "issue:43761|issue:44079", - "issue:43761|issue:44188", + "issue:44442|issue:45803", "issue:43550|issue:43701", + "issue:43761|issue:44188", "issue:43575|issue:43742", + "issue:43761|issue:44079", "issue:27957|issue:32090", - "issue:46829|issue:46932", "issue:43606|issue:43701", "issue:25251|issue:28282", + "issue:46829|issue:46932", "issue:42907|issue:45698", - "issue:43295|issue:43825", "issue:16998|issue:22355", + "issue:43295|issue:43825", "issue:43295|issue:44871", "issue:44871|issue:45584", "issue:46234|issue:46291", "issue:44077|issue:44534", "issue:43316|issue:43716", - "issue:43316|issue:46821", "issue:44464|issue:46421", + "issue:43316|issue:46821", "issue:43646|issue:44913", "issue:43452|issue:44496", - "issue:44871|issue:46050" + "issue:44871|issue:46050", + "issue:45803|issue:46365", + "issue:44162|issue:44792" ], - "prepared_review_unit_hash": "da7e64a6916f170fa6d39b2a5d6595ea0fcbabedd2ef193a96ccdfdc274ad286", + "prepared_review_unit_hash": "49364c6f17d26d795e8f8ea300bde292eda22209d8814d0cdff4d97d2115a8d9", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35438, - "estimated_input_tokens": 8860, - "estimated_eval_tokens": 17976 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36259, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many issues mention loading/saving, generation, config, or compilation, but they describe different concrete bugs. I would not merge any of the soft candidates; the best representative issue is the broad custom-model init regression.", - "confidence": 0.56, - "canonical_issue_reason": "Issue #43646 is the broadest representative of the cluster\u2019s repeated load/save/custom-model regression theme, but the cluster overall is noisy rather than a true duplicate set.", + "summary": "The soft pairs are mostly false positives: they share broad transformer themes but describe different bugs, models, or code paths. No strong duplicate cluster emerges; if a representative issue is needed, the broadest regression report is the best fit.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43646 is the broadest and most central bug report in the set, describing a general Transformers 5.0.0 regression affecting custom model initialization rather than a narrow model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "#43646 is the clearest umbrella issue for the cluster because it is the most general v5 custom model initialization regression and overlaps conceptually with several load/save-related reports.", + "best_issue_reason": "issue:43646 is the best representative because it is a general framework regression and more canonical than the many model- or feature-specific reports in this noisy cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44987", - "right": "issue:46178", - "accept": false, - "reason": "Different failures: model load on a specific repo vs missing backend registration for tensorflow_text." - }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Different code paths and bugs: local dataset loading in a training script vs unrecognized model/config loading." + "reason": "Both involve loading/data setup errors, but one is a local dataset script failure and the other is an unrecognized model/config issue; different underlying problems." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "One is generation state update after sync_gpus; the other is metric gathering dropping tuple labels." + "reason": "Both mention generation/training internals, but one is about sync_gpus/update_model_kwargs in generation and the other is about gather_for_metrics dropping tuple labels; not the same bug." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Different lifecycle stages: load-time weight shape mismatch vs save_pretrained producing an incorrect checkpoint." + "reason": "Both are model loading/config shape problems, but one is a Qwen3-VL weight-shape mismatch and the other is a save_pretrained regression for Qwen3.5; different failure modes." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA output divergence." - }, - { - "left": "issue:44442", - "right": "issue:45803", - "accept": false, - "reason": "Tokenizer loading failure is unrelated to Fuyu tensor conversion swallowing exceptions." + "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA output divergence for PPDocLayoutV3." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "Both involve parallelism/memory concerns, but they are different models and distinct OOM vs script-failure reports." + "reason": "One is about running a 3D parallel script, the other is OOM when loading a specific Qwen model with tensor parallelism; same general area, not the same defect." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "CLIP hidden_states regression is not the same as ModelOutput key assignment semantics." + "reason": "Tokenizer loading failure and bare-except swallowing interrupts are unrelated bugs." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Hidden-states omission and attention-kernel divergence are separate bugs in different code paths." + "reason": "torch.compile with SDPA on Bamba and checkpoint key mismatch are different code paths and symptoms." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "torch.compile SDPA failure is unrelated to resume_from_checkpoint key mismatches." + "reason": "One is CLIPVisionModel returning hidden_states=None; the other is attention kernel divergence under allow_is_bidirectional_skip with torch.compile. Different root causes." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "TP OOM on a large Qwen model is not the same as a key error loading MobileLLM." + "reason": "OOM while loading a large Qwen model is not the same as a key error when loading MobileLLM-125M." }, { - "left": "issue:27957", - "right": "issue:32090", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Flash Attention model support and Trainer _gpu_broadcast_one NoneType errors are unrelated." + "reason": "Hidden-states regression in CLIPVisionModel is separate from ModelOutput key assignment when a field was previously None." }, { - "left": "issue:46829", - "right": "issue:46932", + "left": "issue:27957", + "right": "issue:32090", "accept": false, - "reason": "VideoPrism output field mix-up is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a Trainer GPU broadcast TypeError." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is a different bug from checkpoint key mismatches." + "reason": "CPU offload device mismatch in bark-small and resume checkpoint key mismatch are unrelated." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k nesting behavior is unrelated to missing PyTorch import errors." + "reason": "Pipeline top_k nesting change is unrelated to AutoModel PyTorch import errors." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:46829", + "right": "issue:46932", "accept": false, - "reason": "Both touch save/load behavior, but one is saving dequantized models and the other is loading the wrong custom module." + "reason": "VideoPrism hidden_states output bug and Gemma4 quantized embedders dtype-casting issue are different model families and code paths." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "Custom processor/tokenizer regression is unrelated to a pipeline error message about translation tasks." + "reason": "Saving dequantized Ministrals/Devstrals and loading the wrong custom module after save_pretrained are both save/load related but clearly different bugs." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "Model max length behavior for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." + "reason": "Model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 is not the same as pipeline translation support error messaging." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer regression is a different bug from Gemma-3 eos_token_id inconsistency." + "reason": "Custom processor.tokenizer regression and Gemma-3 eos_token_id inconsistency are distinct configuration issues." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma-3 eos token config mismatch is unrelated to Whisper empty-transcription generation failure." + "reason": "Gemma-3 eos_token_id mismatch and Whisper empty transcription failure after align_special_tokens are different generation/tokenization bugs." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing import_utils helper and kernels import requirements are separate dependency issues." + "reason": "Missing is_falcon_mamba_ssm_available helper and kernels import requiring version/revision are unrelated import/package issues." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init validation and non-persistent buffer junk are different model initialization regressions." + "reason": "PatchTSMixer optional post_init validation and non-persistent buffers filled with junk are separate v5 behavior changes." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API mismatch is unrelated to Mistral-3 image dtype mismatch." + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are unrelated multimodal configuration bugs." }, { - "left": "issue:43316", - "right": "issue:46821", + "left": "issue:44464", + "right": "issue:46421", "accept": false, - "reason": "Gemma3TextConfig discrepancy is not the same as a TimesFM window_size AttributeError." + "reason": "Chunked generation inconsistency with compiled forward is different from spurious recompilation caused by cache lazy initialization." }, { - "left": "issue:44464", - "right": "issue:46421", + "left": "issue:43316", + "right": "issue:46821", "accept": false, - "reason": "Both mention chunked generation/compile, but one is wrong outputs and the other is spurious recompilation." + "reason": "Gemma3TextConfig API mismatch and TimesFM window_size AttributeError are unrelated configuration errors." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "General custom model initialization breakage does not match GPTNeoXConfig rotary_pct reload behavior." + "reason": "Custom model initialization breakage and GPTNeoXConfig rotary_pct not persisting on reload are different serialization/config issues." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file loading failures and missing model_type errors are distinct model-loading problems." + "reason": "gguf_file breaking AutoTokenizer/AutoModel load and an unrecognized model/config error are not the same underlying bug." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma-3 token config inconsistency is unrelated to quantized model save_pretrained/from_pretrained breakage." + "reason": "Gemma-3 eos_token_id inconsistency and quantized model save/load breakage after sinq are separate regression classes." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion and Trainer import failure due to datasets are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 broken workflow report and janus image generation test failure are not the same bug." } ] }, @@ -11400,7 +11381,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:35141", "issue:41950", @@ -11419,7 +11400,6 @@ "issue:43650", "issue:43673", "issue:43688", - "issue:44162", "issue:44190", "issue:44242", "issue:44514", @@ -11429,6 +11409,7 @@ "issue:44734", "issue:44743", "issue:44792", + "issue:44855", "issue:44913", "issue:44964", "issue:44977", @@ -11436,6 +11417,7 @@ "issue:45200", "issue:45406", "issue:45542", + "issue:45588", "issue:45600", "issue:45632", "issue:45698", @@ -11444,25 +11426,22 @@ "issue:46178", "issue:46202", "issue:46234", - "issue:46365", "issue:46369", "issue:46424", "issue:46640", "issue:46894" ], "soft_pairs": [ - "issue:44162|issue:44792", - "issue:45803|issue:46365", "issue:43404|issue:43441", - "issue:44610|issue:46369", "issue:44242|issue:46894", "issue:43065|issue:44617", + "issue:44610|issue:46369", "issue:43540|issue:44514", "issue:45632|issue:46424", - "issue:45542|issue:46234", "issue:43572|issue:46178", - "issue:45803|issue:46170", + "issue:45542|issue:46234", "issue:43650|issue:46202", + "issue:45803|issue:46170", "issue:44792|issue:45600", "issue:43504|issue:45698", "issue:44792|issue:44977", @@ -11475,186 +11454,181 @@ "issue:43388|issue:43688", "issue:35141|issue:42490", "issue:44190|issue:44964", - "issue:44734|issue:45406" + "issue:44734|issue:45406", + "issue:44855|issue:45588" ], - "prepared_review_unit_hash": "e8b981fb706e420ea452d45f64c497f9816cef937b602d9d5499ea5ffd255112", + "prepared_review_unit_hash": "c3492be17a64fdb929e8084e89c83a78400b6aa3f841ac1ebfe930111b59b3c8", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 25, - "serialized_chars": 34482, - "estimated_input_tokens": 8621, - "estimated_eval_tokens": 17498 + "soft_pair_count": 24, + "serialized_chars": 34303, + "estimated_input_tokens": 8576, + "estimated_eval_tokens": 17408 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs are all soft similarities, but they span unrelated bugs and code paths; none should be treated as duplicates. No pull requests are present.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue is suitable: the set is heterogeneous across unrelated subsystems, so there is no shared underlying bug to canonicalize.", - "canonical_pr_reason": "No PRs are present in the input.", - "best_issue_reason": "No global best issue candidate stands out as a duplicate target; the issues describe distinct problems rather than one central defect.", - "best_pr_reason": "No PRs are present in the input.", + "summary": "These issues are thematically broad but not duplicates of one another; none of the soft pairs look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45698 has the strongest triage signal (most discussion and inbound references) and is a concrete, well-scoped loading bug, so it is the best representative of this otherwise mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best standalone issue to anchor the cluster because it is specific, actionable, and high-signal, even though it is not duplicated by the others.", + "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44162", - "right": "issue:44792", - "accept": false, - "reason": "Different products and failures: ESM2 runtime breakage vs a janus image-generation test failure." - }, - { - "left": "issue:45803", - "right": "issue:46365", - "accept": false, - "reason": "Different bugs: Fuyu batch tensor conversion error vs Trainer import failure tied to datasets installation." - }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "One is a missing lm_head tie in Mistral3; the other is a FlashAttention support failure in Ministral-3." - }, - { - "left": "issue:44610", - "right": "issue:46369", - "accept": false, - "reason": "Unrelated model/pipeline problems: OmDet-Turbo image size mismatch vs Sam3-LiteText memory overflow." + "reason": "Different failures: tied lm_head weights vs FlashAttention support in a different model." }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Both involve loss computation, but the models and mechanisms differ; not the same underlying bug." + "reason": "Both concern loss computation, but the models and bug mechanisms differ; not the same code path." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is a different issue from Sam3Video OOM." + "reason": "A dummy Conv2d definition is unrelated to a SAM3 video OOM symptom." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor output size mismatch is not the same as memory overflow in sam3-litetext." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both are multimodal Qwen issues, but one is video input processing and the other is batched chat-template padding behavior." + "reason": "Video-input ValueError and batched chat-template padding crash are separate input-processing bugs." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Different cache-related problems: trust_remote_code path collision vs max_cache_length being ignored outside quantized cache." - }, - { - "left": "issue:45542", - "right": "issue:46234", - "accept": false, - "reason": "TensorFlow backend detection error is unrelated to a missing import_utils helper for falcon mamba availability." + "reason": "Cache-path collision for trust_remote_code is unrelated to max_cache_length handling." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and tensorflow_text backend mapping error are unrelated config/backend issues." + "reason": "Missing config field and undefined backend mapping are different regressions." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:45542", + "right": "issue:46234", "accept": false, - "reason": "Different failure modes and platforms: Fuyu exception handling vs Windows/ROCm torch.distributed import dependency." + "reason": "TensorBoard/TensorFlow backend selection is unrelated to a missing import_utils availability helper." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "Non-specific ADD THE DATA report is not the same as a Gemma tokenizer roundtrip failure." + "reason": "A placeholder/data request is unrelated to a Gemma tokenization roundtrip bug." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing errors is not the same bug as the Windows ROCm distributed import issue." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A janus test failure and stale Sam3LiteText auto_mappings references are distinct issues." + "reason": "A Janus image-generation test failure is unrelated to stale auto_mappings entries for Sam3LiteText." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Beit legacy-field loading failure and wrong custom-module loading after save_pretrained are different load-path bugs." + "reason": "Legacy preset loading and wrong custom-module loading after save/load are different serialization problems." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Different models and symptoms: janus image generation test vs Qwen3.5 flash-attention generation failure." + "reason": "Janus image-generation testing and Qwen3.5 flash-attention generation failure are unrelated." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA/extended-vocabulary collapse on tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "LoRA/extended-vocab collapse with tied embeddings is not the same as missing mm_token_type_ids defaults." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "Both mention Flash Attention, but one is explicit unsupported-model behavior and the other is an unspecified issue; not the same code path." + "reason": "A model explicitly not supporting Flash Attention 2 is different from a generic Flash Attention 2 issue report." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification processor selection and Sam3 vision encoder missing fpn_position_embeddings are unrelated." + "reason": "Image-processor lookup in a video pipeline and a missing SAM3 video attribute are different bugs." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "Missing pad_token_id in one config and sliding_window behavior in another model are not the same defect." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Transformers v5 non-persistent buffer junk and GPTNeoX rotary_pct reload regression are different config/state bugs." + "reason": "Non-persistent buffer initialization and GPTNeoX rotary_pct reload behavior are unrelated." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Cache missing in chunked_prefill and recurrent state reset with seq_len>1 are both cache-related but not the same implementation bug." + "reason": "Chunked-prefill cache missing and recurrent-state reset with cache are different cache-path failures." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "gather_for_metrics label truncation and auxiliary-loss normalization are unrelated training bugs." + "reason": "Metric gathering dropping tuple labels is unrelated to auxiliary-loss normalization." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinitialization on resize and local-path trailing-slash import warning are unrelated." + "reason": "Embedding reinitialization during resize and a trailing-slash model-path warning are unrelated." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in a training script and loading a specific multimodal model are different failure cases." + "reason": "Dataset loading in a training script is not the same as loading a multimodal model checkpoint." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + "reason": "KV-cache continuation indexing and Gemma4Processor missing _tokenizer are separate serve-time crashes." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing failure is unrelated to the flash_attention.py s_aux=None AttributeError." } ] }, @@ -11676,7 +11650,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:25251", "issue:27957", @@ -11728,118 +11702,105 @@ "issue:47013" ], "soft_pairs": [ - "issue:44855|issue:45588", "issue:44869|issue:46832", - "issue:45072|issue:46932", "issue:29870|issue:35141", + "issue:45072|issue:46932", "issue:45245|issue:46858", "issue:45632|issue:46617", "issue:43827|issue:43994", "issue:46082|issue:46697", - "issue:43931|issue:44060", "issue:44617|issue:45584", + "issue:43931|issue:44060", "issue:43644|issue:44913", "issue:25251|issue:27957", "issue:43335|issue:44855", - "issue:43673|issue:46421", "issue:44077|issue:44877", "issue:44242|issue:46897", + "issue:43673|issue:46421", "issue:44933|issue:45362", "issue:45381|issue:46369", "issue:45563|issue:45584", - "issue:43550|issue:44190", "issue:41720|issue:45245", + "issue:43550|issue:44190", "issue:43065|issue:44610", "issue:44479|issue:44734", "issue:43335|issue:44190", - "issue:45588|issue:47013", "issue:43854|issue:44792", + "issue:45588|issue:47013", "issue:44617|issue:46369", "issue:45381|issue:46655", "issue:39692|issue:44190" ], - "prepared_review_unit_hash": "5412399c25c4577e9abf8d87461ff8b242092ca23ad35037a737a97b42d16b68", + "prepared_review_unit_hash": "312fba84c9ce1d73dc3a3175ee74f256eec8388ddffa7bdcf9623736fff769e8", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36531, - "estimated_input_tokens": 9133, - "estimated_eval_tokens": 18522 + "soft_pair_count": 28, + "serialized_chars": 36230, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft pairs are mostly false positives: they share broad keywords like cache, generation, vision, or dtype, but each points to a different concrete failure mode and code path. No PRs are present. If one issue must anchor the cluster, #43644 is the most general framework-level regression.", - "confidence": 0.89, - "canonical_issue_reason": "#43644 is the broadest and most cross-cutting bug in the set (framework-wide v5.0.0 state/buffer regression) and even has an inbound reference, so it is the best anchor if this cluster needs a single representative issue.", + "summary": "Highly heterogeneous set of issues across unrelated models/subsystems. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because this cluster is not a true duplicate set; the items cover many unrelated failures and regressions.", "canonical_pr_reason": null, - "best_issue_reason": "#43644 is the most suitable representative issue: it is systemic rather than model-specific, and its scope is closer to a cluster-level canonical bug than the others.", + "best_issue_reason": "No best issue for duplicate consolidation: the set is too diverse, and no issue is clearly representative of a duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44855", - "right": "issue:45588", - "accept": false, - "reason": "Different failures: Python 3.13 import/parsing issue vs flash-attention crash on s_aux=None." - }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper decoding edge case and RT-DETR feature-level mismatch are unrelated bugs." + "reason": "Different subsystems and failure modes: Whisper timestamp decoding vs RT-DETR feature-level handling." }, { - "left": "issue:45072", - "right": "issue:46932", + "left": "issue:29870", + "right": "issue:35141", "accept": false, - "reason": "Both mention dtype/quantization, but they affect different models and different code paths." + "reason": "Both are generation/model bugs, but they affect different code paths and symptoms; not the same defect." }, { - "left": "issue:29870", - "right": "issue:35141", + "left": "issue:45072", + "right": "issue:46932", "accept": false, - "reason": "Bart generate() mask initialization bug is unrelated to embedding resize/post_init reinitialization." + "reason": "Both mention dtype casting, but on different models/components and with different concrete failures." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "A category-count runtime limit and a static-cache slice-arithmetic bug are not the same issue." + "reason": "Category-cardinality error is unrelated to cache sequence-length tensor arithmetic." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both involve trust_remote_code cache handling, but one is a leaf-directory collision and the other is a FileNotFoundError." + "reason": "Both involve trust_remote_code/cache, but one is a path collision and the other is a FileNotFoundError with a different cause." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() is separate from a SigLIP2 model/pipeline output correctness bug." + "reason": "One is stale docs after pipeline removal; the other is a model/pipeline correctness issue." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "Llama head_dim validation and Swin2SR over-padding are different configuration/processor bugs." - }, - { - "left": "issue:43931", - "right": "issue:44060", - "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weight warning are different model-loading defects." + "reason": "Config validation for head_dim is unrelated to image processor over-padding." }, { "left": "issue:44617", @@ -11847,125 +11808,125 @@ "accept": false, "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription generation failure." }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape loading mismatch is not the same as Qwen3-Next tied-weights warning logic." + }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Framework buffer initialization regression and GPTNeoX config reload loss are separate persistence bugs." + "reason": "Non-persistent buffer initialization bug and GPTNeoX config reload regression are different issues." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 support are unrelated." + "reason": "Pipeline top_k nesting bug and XLMRoberta Flash Attention 2 support are unrelated." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Sparse-layer config construction and a DebertaV2 Python 3.13 import error are unrelated." - }, - { - "left": "issue:43673", - "right": "issue:46421", - "accept": false, - "reason": "Both mention chunked prefill/cache, but one is missing cache initialization and the other is spurious recompilation from lazy cache init." + "reason": "Sparse layer creation bug is unrelated to Python 3.13 TorchScript parsing/indentation failure." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Optional post_init validation and strict config loading for granite_speech are different configuration problems." + "reason": "Optional post_init restriction and strict config loading are different config-policy problems." }, { "left": "issue:44242", "right": "issue:46897", "accept": false, - "reason": "Load-balancing loss omission and Florence2 double-shift training loss bug are different training-loss issues." + "reason": "Load-balancing loss omission and Florence2 double-shift training bug are different loss-calculation defects." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Cache missing in v5 chunked prefill and cache lazy-init recompilation are adjacent but not the same bug." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing image_utils import and Qwen3.5 chat crash are unrelated." + "reason": "Missing import and Qwen3.5 chat crash are unrelated." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Qwen2.5-VL video position IDs and Sam3-litetext memory overflow are different model/runtime failures." + "reason": "Qwen2.5-VL video position IDs bug is unrelated to Sam3-LiteText memory overflow." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale warning in paged generate() is not the same as Whisper empty-transcription failure." + "reason": "Stale warning for num_return_sequences is unrelated to Whisper empty transcription failure." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:41720", + "right": "issue:45245", "accept": false, - "reason": "torch.compile/SDPA model failure and local dataset loading in an example script are unrelated." + "reason": "Auto device mapping CUDA assert and category-count limit are different failure modes." }, { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "Qwen3 device-mapping cudaErrorAssert and category-count limit errors are unrelated runtime issues." + "reason": "torch.compile/SDPA model failure is unrelated to local dataset loading in the training script." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder and a 640px-vs-224px processor mismatch are different vision bugs." + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are unrelated." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video-input regression in Qwen VL models and KV-cache continuation indexing in serve are different code paths." + "reason": "Video input regression across Qwen VL models is unrelated to serve KV-cache continuation indexing." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Sparse-layer config bug and local dataset loading failure do not describe the same underlying problem." + "reason": "Sparse-layer config bug is unrelated to dataset-loading failure." }, { - "left": "issue:45588", - "right": "issue:47013", + "left": "issue:43854", + "right": "issue:44792", "accept": false, - "reason": "Flash-attention s_aux handling and xLSTM unpacking of backend returns are distinct runtime assumptions." + "reason": "Model loading test failure for GLM-4.7-Flash is unrelated to janus image-generation test failure." }, { - "left": "issue:43854", - "right": "issue:44792", + "left": "issue:45588", + "right": "issue:47013", "accept": false, - "reason": "GLM-4.7-Flash loading in unit tests and Janus image-generation test failure are unrelated model/test issues." + "reason": "Flash-attention sinkless-model crash and xLSTM unpacking crash are different code paths." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Both are memory-related, but one is OOM during video inference and the other is a separate model-specific overflow report." + "reason": "Both mention memory, but one is an OOM in Sam3Video and the other is a model-specific memory overflow; not the same bug." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both involve video processors, but the bugs are different: wrong vision_position_ids vs incorrect padding calculation." - }, - { - "left": "issue:45245", - "right": "issue:46858", - "accept": false, - "reason": "These are unrelated runtime failures: a category-limit exception versus cache seq-length device arithmetic." + "reason": "Both concern video processing, but one is wrong vision_position_ids and the other is incorrect padding calculation." }, { - "left": "issue:46932", + "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "Gemma4 quantized embedder casting and image-classification local dataset loading are not the same bug." + "reason": "SigLIP2 docs/model mismatch is unrelated to local dataset loading." } ] }, @@ -11987,7 +11948,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:25251", "issue:27957", @@ -12044,19 +12005,19 @@ "issue:44464|issue:45563", "issue:44779|issue:46489", "issue:45290|issue:46752", - "issue:44521|issue:45381", "issue:44112|issue:45600", "issue:43540|issue:44734", + "issue:44521|issue:45381", "issue:45276|issue:45584", "issue:25251|issue:29870", "issue:43526|issue:46697", - "issue:44737|issue:45803", - "issue:44938|issue:45542", - "issue:44462|issue:45907", "issue:43643|issue:44496", + "issue:44462|issue:45907", + "issue:44938|issue:45542", + "issue:44737|issue:45803", "issue:43854|issue:44964", - "issue:43673|issue:46858", "issue:44246|issue:45003", + "issue:43673|issue:46858", "issue:44964|issue:45600", "issue:27957|issue:35141", "issue:45632|issue:46234", @@ -12068,202 +12029,196 @@ "issue:43404|issue:45216", "issue:36246|issue:38617" ], - "prepared_review_unit_hash": "29cd73ed7e9156fbb024b953d9f03e1434f178934363fe246020d63363438991", + "prepared_review_unit_hash": "dc08620a61fbddafd4fd14ea5a4f47f68f1b1adc3206430c66b1e2280d6a6180", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36523, - "estimated_input_tokens": 9131, - "estimated_eval_tokens": 18518 + "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": "This is a broad false-positive cluster: the issues span unrelated model, tokenizer, generation, import, and CI topics. None of the listed soft pairs look like the same underlying bug/change, so all should be rejected as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "issue:44521 is the most active and user-facing report in the set, with the highest discussion/inbound activity and a clear reproducible API bug; it is the best representative issue even though the cluster itself is not truly cohesive.", + "summary": "This cluster is mostly unrelated issue reports spanning different models, tokenizer paths, generation paths, and import/config problems. None of the soft pairs look like true duplicates, and there are no PRs here.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44521 is the most active and well-documented standalone report in the set, so it's the best available anchor even though the cluster is not a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest triage target overall: concrete behavior, active discussion, and broad impact on a commonly used path (`apply_chat_template`).", + "best_issue_reason": "issue:44521 has the strongest discussion/signals among these issues, but it is not a representative duplicate of the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Different bugs: one is LoRA/weight tying after vocab extension, the other is incorrect visual encoder keys during save_pretrained for Qwen3.5." + "reason": "Both involve save/tied-weight behavior, but they are different models and different bugs: LoRA merge collapse vs incorrect visual encoder keys in save_pretrained." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Different code paths and symptoms: processor.tokenizer/image passing regression vs resize_token_embeddings not updating embed/output weights." + "reason": "Both mention embedding resizing, but the failures are different: a processor/tokenizer regression vs Gemma4 embedding/output propagation not updating." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Both involve generation, but the concrete failures differ: inconsistent chunked outputs under compiled forward vs a stale warning for num_return_sequences." + "reason": "Different generation problems: inconsistent outputs with compiled forward versus a stale warning in paged generate()." }, { "left": "issue:44779", "right": "issue:46489", "accept": false, - "reason": "Same model family but not the same change: generic Deepseek tokenizer regression vs a specific DeepSeek-Coder v1 tokenizer gap tied to PR #44801." + "reason": "Both are DeepSeek tokenizer regressions, but one is generic DeepSeek v5 behavior and the other is a DeepSeek-Coder v1-specific gap in an earlier fix." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Related API area, but distinct failures: crash on assistant tool-call messages vs crash on an empty message list." - }, - { - "left": "issue:44521", - "right": "issue:45381", - "accept": false, - "reason": "Both are multimodal/chat-template adjacent, but one is zeroed assistant masks while the other is wrong vision_position_ids in Qwen2.5-VL video input." + "reason": "Same helper function, but different edge cases: tool-call assistant messages with no content versus an empty messages list IndexError." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Unrelated CI issues: GraniteSpeech stale device override test vs auto_mappings referencing removed Sam3LiteText configs." + "reason": "Both affect CI, but they are unrelated: a stale GraniteSpeech test versus auto_mappings referencing removed configs." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Different subsystems and failures: Qwen3OmniMoe video-input ValueError vs transformers serve KV-cache continuation indexing bug." + "reason": "Different code paths and symptoms: Qwen3OmniMoe video input validation versus transformers serve KV-cache tensor indexing." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal chat/vision issues, but one is assistant mask generation and the other is vision_position_ids for qwen2.5-vl videos." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "No overlap beyond being bugs in model utilities: embedding resize propagation vs Whisper empty-transcription generation failure." + "reason": "Completely different bugs: Gemma4 resize_token_embeddings propagation versus Whisper empty transcription handling after align_special_tokens." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Different issues entirely: pipeline top_k nesting change vs Bart generate decoder_attention_mask UnboundLocalError." + "reason": "No shared underlying bug: pipeline top_k output shape change versus Bart generate() decoder_attention_mask initialization error." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "Different preprocessing bugs: BeitImageProcessorFast reduce_labels truncation vs Swin2SR over-padding." + "reason": "Unrelated image-processing bugs in different models: Beit label reduction versus Swin2SR over-padding." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Distinct causes: XLNet CPU device placement bug vs FuyuBatchFeature bare except swallowing interrupts/errors." + "reason": "Both are config/model loading issues, but one is missing fields from trust_remote_code AutoConfig and the other is an unrecognized model/config.json problem." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "One is Python 3.14 import failure, the other is an environment/backend packaging issue around TensorBoard/TensorFlow." + "reason": "Different repository-access behavior: AutoTokenizer ignoring tokenizer.json versus list_repo_files not forwarding revision." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Different repository-loading problems: AutoTokenizer ignoring tokenizer.json vs list_repo_files not forwarding revision." + "reason": "Unrelated import/runtime issues: Python 3.14 loading failure versus missing TensorFlow backend when only tensorboard is installed." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Both are config/loading related, but one is missing fields with trust_remote_code and the other is unrecognized model/model_type in config.json." + "reason": "Different failures entirely: XLNet device placement bug versus a bare except swallowing KeyboardInterrupt in FuyuBatchFeature." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different model-loading failures for different models; they do not point to the same underlying bug." + "reason": "Both are model loading reports, but they concern different models and failure modes, so they are not the same underlying bug." }, { - "left": "issue:43673", - "right": "issue:46858", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Related to cache, but not the same bug: missing GenerationMixin cache in chunked_prefill vs device-tensor seq_length breaking slice arithmetic for static cache." + "reason": "Import performance and sys.modules safety are not the same issue; no concrete shared bug path is evident." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:43673", + "right": "issue:46858", "accept": false, - "reason": "Import slowness vs unsafe sys.modules access are not the same defect, even if both affect import-time behavior." + "reason": "Both touch cache/generation internals, but one is missing cache in chunked prefill and the other is a device-tensor seq_length arithmetic bug under static cache/torch.compile." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "A model-specific loading issue is unrelated to auto_mappings referencing removed configs and breaking CI." + "reason": "Completely different areas: model loading failure versus CI breakage from removed auto_mappings references." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to embedding reinitialization after resizing token embeddings." + "reason": "Different subsystems: Flash Attention support for XLMRoberta versus embedding reinitialization after token resize." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Cache-path collision for trust_remote_code local models is unrelated to a missing import_utils helper function." + "reason": "Unrelated issues: local trust_remote_code cache path collisions versus a missing import_utils helper." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "GraniteSpeech CI flake and Phi-4 multimodal model loading are different issues with different failure modes." + "reason": "One is a stale CI test in GraniteSpeech; the other is a model-loading problem for Phi-4 multimodal." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE-marker handling and multimodal assistant_masks are separate tokenizer/chat-template bugs." + "reason": "Tokenizer BPE marker handling and multimodal assistant mask generation are different bugs." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "The first is packaging metadata about TensorFlow extra dependencies; the second is a generic dependency issue with transformers." + "reason": "The first is packaging metadata for optional TensorFlow support; the second is a vague dependency issue without the same concrete failure path." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer GPU broadcast of NoneType and embedding reinitialization after resizing vocab are unrelated." + "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding reinitialization after resize_token_embeddings." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and modules: Qwen2_5_VLImageProcessor vs AutoImageProcessor." + "reason": "Both are import errors, but they concern different symbols and module/export problems rather than the same missing export." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Weight tying in Mistral3ForConditionalGeneration is not the same bug as Qwen3.5 save_pretrained checkpoint corruption." - }, - { - "left": "issue:36246", - "right": "issue:38617", - "accept": false, - "reason": "Different missing imports from different modules; no evidence of a shared root cause." + "reason": "Different model families and different bugs: untied lm_head weights versus incorrect checkpoint saving behavior." } ] }, @@ -12285,7 +12240,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:41950", "issue:42907", @@ -12344,15 +12299,15 @@ "issue:43295|issue:45335", "issue:43582|issue:46932", "issue:45083|issue:46506", - "issue:43976|issue:44987", "issue:44496|issue:45042", + "issue:43976|issue:44987", "issue:43526|issue:43901", "issue:43901|issue:44496", - "issue:44016|issue:44220", "issue:43673|issue:44336", + "issue:44016|issue:44220", + "issue:44496|issue:45759", "issue:44683|issue:45446", "issue:42907|issue:43441", - "issue:44496|issue:45759", "issue:43381|issue:45593", "issue:43650|issue:44220", "issue:44016|issue:44062", @@ -12367,214 +12322,214 @@ "issue:44327|issue:46752", "issue:46123|issue:46369" ], - "prepared_review_unit_hash": "2fcf08827c004e9c5941b78c3b439a7531f99789fda317ae9d945bf962b1561e", + "prepared_review_unit_hash": "85523e064fccda62bcbddba28501114c6db18bf5c3e3617ace27fd1c1d1bc9ba", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 35958, - "estimated_input_tokens": 8990, - "estimated_eval_tokens": 18236 + "serialized_chars": 35961, + "estimated_input_tokens": 8991, + "estimated_eval_tokens": 18238 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items span unrelated Transformers bugs in configs, pipelines, cache behavior, docs, and model-specific regressions. None of the soft pairs look like the same underlying issue, so no duplicate merge is justified.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue stands out because the cluster is not a tight duplicate set; the issues are about different code paths and failures.", - "canonical_pr_reason": "No PRs are present in the input.", - "best_issue_reason": "No best issue candidate: the topics are too diverse for one issue to represent the cluster cleanly.", - "best_pr_reason": "No PRs are present in the input.", + "summary": "This cluster is a loose grab bag of mostly unrelated Transformers issues spanning model configs, generation/cache behavior, image processors, FlashAttention, docs, and notebooks. None of the soft-edge candidates look like true duplicates with enough concrete overlap to merge.", + "confidence": 0.88, + "canonical_issue_reason": "No single duplicate theme dominates this set; if one issue must anchor the cluster, #44521 is the strongest representative because it is actively discussed, has inbound references, and is a broadly impactful multimodal templating bug.", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 is the best overall triage anchor: it is detailed, still open, and the most hub-like issue in this list, making it the clearest representative for follow-up.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Different bugs: one is a sliding_window behavior issue in Qwen3-MoE, the other is a stale auto-mapping reference to removed Sam3LiteText configs." + "reason": "Different problems: Qwen3-MoE sliding-window behavior vs a removed auto-mapping reference causing CI breakage." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Both are config-related, but one is Llama head_dim validation and the other is rope-validation handling of a JSON-loaded list; not the same defect." + "reason": "Unrelated config-validation bugs: Llama head_dim handling vs rope-validation accepting JSON-loaded lists." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Unrelated failures: reading position_ids after buffer registration versus divergent CPU/CUDA outputs in PPDocLayoutV3." + "reason": "Different code paths and symptoms: position_ids buffer access vs CPU/CUDA numerical divergence in PPDocLayoutV3." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "A pipeline image-processor lookup bug and a notebook syntax error are clearly different issues." + "reason": "Different subsystems: video-classification processor lookup vs a syntax error in a notebook document." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Both mention cache, but one is missing GenerationMixin cache during chunked_prefill and the other is max_cache_length only applying to Quantized Cache." + "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked prefill while the other is a max_cache_length config limitation for quantized cache." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Different code paths: processor.tokenizer/image handling regression versus resize_token_embeddings not updating decoder.embed_tokens." + "reason": "Distinct regressions: processor.tokenizer/image passing behavior vs t5gemma embedding resize not propagating." }, { "left": "issue:43582", "right": "issue:46932", "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to Gemma4 quantized vision/audio embedder dtype casting." + "reason": "Apple Silicon TypeError in caching warmup is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Qwen3-Omni-MoE feature-length helper behavior is not the same as PPDocLayoutV3 CPU/CUDA result divergence." + "reason": "Different helper/model bug vs runtime backend divergence; only broad ML-model similarity." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "A Python-version compatibility break is not the same as failing to load physical-intelligence/fast." + "reason": "Unrecognized-model config loading vs PIL image processors unnecessarily requiring torchvision are separate failures." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "One is an unrecognized-model/config issue; the other is an incorrect torchvision dependency requirement in PIL image processors." + "reason": "Python version compatibility issue is not the same as loading a specific model failing." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is different from a docs/behavior mismatch for return_all_scores." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to a docs/behavior mismatch for return_all_scores." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mismatch in TextClassificationPipeline does not share the same failure mode as the unrecognized-model import/config error." + "reason": "Docs mismatch for text classification is not the same as a model config import/load failure." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache-missing bug and ANSI-color output issue are different parts of the codebase and unrelated failures." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and audio feature extraction helper failure are unrelated." + "reason": "Notebook syntax error is unrelated to the audio feature-extraction helper bug." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Generation cache handling and ANSI escape generation in loading_report are separate concerns." + "reason": "Different model-loading issues: missing model_type vs AutoModelForCausalLM not unwrapping text_config." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both touch flex_attention, but one is a compiled flex_attention failure on torch>=2.9 and the other is a bad version check for AuxRequest import." + "reason": "Related only by flex_attention; one is compiled flex_attention failing on torch>=2.9, the other is a version-check bug for AuxRequest import." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and FlashAttention failure for Ministral-3 are different bugs." - }, - { - "left": "issue:44496", - "right": "issue:45759", - "accept": false, - "reason": "An unrecognized model error is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + "reason": "Ministral save/dequantization failure is a different bug from Ministral-3 FlashAttention breakage." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are separate issues." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated training/inference issues." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "A vague data request is unrelated to _torch_extract_fbank_features() failing." + "reason": "Placeholder issue title 'ADD THE DATA' is not the same as the _torch_extract_fbank_features bug." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "The notebook syntax error and AddedToken special-argument TypeError do not share the same root cause." + "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both involve flash attention, but they describe different failures: Ministral-3 FlashAttention versus s_aux=None AttributeError in sink-less models." + "reason": "These are both FlashAttention-adjacent, but one is a model-specific Ministral-3 v5 RC failure while the other is a generic s_aux=None AttributeError; not enough evidence they are the same bug." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python support incompatibility and a general dependency issue are not the same bug." + "reason": "Python compatibility breakage and a generic dependency issue are too broad and not the same underlying defect." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus image-generation test failure is unrelated to cache max_cache_length semantics." + "reason": "Janus image-generation test failure is unrelated to cache max length behavior." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "These are two different missing-import problems for different symbols/modules." + "reason": "Missing Qwen2_5_VL export and nonexistent image_utils import are both import errors, but they concern different symbols and fixes." }, { "left": "issue:44521", "right": "issue:46693", "accept": false, - "reason": "assistant_masks being all zero is a functional bug; FA2 long-context slowdown is a performance regression, not the same issue." + "reason": "Multimodal assistant-mask bug and FA2 long-context performance regression are different generation issues." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "A dependency issue with transformers is unrelated to torch 2.4.1 incompatibility." + "reason": "Generic dependency issue is not the same as a torch 2.4.1 incompatibility report." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different multimodal config bugs: default-init when None versus a missing deepstack_visual_indexes field dropped by @strict." + "reason": "Both are config-related, but one is default-init behavior for Phi4MultimodalConfig and the other is a missing field dropped by strict config handling." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "resize_token_embeddings affecting decoder.embed_tokens is unrelated to Whisper empty-transcription generation after align_special_tokens." + "reason": "Different model families and failures: t5gemma embedding resize vs Whisper empty-transcription generation after token alignment." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "decode_spans kth-out-of-bounds in QA is a different failure from apply_chat_template crashing on an empty list." + "reason": "Both touch generation, but QA decode_spans top-k bounds and apply_chat_template on an empty list are separate crash sites." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "A final-partial-batch is_last bug does not match a memory overflow in sam3-litetext." + "reason": "MaskGenerationPipeline final-batch handling and sam3-litetext memory overflow are unrelated." } ] }, @@ -12596,7 +12551,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:33290", "issue:39692", @@ -12658,11 +12613,11 @@ "issue:43577|issue:45216", "issue:44351|issue:45278", "issue:41950|issue:45020", - "issue:46082|issue:46399", "issue:43976|issue:45405", + "issue:46082|issue:46399", "issue:43381|issue:47000", - "issue:44466|issue:45276", "issue:44779|issue:45812", + "issue:44466|issue:45276", "issue:43299|issue:45357", "issue:46082|issue:46512", "issue:43650|issue:46209", @@ -12672,20 +12627,20 @@ "issue:43299|issue:43854", "issue:44462|issue:45081", "issue:44016|issue:44291", - "issue:44683|issue:45542", "issue:45588|issue:47000", + "issue:44683|issue:45542", "issue:43479|issue:43525", "issue:33290|issue:45656", "issue:45081|issue:45907" ], - "prepared_review_unit_hash": "6c3dce42d057423e528b85d1c59a3c0875a38b89e23b115b2de2c40976227db7", + "prepared_review_unit_hash": "7e7776a3533bff3c86252299c4412401e86cef1dad4952c59e3c7beecf7261fa", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, @@ -12700,186 +12655,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated, with a few broad theme overlaps around tokenizers, configs, and v5 regressions. None of the soft pairs look like the same underlying bug/change closely enough to merge as duplicates.", - "confidence": 0.75, - "canonical_issue_reason": "issue:43299 is the most central node in the similarity graph and a concrete, well-scoped regression report, so it is the best stand-in if one issue must represent the cluster.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:43299 is the strongest representative because it is concrete, regression-oriented, and appears in multiple soft-similarity links; still, it should not absorb the other issues as duplicates.", - "best_pr_reason": null, + "summary": "These items are mostly unrelated single issues; the soft links are topical similarities, not true duplicates. I would reject every soft edge. There are no PRs in the set; if forced to pick one issue as the most representative standalone report, issue:47000 is the strongest candidate.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical duplicate cluster exists: the issues span unrelated subsystems (tokenizers, docs, multimodal configs, deepspeed, import/runtime regressions, etc.).", + "canonical_pr_reason": "No pull requests are present in the provided items.", + "best_issue_reason": "issue:47000 is the best standalone issue in this set: it is active, specific, reproducible, and has the strongest engagement signal (discussion/inbound references) among the listed issues.", + "best_pr_reason": "No pull requests are present in the provided items.", "soft_edge_verdicts": [ { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both are Qwen-related regressions, but one is model loading and the other is save_pretrained serialization; different code paths and fixes." + "reason": "Both are Qwen multimodal regressions, but one is a load-time MOE model issue and the other is a save_pretrained serialization bug; different code paths and symptoms." }, { "left": "issue:46614", "right": "issue:47085", "accept": false, - "reason": "Stale espeak language backend in phonemization vs tokenizers thread-safety; unrelated subsystems." + "reason": "Both mention tokenizer behavior, but this is a stale phonemizer backend bug while the other is a thread-safety regression in fast tokenizers; not the same defect." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency problem vs PEFT minimum-version bump; different root causes." + "reason": "One is a generic dependency problem; the other is a specific MIN_PEFT_VERSION bump to an unreleased version. Related theme, different underlying issue." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both involve tokenizer regressions, but one is processor/tokenizer API handling and the other is Deepseek token output correctness." + "reason": "Both are tokenizer/model regressions, but one concerns processor.tokenizer/image handling and the other DeepSeek tokenization correctness; not the same bug." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE-marker handling vs an empty/low-content issue title; no shared bug." + "reason": "Completely unrelated: a tokenizer BPE-marker bug versus a placeholder issue with no technical bug description." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "SigLIP2 example errors/quantization failure vs stale docs mention of return_all_scores; both docs-adjacent, but not the same issue." + "reason": "Both are documentation-related, but they concern different examples and different failure modes; not a duplicate." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer args ignored vs a tie_word_embeddings warning in LoRA fine-tuning; different behaviors and fixes." + "reason": "Different problems: SGD args being ignored versus a model config warning about tie_word_embeddings." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype propagation bug vs Qwen3.5 save_pretrained regression; different model families and failure modes." + "reason": "Both involve model loading/serialization behavior, but one is dtype propagation in BLIP-2 and the other is incorrect Qwen3.5 checkpoint saving; distinct code paths." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Missing HybridCache import vs broad import errors after upgrade; 45278 is much broader and not the same bug." + "reason": "A specific missing export/import for HybridCache is not the same as a broad set of import errors after upgrade." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor mismatch vs remote_code breakage; not the same path." + "reason": "One is a pipeline processor lookup bug; the other is a broad remote_code compatibility break. Too different to merge as duplicates." }, { - "left": "issue:46082", - "right": "issue:46399", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "LlamaConfig head_dim validation vs Qwen3.5 rotary registration failure; unrelated model/config bugs." + "reason": "A Python-version compatibility issue is unrelated to an unreleased dependency version bump." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:46082", + "right": "issue:46399", "accept": false, - "reason": "Python version compatibility issue vs unreleased PEFT version requirement; distinct dependency problems." + "reason": "Different model/config failures: head_dim validation in LlamaConfig versus a Qwen3.5 kernel registration crash." }, { "left": "issue:43381", "right": "issue:47000", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction vs RTDetrLoss infeasible cost matrix; unrelated training/runtime bugs." + "reason": "Gradient checkpointing in eval mode and an RTDetr loss infeasibility crash are unrelated runtime issues." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Tied-weight serialization depends on device vs Gemma4 resize_token_embeddings propagation; both weight-related but not the same defect." + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization behavior; not the same underlying bug." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Deepseek tokenizer regression vs Granite tokenizer regression; both tokenizer bugs, but different model/tokenizer implementations and symptoms." + "reason": "One is serialization inconsistency for tied weights; the other is resize_token_embeddings not updating Gemma4 embeddings. Related domain, different bug." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen regressions, but one is loading MoE models and the other is incorrect visual-encoder keys during save_pretrained." + "reason": "Both are Qwen3.5 regressions, but one is model loading and the other is save_pretrained writing wrong visual encoder keys; distinct failure points." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Head-dim validation vs stale config dtype after from_config; different configuration issues." + "reason": "Head-dim validation and stale config dtype after from_config are separate config issues with different behavior." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "No meaningful overlap; one is a placeholder title, the other is FP8 inference on B200." + "reason": "No technical overlap: a placeholder issue versus an FP8 inference problem on B200." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token decoding bug vs D-FINE auxiliary-loss behavior; unrelated." + "reason": "Different training bugs: BigBirdTokenizer special-token registration versus D-FINE auxiliary-loss handling." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video-classification processor bug vs Gemma4 PLE device mismatch; different models and code paths." + "reason": "Different multimodal issues: image processor lookup in video-classification pipeline versus Gemma4 PLE device placement during forward." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Load-balancing loss omission vs mm_token_type_ids defaulting; both training-related, but different mechanisms." + "reason": "Both touch loss computation, but one is MoE load-balancing loss gating and the other is mm_token_type_ids defaulting in Gemma 4." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Qwen3VL load regression vs GLM-4.7-Flash unit-test loading issue; different model families." + "reason": "Different Qwen3.5/GLM loading failures with no shared code path or symptom." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json vs Mistral regex patch crashing; both tokenizer-loading related but not the same bug." + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to a Mistral regex patch crash." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error vs init_empty_weights TypeError; unrelated." + "reason": "A notebook syntax error and an init_empty_weights argument mismatch are unrelated issues." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:45588", + "right": "issue:47000", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 vs tensorboard/tf backend installation issue; unrelated." + "reason": "Different crashes in different subsystems: flash_attention integration versus RTDetr loss matching." }, { - "left": "issue:45588", - "right": "issue:47000", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "flash_attention crash on s_aux=None vs RTDetrLoss infeasible matrix; unrelated runtime errors." + "reason": "Compiled flex_attention on new torch and tensorboard-without-TensorFlow backend errors are unrelated." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Phi4MultimodalConfig default-init bug vs missing pad_token_id on Llama4Config; both config issues, but not the same one." + "reason": "Both are config-related, but one is default multimodal sub-config initialization and the other is a missing pad_token_id attribute." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Deepspeed OOM with Adafactor vs optimizer.step being called twice with deepspeed; same area, different concrete bugs." + "reason": "Both mention deepspeed and optimizers, but one is OOM with Adafactor and the other is duplicate optimizer.step calls; different bugs." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex crash vs list_repo_files revision forwarding in CI helper; unrelated." + "reason": "A tokenizer-loading crash and a list_repo_files revision-forwarding regression are unrelated." } ] }, @@ -12901,7 +12856,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:42175", "issue:42796", @@ -12953,238 +12908,238 @@ "issue:47000" ], "soft_pairs": [ - "issue:43441|issue:45834", "issue:42994|issue:43317", + "issue:43441|issue:45834", "issue:44336|issue:46851", - "issue:44623|issue:44749", "issue:45103|issue:45372", + "issue:44623|issue:44749", "issue:45859|issue:46851", "issue:44261|issue:44263", "issue:44623|issue:45397", "issue:42175|issue:43976", - "issue:45600|issue:45712", "issue:43901|issue:44246", + "issue:45600|issue:45712", "issue:44671|issue:44779", "issue:43673|issue:43761", "issue:43525|issue:43881", "issue:44016|issue:45823", "issue:44186|issue:47000", - "issue:42796|issue:43441", "issue:44188|issue:44336", - "issue:43824|issue:43976", - "issue:43723|issue:44162", "issue:44987|issue:45542", + "issue:43824|issue:43976", + "issue:42796|issue:43441", "issue:43525|issue:43643", + "issue:43723|issue:44162", "issue:44589|issue:45362", "issue:44336|issue:44373", "issue:46655|issue:46726", "issue:45325|issue:46851", - "issue:46291|issue:46399", "issue:44246|issue:44496", + "issue:46291|issue:46399", "issue:44297|issue:45397" ], - "prepared_review_unit_hash": "4402dcb3719863a97dcfb037554a1f0f63151b2d34013c8851bd3d070bb27424", + "prepared_review_unit_hash": "1ac70d940a80fc66ede8b50ae213127dab1e4de100ee1a666d1ccf6f8112fdf8", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36355, - "estimated_input_tokens": 9089, - "estimated_eval_tokens": 18434 + "serialized_chars": 36359, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated Transformers v5 regressions across different models, loaders, and utilities. None of the soft pairs appear to be the same underlying bug/change, so all soft edges are rejected.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43723 is the broadest, most representative core API regression here (tokenizer loading via AutoTokenizer.from_pretrained in v5), so it works best as a cluster representative even though the cluster is noisy.", + "summary": "This is not a true duplicate cluster: the soft pairs are mostly lexical matches across unrelated Transformers bugs, regressions, docs, and packaging issues. I would reject every proposed merge.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue is safe here; the items span distinct failure modes and subsystems, so there is no trustworthy dedup anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 best matches the dominant theme of the set\u2014v5 loading/compatibility regressions\u2014and is the most generic issue to anchor triage around.", + "best_issue_reason": "No issue is a good global representative for deduping this cluster. The closest broad theme is loading/import regressions, but that still doesn't cover the tokenizer, processor, kernel, docs, and packaging reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Different models and failures: FlashAttention load regression vs OCR index error in Kosmos2.5." + "reason": "One is quantized model saving, the other is dequantized model loading/offload; different code paths and different bugs." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "Both involve quantization/offload, but one is save failure and the other is dequantized model loading on GPU/CPU offload." + "reason": "FlashAttention failure in Ministral-3 vs OCR index error in Kosmos2.5; unrelated models and failure modes." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "Unrelated utilities: ANSI coloring in loading_report vs Qwen3.5 variable-length position_ids." + "reason": "ANSI color handling in loading_report is unrelated to Qwen3.5 variable-length position_ids." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Processor save_pretrained missing files is unrelated to a performance regression after version upgrade." + "reason": "Auto-docstring annotation parsing crash vs mistral_common import breakage during Gemma 4 processor loading." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "auto_docstring annotations crash and Gemma 4 processor loading import error are different code paths." + "reason": "Processor save_pretrained missing files is unrelated to a Chinese report about data filtering slowdown." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "Both mention Qwen3.5 and position-related code, but CPU offload rotary embedding vs variable-length position_ids are distinct bugs." + "reason": "CPU offload rotary embedding incompatibility is a different path from variable-length position_ids handling." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Different components: MLA layernorm precision issue vs GlmMoeDsaIndexer torch.split return handling." + "reason": "MLA layernorm precision/config issue vs torch.split return handling in GlmMoeDsaIndexer; no shared bug." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor save_pretrained file emission bug is not the same as gemma-4 zero3 from_pretrained loading failure." + "reason": "Missing processor files on save and gemma-4 zero3 from_pretrained are different loading/saving failures." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Package/dependency issue for TensorFlow backend vs Python version compatibility break in Transformers 5.1.0." + "reason": "TensorFlow backend packaging issue vs Python 3.9/3.10 compatibility regression; unrelated." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Both touch repo hygiene/generated objects, but one is stale auto_mappings references and the other is dummy classes leaking into dir/check_repo." + "reason": "Docs mismatch for return_all_scores vs intermittent import slowness; different problem classes." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Docs mismatch for text classification pipeline is unrelated to intermittent slow imports." + "reason": "Removed auto_mapping config references and leftover dummy PT classes are separate repo-maintenance issues." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Different failures: CamemBERT masked LM prediction regression vs Deepseek tokenizer output regression." + "reason": "CamemBERT masked LM regression and Deepseek tokenizer regression affect different model stacks and logic." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache missing in chunked prefill is not the same as CLIPVisionModel hidden_states not being returned." + "reason": "Chunked prefill cache regression vs CLIPVisionModel hidden_states output regression; not the same bug." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is unrelated to GLM-4V-9B loading failure." + "reason": "Llama4 pad_token_id attribute missing and glm-4v-9b loading failure are distinct model/config issues." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error and Gemma4 device mismatch are completely different issues." + "reason": "Notebook syntax error is unrelated to Gemma4 device mismatch during forward." }, { "left": "issue:44186", "right": "issue:47000", "accept": false, - "reason": "Tokenizer padding/truncation crash is unrelated to RTDetrLoss cost matrix infeasibility." + "reason": "LayoutLMv2 tokenizer padding/NER crash vs RTDetrLoss cost-matrix infeasibility; different components." }, { - "left": "issue:42796", - "right": "issue:43441", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Ministral tokenizer BPE-marker handling and Ministral FlashAttention loading are different model bugs." + "reason": "torch.compile attention-kernel divergence is unrelated to ANSI codes emitted by loading_report." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:44987", + "right": "issue:45542", "accept": false, - "reason": "torch.compile attention kernel divergence has nothing to do with ANSI output in loading_report." + "reason": "Kernel package version/revision requirement is unrelated to tensorboard-only TensorFlow backend detection." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Import failure for a specific Qwen VL class is unrelated to Python version support." + "reason": "Missing Qwen2.5-VL import symbol vs Python version support regression; no common code path." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:42796", + "right": "issue:43441", "accept": false, - "reason": "Tokenizer loading regression and ESM2 breakage are different model/load paths." + "reason": "Tokenizer BPE marker handling vs FlashAttention loading failure are different bugs in different areas." }, { - "left": "issue:44987", - "right": "issue:45542", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "Loading a specific model with Transformers>=5.1.0 is unrelated to the TensorFlow backend package mixup." + "reason": "Missing pad_token_id on Llama4Config vs trust_remote_code returning incomplete config fields; separate config-loading problems." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Missing pad_token_id on one config and missing fields from trust_remote_code config loading are different problems." + "reason": "AutoTokenizer loading regression in v5 vs ESM2 breakage; too different to be duplicates." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage import/type error is unrelated to Qwen3.5 chat crash." + "reason": "Missing Float8 storage class vs Qwen3.5 chat crash; unrelated runtime failures." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI codes in loading_report and a wrong position_ids docstring are unrelated." + "reason": "ANSI escape handling and a wrong docstring are not the same underlying issue." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "SmolVLM video padding bug is not the same as AutoProcessor missing-vision-backend behavior." + "reason": "SmolVLM video padding bug vs AutoProcessor missing vision-backend import error; different failure surfaces." }, { "left": "issue:45325", "right": "issue:46851", "accept": false, - "reason": "Both mention position_ids, but Qwen2.5-VL temporal scaling and Qwen3.5 variable-length input handling are different bugs." + "reason": "Qwen2.5-VL still-image temporal scaling bug vs Qwen3.5 variable-length position_ids; different models and logic." }, { - "left": "issue:46291", - "right": "issue:46399", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Pipeline import dependency/version requirement failure and Qwen3.5 kernel registration crash are unrelated." + "reason": "Import slowness vs unrecognized model/config.json missing model_type are unrelated." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:46291", + "right": "issue:46399", "accept": false, - "reason": "Intermittent slow imports are unrelated to unrecognized model/config.json errors." + "reason": "pip dependency/version requirement for transformers.pipelines vs a Qwen3.5 use_kernels registration crash; not the same bug." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to gemma-4 zero3 from_pretrained loading." + "reason": "Tokenizer save metadata mismatch vs gemma-4 zero3 from_pretrained loading failure; different subsystem and symptom." } ] }, @@ -13206,7 +13161,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:36246", "issue:41628", @@ -13231,6 +13186,7 @@ "issue:44351", "issue:44451", "issue:44485", + "issue:44496", "issue:44779", "issue:44871", "issue:45003", @@ -13250,7 +13206,6 @@ "issue:46399", "issue:46506", "issue:46614", - "issue:46655", "issue:46665", "issue:46752", "issue:46821", @@ -13259,242 +13214,230 @@ ], "soft_pairs": [ "issue:45083|issue:46851", - "issue:41628|issue:43976", "issue:43784|issue:45542", + "issue:41628|issue:43976", "issue:46399|issue:46851", "issue:45561|issue:45563", "issue:43526|issue:45003", "issue:43540|issue:46752", "issue:45103|issue:46399", "issue:45072|issue:46829", - "issue:44295|issue:45397", "issue:44246|issue:44871", + "issue:44295|issue:45397", "issue:43531|issue:45362", "issue:46614|issue:46665", "issue:45588|issue:46851", "issue:42491|issue:43299", - "issue:44336|issue:44485", "issue:45003|issue:46821", + "issue:44336|issue:44485", "issue:44242|issue:45593", - "issue:42886|issue:46132", "issue:43550|issue:46506", + "issue:42886|issue:46132", "issue:44779|issue:45292", "issue:36246|issue:42757", - "issue:36246|issue:44351", "issue:43901|issue:45003", + "issue:36246|issue:44351", "issue:43257|issue:45137", - "issue:44451|issue:46752", "issue:41950|issue:44220", - "issue:43540|issue:46655" + "issue:44496|issue:45003", + "issue:44451|issue:46752" ], - "prepared_review_unit_hash": "c982239e0df32537f4ba72c4fe0fc87ee549e96aa70892f1a27905b0cc942e88", + "prepared_review_unit_hash": "1290a50e30ec6f6b1e45fbc495de7550847b637f365049cbdb824d423ef58eb1", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35974, - "estimated_input_tokens": 8994, - "estimated_eval_tokens": 18244 + "serialized_chars": 36023, + "estimated_input_tokens": 9006, + "estimated_eval_tokens": 18268 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous set of mostly unrelated Transformers bugs. The soft pairs share broad wording around imports, loading, or model-specific failures, but none look like the same underlying bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "No clear canonical issue: the items span unrelated subsystems and model families, and the apparent overlaps are only generic import/load failures.", + "summary": "This cluster is highly heterogeneous: most items are distinct model-specific regressions, import/export issues, or unrelated documentation/runtime bugs. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45003 is the broadest core-library bug in the set (modeling_utils/sys.modules access) and is the best anchor only by generality; the rest of the cluster is too mixed to justify a tighter canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a single representative issue, issue 44246 is the broadest/general infrastructure report, but it is not a strong dedupe anchor for this cluster.", + "best_issue_reason": "issue:45003 is the strongest global candidate because it affects shared infrastructure rather than a single model family, but it should still be treated as a representative anchor, not a true duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Both involve Qwen3-family behavior, but one is a feature-extraction helper mismatch and the other is a variable-length position_ids crash; different code paths." + "reason": "Both are Qwen-family bugs, but one is a feature-length helper issue and the other is a variable-length/position_ids crash; different code paths and fixes." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Both mention import problems, but one is AutoImageProcessor export and the other is Python-version compatibility; not the same bug." + "reason": "Different import failures in different backends: missing nn in sentence-transformers vs undefined tf backend when only tensorboard is installed." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "Different failures: sentence-transformers import NameError vs TensorBoard-only TF backend handling." + "reason": "One is a missing AutoImageProcessor import, the other is a Python version compatibility problem; not the same bug." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "One is a kernel registration/decorator error in Qwen3.5, the other is a position_ids handling bug in Qwen3.5; separate code paths." + "reason": "Both touch Qwen3.5, but the former is a kernel registration/decorator failure and the latter is variable-length input handling." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "Both are testing-related, but one is an xdist file race and the other is a stale warning in paged generate(); not the same issue." + "reason": "Completely different areas: xdist captured-info race vs a stale generate() warning for num_return_sequences." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "Different bugs: BeitImageProcessorFast label reduction vs unsafe sys.modules access in modeling_utils." + "reason": "Beit label reduction in an image processor is unrelated to modeling_utils/sys.modules access." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Video-processing ValueError in Qwen3OmniMoe is unrelated to empty-list chat template handling." + "reason": "Both are input-processing crashes, but one is Qwen3OmniMoe video handling and the other is empty chat-template input; different failure modes." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Auto-docstring annotation parsing crash is unrelated to Qwen3.5 kernel registration." + "reason": "Auto-docstring parsing with future annotations is unrelated to Qwen3.5 kernel registration." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "Both are dtype/output-shape related CI issues, but they affect different models and different outputs; not one bug." + "reason": "Different model/output bugs: dtype mismatch in SwitchTransformers/TimmWrapperModel vs wrong hidden_states in VideoPrism output." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Position_ids buffer access error is not the same as gemma-4 ZeRO3 from_pretrained failure." + "reason": "Import latency and Gemma-3 eos_token_id inconsistency are unrelated." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "Import performance regression and Gemma eos_token_id config mismatch are unrelated." + "reason": "A position_ids buffer access error is not the same as a Gemma-4 ZeRO3 from_pretrained failure." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crash are distinct model issues." + "reason": "Both are Qwen-related, but sliding_window behavior and chat crash are different concrete bugs." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Tokenizer phonemizer language caching and from_pretrained-in-class behavior are separate loading/state bugs." + "reason": "Tokenizer phonemizer backend staleness is unrelated to from_pretrained behavior inside Python classes." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "Flash attention sinkless-model crash is not the same as variable-length position_ids handling." + "reason": "flash_attention s_aux=None handling is a different code path from Qwen3.5 variable-length position_ids support." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MoE, but one is LoRA usability across versions and the other is Qwen3VL model loading; different underlying problems." + "reason": "Both mention Qwen3 MoE loading regressions, but the reported failures are different enough to keep separate without clearer shared code-path evidence." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:45003", + "right": "issue:46821", "accept": false, - "reason": "ANSI codes in loading_report and GLM-5 RoPE implementation are unrelated." + "reason": "modeling_utils/sys.modules access and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:45003", - "right": "issue:46821", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Unsafe sys.modules access does not match the TimesFM window_size AttributeError." + "reason": "Terminal ANSI output bug and GLM-5 RoPE implementation issue are unrelated." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Load-balancing loss gating and D-FINE auxiliary loss handling are different MoE/object-detection bugs." + "reason": "Both involve missing auxiliary losses under certain flags, but they affect different models and different gating logic." }, { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:43550", + "right": "issue:46506", "accept": false, - "reason": "Offline cache loading and AttentionInterface.register behavior changes are unrelated." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to CPU/CUDA output differences in PPDocLayoutV3." }, { - "left": "issue:43550", - "right": "issue:46506", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "Bamba-9B-v2 torch.compile/SDPA failure and PPDocLayoutV3 CPU/CUDA divergence are different model/runtime issues." + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are different problems." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Deepseek tokenizer correctness and resize_token_embeddings output_embeddings update are not the same bug." + "reason": "DeepSeek tokenizer regressions and resize_token_embeddings not updating output embeddings are separate issues." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different symbols and different packages; no shared concrete root cause is evident." - }, - { - "left": "issue:36246", - "right": "issue:44351", - "accept": false, - "reason": "Different missing exports: Qwen2_5_VLImageProcessor vs HybridCache." + "reason": "Both are import errors, but they concern different packages and missing symbols." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mentioning return_all_scores and unsafe sys.modules access are unrelated." + "reason": "Documentation drift for return_all_scores is unrelated to sys.modules access in modeling_utils." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and DeepSpeed ZeRO3 deque error are separate training/runtime failures." + "reason": "Missing Qwen2_5_VLImageProcessor and missing HybridCache are both export issues, but not the same symbol or code path." }, { - "left": "issue:44451", - "right": "issue:46752", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Model loading failure for vesteinn/ScandiBERT is unrelated to empty chat-template input handling." + "reason": "DeepSpeed/accelerate weight conversion problems are not the same as a ZeRO3 deque pop IndexError." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification pipeline image-processor lookup and _torch_extract_fbank_features() are different pipeline bugs." - }, - { - "left": "issue:43540", - "right": "issue:46655", - "accept": false, - "reason": "Both are video-related, but one is a processing ValueError in Qwen3OmniMoe and the other is incorrect padding in SmolVLM's video processor." + "reason": "Video-classification pipeline image-processor lookup and audio fbank feature extraction are unrelated." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Duplicate of the import-error mismatch rationale above: different symbols, different dependency/package surfaces." + "reason": "Unrecognized model config for Olmo-Hybrid is not the same as unsafe sys.modules access." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:44451", + "right": "issue:46752", "accept": false, - "reason": "Both are import-name failures, but they are not the same missing object or code path." + "reason": "Loading ScandiBERT and empty apply_chat_template input are unrelated failures." } ] }, @@ -13516,7 +13459,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:29870", "issue:30333", @@ -13527,6 +13470,7 @@ "issue:43352", "issue:43475", "issue:43526", + "issue:43540", "issue:43596", "issue:44038", "issue:44060", @@ -13537,7 +13481,6 @@ "issue:44295", "issue:44466", "issue:44479", - "issue:44496", "issue:44623", "issue:44749", "issue:44857", @@ -13567,85 +13510,85 @@ "issue:47000" ], "soft_pairs": [ - "issue:44496|issue:45003", + "issue:43540|issue:46655", "issue:43262|issue:44246", "issue:44479|issue:46655", "issue:45375|issue:45759", "issue:45003|issue:45561", "issue:44162|issue:45200", "issue:44295|issue:44749", - "issue:45859|issue:46399", "issue:45137|issue:45600", "issue:45292|issue:47000", + "issue:45859|issue:46399", "issue:43295|issue:45292", "issue:36246|issue:43596", "issue:43475|issue:46369", "issue:44466|issue:45335", "issue:44623|issue:46726", "issue:44242|issue:44857", - "issue:43526|issue:46897", "issue:44877|issue:45375", + "issue:43526|issue:46897", "issue:44038|issue:46506", "issue:44987|issue:45459", "issue:29870|issue:30333", "issue:43526|issue:46894", - "issue:42199|issue:46851", "issue:43352|issue:45250", - "issue:44060|issue:44077", - "issue:44479|issue:46170" + "issue:42199|issue:46851", + "issue:44479|issue:46170", + "issue:44060|issue:44077" ], - "prepared_review_unit_hash": "6ba21d172f8910ee75c25466a486a658ede339fcf34f0fdd269710fbdc566586", + "prepared_review_unit_hash": "a158034ba9c9430229ac595da181a668ef2b907ad0d94c0294abab72a60f6bb1", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35196, - "estimated_input_tokens": 8799, - "estimated_eval_tokens": 17854 + "serialized_chars": 35131, + "estimated_input_tokens": 8783, + "estimated_eval_tokens": 17822 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most items are unrelated transformer/model bugs that only share broad subsystem or keyword similarity. None of the soft pairs looks like the same underlying defect, so this should not be merged into a duplicate cluster.", - "confidence": 0.95, - "canonical_issue_reason": "No single issue cleanly represents this mixed set. If forced to pick an anchor, issue 45003 is the broadest internal-code bug and appears in multiple soft-similarity links, but it still does not subsume the rest of the cluster.", + "summary": "No soft pair looks like the same underlying bug or change; the items are mostly unrelated model-specific regressions, config issues, and performance bugs.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical duplicate issue emerges because the candidate pairs do not describe the same failure mode or code path.", "canonical_pr_reason": null, - "best_issue_reason": "There is no true global representative here; issue 45003 is only the least-specific anchor among the candidates, not a real duplicate of the others.", + "best_issue_reason": "issue:44479 is the strongest standalone issue here: it is concrete, versioned, and scoped to a specific regression affecting several Qwen VL variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:43540", + "right": "issue:46655", "accept": false, - "reason": "Both are model-loading failures, but one is an Unrecognized model/config problem and the other is unsafe sys.modules access in modeling_utils; different bugs and different code paths." + "reason": "Both are video-input bugs, but they affect different model families and describe different failure modes." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate behavior and slow import-time performance are unrelated issues." + "reason": "One is an audio sampling-rate bug; the other is an import performance complaint. No shared code-path bug." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both involve video, but one is a Qwen regression and the other is a SmolVLM padding bug; not the same defect." + "reason": "Both mention video inputs, but the regression targets different models and a different underlying processor issue." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both concern Qwen multimodal config handling, but one is a missing config field under strict parsing and the other is unwrapping text_config for AutoModelForCausalLM.from_config; distinct failures." + "reason": "Both concern Qwen multimodal configs, but one is about a dropped config field and the other about unwrapping text_config in AutoModelForCausalLM.from_config." }, { "left": "issue:45003", @@ -13657,127 +13600,127 @@ "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 token-type-id defaults are unrelated model-specific bugs." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids handling are different model-specific issues." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Reading a registered buffer and a post-upgrade data-filtering slowdown are not the same issue." - }, - { - "left": "issue:45859", - "right": "issue:46399", - "accept": false, - "reason": "Both mention Qwen3.5 rotary attention, but one is CPU-offload incompatibility and the other is a missing decorator registration; different root causes." + "reason": "A position_ids buffer access error is unrelated to the reported slow filtering performance regression." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque/index error and a broken auto_mappings reference are unrelated." + "reason": "DeepSpeed ZeRO3 deque exhaustion and removed Sam3LiteText config references are different failure modes." }, { "left": "issue:45292", "right": "issue:47000", "accept": false, - "reason": "Embedding-resize mismatch and RTDetr loss infeasibility are completely different bugs." + "reason": "resize_token_embeddings behavior and RTDetrLoss infeasible cost-matrix crashes are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "One is about CPU offload compatibility; the other is a kernel registration/decorator error. Different code paths." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Processor tokenizer/image regression and embedding-resize propagation are unrelated." + "reason": "Processor.tokenizer regression and embedding resize behavior are unrelated." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Missing Qwen2.5-VL import and a BertModel/ZeRO3 index error do not describe the same problem." + "reason": "A missing Qwen2.5 VL import and a DeepSpeed/BertModel index error do not describe the same bug." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "SAM3 attribute access failure and SAM3-LiteText memory overflow are different issues." + "reason": "SAM3 VisionEncoder output attribute missing versus SAM3 LiteText memory overflow are distinct issues." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Serialization inconsistency for tied weights and resize_token_embeddings not updating decoder.embed_tokens are related only broadly, not the same concrete bug." + "reason": "Both involve embedding/weight handling, but one is serialization of tied weights and the other is resize_token_embeddings not updating decoder.embed_tokens." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Missing files on processor.save_pretrained and AutoProcessor backend-missing reporting are unrelated." + "reason": "Missing files on save_pretrained and an AutoProcessor backend-missing import message are different problems." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Mixture-of-experts load-balancing loss and LwDetrImageLoss AMP crashes are unrelated." + "reason": "A router-loss omission and an AMP CUDA loss crash are unrelated training-time bugs." }, { - "left": "issue:43526", - "right": "issue:46897", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "BEiT reduce_labels bug and Florence2 training-loss double-shift bug are different defects." + "reason": "Strict config loading for granite_speech is unrelated to the Qwen3.5MoeVisionConfig field omission." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:43526", + "right": "issue:46897", "accept": false, - "reason": "Both involve strict config validation, but they affect different models and different missing fields; not the same bug." + "reason": "Different models, different symptoms, and different code paths; only the word 'labels' overlaps." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe regression and PPDocLayoutV3 CPU/CUDA divergence are unrelated." + "reason": "A Qwen3-VL-Moe bug and a CPU/CUDA result mismatch in PPDocLayoutV3 are unrelated." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "A model-loading failure and tokenizer error masking when protobuf is absent are unrelated." + "reason": "Loading a model package and tokenizer error masking from missing protobuf are different issues." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "Bart generate() UnboundLocalError and MLflow reporting after failed training are unrelated." + "reason": "Bart generation UnboundLocalError and MLflow job reporting are unrelated." }, { "left": "issue:43526", "right": "issue:46894", "accept": false, - "reason": "BEiT label reduction and CohereASR training-loss double-shift are unrelated." - }, - { - "left": "issue:42199", - "right": "issue:46851", - "accept": false, - "reason": "DETR cardinality handling and Qwen3.5 variable-length position_ids are unrelated." + "reason": "Beit label reduction and CohereASR training-loss shifting are not the same bug, even if both concern labels." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "A model-specific Flash Attention 2.0 unsupported error is not the same as a generic Flash Attention 2.0 issue." + "reason": "A model-specific unsupported Flash Attention error is not the same as a generic Flash Attention 2.0 issue." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:42199", + "right": "issue:46851", "accept": false, - "reason": "Incorrect tied-weights warning and patchtsmixer post_init validation are unrelated." + "reason": "DETR cardinality validation and Qwen3.5 variable-length position_ids handling are different failure modes." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Video-input regression and Windows ROCm import/dependency failure are unrelated." + "reason": "Video regression in Qwen VL models and a Windows/ROCm torch.distributed import problem are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning and a patchtsmixer post_init policy issue do not share the same underlying bug." } ] }, @@ -13799,7 +13742,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:42886", "issue:43065", @@ -13850,16 +13793,16 @@ "issue:47068" ], "soft_pairs": [ - "issue:45412|issue:46123", "issue:44368|issue:44977", + "issue:45412|issue:46123", "issue:43653|issue:44162", "issue:45397|issue:45656", "issue:43065|issue:43408", - "issue:42886|issue:45229", "issue:43475|issue:43540", "issue:44877|issue:46170", - "issue:46170|issue:46832", + "issue:42886|issue:45229", "issue:43723|issue:46710", + "issue:46170|issue:46832", "issue:43931|issue:44368", "issue:44188|issue:46202", "issue:44368|issue:45563", @@ -13882,20 +13825,20 @@ "issue:43646|issue:44162", "issue:44623|issue:45656" ], - "prepared_review_unit_hash": "f209b3b4573885afb4f0a145593161c5b4762ab01f9b9ba9a9cfdce9cf19f79e", + "prepared_review_unit_hash": "e1c3d90f1980a2fe350b0fe67eda1b530720bad06637922b81ffd11c2092a472", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36527, + "serialized_chars": 36526, "estimated_input_tokens": 9132, "estimated_eval_tokens": 18520 }, @@ -13904,198 +13847,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most pairs share only broad subsystem overlap (tokenizers, Gemma, SAM3, deepspeed, cache, etc.) but not the same concrete bug. I would not merge any of the suggested soft pairs as duplicates. The closest representative issue is the generic tokenizer-loading regression report, but even that only loosely covers the set.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43723 is the broadest tokenizer-loading regression report in the set and is the closest representative of the tokenizer-related subgroup, though the cluster overall is not a true duplicate set.", + "summary": "The soft-pair suggestions are largely false positives: they mostly share a subsystem name or broad symptom class, but not the same concrete bug. No PRs are present.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43723 is the clearest central tokenizer-loading regression in this set and the best issue to stand in for the tokenizer-related noise, though the overall cluster does not look like a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the most general and reusable issue among the listed items; it best fits as a representative anchor for the tokenizer-loading subgroup.", + "best_issue_reason": "issue:43723 has the most general and directly described user-facing failure among the candidates, centered on tokenizer loading in v5.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "RT-DETR memory retention vs. generation pipeline partial-batch handling are unrelated bugs." + "reason": "Both involve Qwen-related warnings/errors, but one is a tie_word_embeddings warning and the other is a flash-attention generation failure; different bugs." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "One is a tie-word-embeddings warning during fine-tuning; the other is a flash-attention generation failure." + "reason": "Memory not released for RT-DETR models vs. pipeline batch-result dropping; unrelated failure modes." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBird tokenizer special-token registration and ESM2 breakage are different model/tokenizer issues." + "reason": "Tokenizer special-token registration bug vs. ESM2 model breakage; no shared code path." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Both involve deepspeed, but one is a zero3 from_pretrained problem and the other is a double optimizer-step issue." + "reason": "Deepspeed ZeRO3 from_pretrained issue vs. optimizer stepping twice; distinct training bugs." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "SAM3 pixel decoder dummy Conv2d and SAM3 tracker/model-type warning are distinct problems." - }, - { - "left": "issue:42886", - "right": "issue:45229", - "accept": false, - "reason": "Tokenizer offline cache loading and Gemma4 multi-GPU OOM are unrelated." + "reason": "Both are SAM3-related, but one is a dummy Conv2d in the pixel decoder and the other is a model-type/config mismatch warning." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "SAM3 vision encoder output attribute loss and Qwen3OmniMoe video processing error are different code paths." + "reason": "Different model families and different errors; no evidence of the same underlying bug." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Granite speech config strictness and Windows/ROCm import dependency issues are unrelated." + "reason": "Strict config loading vs. Windows/ROCm import dependency failure; unrelated." }, { - "left": "issue:46170", - "right": "issue:46832", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Windows ROCm import failure and RT-DETR feature-level mismatch are different bugs." + "reason": "Tokenizer offline cache loading vs. Gemma multi-GPU CUDA OOM; different layers of the stack." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "Tokenizer loading in v5 and DeepSeek accuracy regression after upgrade are not the same issue." + "reason": "Tokenizer loading regression vs. accuracy regression after upgrade; not the same concrete defect." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Windows ROCm import issue vs. RTDetr forward shape/type error; unrelated." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen tie-word-embeddings warning are unrelated." + "reason": "Qwen3-VL weight-shape mismatch vs. Qwen3.5 embedding warning; different bugs." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Attention-kernel divergence under compile and Gemma pipeline roundtrip on \u2581 are different failures." + "reason": "torch.compile kernel divergence vs. Gemma token roundtrip failure; no shared implementation defect." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "A model warning about tied embeddings is unrelated to stale num_return_sequences paging behavior." + "reason": "Both are warnings, but one concerns model config and the other stale pagination warnings; not the same issue." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa stale indexer cache and Gemma4 mm_token_type_ids defaulting are different bugs." + "reason": "Stale indexer cache in GlmMoeDsa vs. missing default mm_token_type_ids; different code paths." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat completions API rejection and Gemma pipeline roundtrip failure do not share the same root cause." + "reason": "Chat/completions API rejection vs. tokenizer roundtrip failure; unrelated." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the Gemma \u2581 roundtrip failure." + "reason": "An isolated repro of an unrelated upstream issue vs. Gemma token handling; no match." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Both mention cache/compile, but one is attention-kernel branching and the other is lazy cache init recompilation." + "reason": "Both mention cache/compile behavior, but one is numerical divergence from branching and the other is spurious recompilation from lazy init." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Second-forward stale cache crash and flash_attention s_aux=None crash are different code paths." + "reason": "GlmMoeDsa cache bug vs. flash_attention None-handling crash; distinct failures." }, { "left": "issue:45593", "right": "issue:47068", "accept": false, - "reason": "D-FINE auxiliary-loss omission and a deepspeed Python-conditional host sync concern are unrelated." + "reason": "D-FINE auxiliary-loss behavior vs. deepspeed loss host-sync concern; different mechanisms." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram support and missing chat template errors are completely different." + "reason": "MPS histogram kernel not implemented vs. missing chat template error; unrelated." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache return-type contract and LlamaConfig head_dim validation are unrelated." + "reason": "StaticCache return-type bug vs. LlamaConfig validation of head_dim; not the same bug." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "Docstring helper failure under future annotations and static-cache device tensor arithmetic are different bugs." + "reason": "Docstring annotation crash vs. cache sequence-length tensor bug; different subsystems." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError and a general transformer slowdown regression are not the same problem." + "reason": "MLukeTokenizer AttributeError vs. performance regression after upgrade; no shared defect." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 pixel decoder and mask-generation partial batching are unrelated." + "reason": "SAM3 pixel-decoder implementation detail vs. mask pipeline final-batch handling; unrelated." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch and processor save_pretrained missing files are adjacent but distinct serialization bugs." + "reason": "Tokenizer save_pretrained metadata mismatch vs. processor save_pretrained missing files; similar theme but different artifacts and fixes." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "Siglip2 bad outputs with AutoModel/pipeline and missing-vision-backend processor errors are different issues." + "reason": "Bad outputs from AutoModel/pipeline vs. missing vision-backend handling in AutoProcessor; distinct issues." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Performance regression after upgrade and double optimizer stepping are unrelated." + "reason": "Performance slowdown after upgrade vs. double optimizer step under deepspeed; unrelated." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch and transformer slowdown regression do not share a root cause." + "reason": "Checkpoint resume key mismatch vs. upgrade slowdown; no overlap." }, { "left": "issue:46752", "right": "issue:47020", "accept": false, - "reason": "Empty chat-template input crash and XLMRobertaTokenizer Unigram init type error are different tokenizer bugs." + "reason": "Empty-list chat template crash vs. XLMRobertaTokenizer Unigram init type error; different failures." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Transformer 5.0 custom model init breakage and ESM2 breakage are separate compatibility issues." + "reason": "Transformer 5.0 custom model init breakage vs. ESM2 breakage; too broad and not the same underlying bug." }, { - "left": "issue:44297", + "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Tokenizer serialization metadata and deepspeed optimizer-step duplication are unrelated." + "reason": "Processor save_pretrained missing files vs. optimizer step called twice; unrelated." } ] }, @@ -14117,7 +14060,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:28282", "issue:30990", @@ -14141,6 +14084,7 @@ "issue:44351", "issue:44373", "issue:44623", + "issue:44661", "issue:44869", "issue:44871", "issue:44933", @@ -14173,243 +14117,247 @@ "issue:42994|issue:43482", "issue:45375|issue:45478", "issue:43475|issue:43643", - "issue:39692|issue:46726", "issue:43475|issue:46821", + "issue:39692|issue:46726", "issue:44188|issue:46851", - "issue:43986|issue:46726", "issue:43232|issue:43673", + "issue:43986|issue:46726", "issue:28282|issue:30990", "issue:45230|issue:45397", "issue:45310|issue:45375", "issue:46877|issue:47000", - "issue:44038|issue:44623", "issue:46463|issue:46877", - "issue:44373|issue:46851", + "issue:44038|issue:44623", "issue:41628|issue:44933", + "issue:44373|issue:46851", "issue:42994|issue:43525", "issue:44869|issue:45356", "issue:43723|issue:46326", "issue:42371|issue:45092", "issue:43873|issue:44945", - "issue:45561|issue:47059", "issue:43784|issue:46399", + "issue:45561|issue:47059", "issue:45137|issue:47000", "issue:41628|issue:44351", + "issue:36010|issue:41628", "issue:44945|issue:45753", - "issue:36010|issue:41628" + "issue:44661|issue:47059" ], - "prepared_review_unit_hash": "5797f03fecfbe46dfc8f29cd7d5d6a54b7f35261201e839755e61a3e0eae00ed", + "prepared_review_unit_hash": "dfc6763611b852bbe8ed179f4363ec4b5aac899e18cd61e019fa9284fa74421a", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35498, - "estimated_input_tokens": 8875, - "estimated_eval_tokens": 18006 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36372, + "estimated_input_tokens": 9093, + "estimated_eval_tokens": 18442 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated closed issues, many around Transformers v5 import/load regressions. I found only two plausible duplicate pairs: one around Qwen3.5 MoE from_pretrained failures and one around AutoProcessor/vision-backend missing-dependency handling.", - "confidence": 0.67, - "canonical_issue_reason": "issue:45375 is the clearest root-cause report: it identifies the missing `deepstack_visual_indexes` field and the `@strict` drop behavior, which plausibly explains the broader Qwen3.5 MoE from_pretrained failures.", + "summary": "This set is a loose bundle of mostly unrelated transformers issues, with only a few weak import/API-regression subthemes. No soft pair is strong enough to merge as a duplicate or same change.", + "confidence": 0.29, + "canonical_issue_reason": "issue:41628 is the best representative of the broad import/export regression subtheme (more central and reusable than the narrower sibling reports), though the cluster is too heterogeneous to treat it as a strong canonical for everything here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45375 is the best representative issue for the cluster\u2019s strongest duplicate set because it is more diagnostic than the generic symptom reports.", + "best_issue_reason": "issue:41628 is the clearest, most general issue among the set and best matches the small import/API error subcluster; the rest span distinct bugs across models, generation, quantization, and testing.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Different bugs: Gemma eos_token_id mismatch vs AttentionInterface.register changing callback behavior." + "reason": "Different problems: Gemma EOS config mismatch vs attention registration behavior under torch.compile." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Different subsystems and failures: multimodal model loading vs DeepSpeed ZeRO3 deque underflow." + "reason": "Unrelated failures: multimodal model loading vs DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Both are loading/saving problems, but one is quantized model saving and the other is Qwen2.5-GGUF loading under v5; not the same bug." + "reason": "Different code paths: quantized model saving vs Qwen2.5-GGUF loading under transformers v5." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Same model family, but 45375 is a specific missing-field/config-strictness bug while 45478 is only a generic from_pretrained failure report." + "reason": "Same model family, but the reports are not clearly the same bug: missing config field vs generic from_pretrained regression." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Unrelated: SAM3 vision output attribute error vs AutoConfig trust_remote_code missing-fields behavior." + "reason": "One is a missing attribute on SAM3 vision output; the other is incomplete fields from AutoConfig trust_remote_code." }, { - "left": "issue:39692", - "right": "issue:46726", + "left": "issue:43475", + "right": "issue:46821", "accept": false, - "reason": "Both involve vision tooling, but one is documentation/example errors and the other is backend-missing AutoProcessor error handling." + "reason": "No match: SAM3 vision encoder attribute error vs TimesFM window_size attribute access." }, { - "left": "issue:43475", - "right": "issue:46821", + "left": "issue:39692", + "right": "issue:46726", "accept": false, - "reason": "Different model-specific runtime errors with no shared code-path indicated." + "reason": "Both involve vision/processor docs or loading, but one is a SigLIP2 example error list and the other is backend-missing processor error handling." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "Attention kernel divergence on torch.compile is unrelated to Qwen3.5 variable-length position_ids handling." - }, - { - "left": "issue:43986", - "right": "issue:46726", - "accept": true, - "reason": "Both describe the same AutoProcessor failure mode when an optional vision backend is missing; only the wording and model context differ." + "reason": "Different model/runtime bugs: attention kernel branching under torch.compile vs Qwen3.5 variable-length position_ids." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both concern generation internals, but one is sync_gpus/_update_model_kwargs and the other is chunked_prefill cache availability; not the same bug." + "reason": "Both are generation-related, but one is sync_gpus bookkeeping and the other is missing GenerationMixin cache in v5 chunked prefill." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Similar area, but not the same bug: video AutoProcessor crash without torchvision vs generic unrecognized image processor error with missing vision backend." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch-missing ImportError for AutoModel is unrelated to Sentence Transformers hanging during load." + "reason": "ImportError for missing PyTorch vs Sentence Transformers hanging on load are different symptoms and likely different root causes." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "No overlap: generic bug report vs gemma-4 ZeRO3 from_pretrained issue." + "reason": "No substantive content overlap; generic bug report vs gemma-4 zero3 from_pretrained issue." }, { "left": "issue:45310", "right": "issue:45375", - "accept": true, - "reason": "The generic Qwen3.5 MoE from_pretrained error is consistent with the specific missing-field/@strict config bug reported in 45375." + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is a generic from_pretrained regression and the other is a specific vision-config field omission." }, { "left": "issue:46877", "right": "issue:47000", "accept": false, - "reason": "Docstring lint output at import time is unrelated to RTDetrLoss cost-matrix infeasibility." - }, - { - "left": "issue:44038", - "right": "issue:44623", - "accept": false, - "reason": "Different problems: Qwen3-VL-Moe bug vs missing files from processor.save_pretrained." + "reason": "Unrelated: docstring lint output at import time vs RTDetrLoss infeasible cost matrix crash." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "Incorrect T5 validation message is unrelated to auto_docstring stdout diagnostics." + "reason": "Different layers entirely: decoder-input validation messaging vs auto_docstring stdout behavior." }, { - "left": "issue:44373", - "right": "issue:46851", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Docstring wording issue vs Qwen3.5 variable-length input bug." + "reason": "Different issues: Qwen3-VL-Moe loading on transformers 5 vs processor.save_pretrained missing files." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but they name different missing symbols and modules; not enough evidence of one underlying bug." + "reason": "Both are import complaints, but they target different symbols/modules and do not look like the same underlying bug." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Docstring typo vs an actual position_ids runtime bug are not duplicates." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are unrelated." + "reason": "Quantized model saving failure is unrelated to Llama4Config missing pad_token_id." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Both mention decoding/tokenizer behavior, but they are different model-specific regressions and failure modes." + "reason": "Tokenizer/decoder regressions, but on different models and different failure modes; not the same concrete bug." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading regression and continue_final_message behavior are separate issues." + "reason": "Tokenizer loading issue in v5 is distinct from continue_final_message logic for mistral_common tokenizers." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 settings guidance is unrelated to remote-code checkpoint/meta-init incompatibility." + "reason": "TF32 API guidance issue vs meta-initialization incompatibility for old InternVL2 checkpoints." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading behavior and pipeline-parallelism output errors are different code paths." + "reason": "Quantization offloading behavior and pipeline-parallel output corruption are different problems." }, { - "left": "issue:45561", - "right": "issue:47059", + "left": "issue:43784", + "right": "issue:46399", "accept": false, - "reason": "Testing race on captured_info.txt is unrelated to a CLI completion-method breakage in huggingface_hub 1.22.0." + "reason": "Import-time NameError in sentence-transformers vs a Qwen3.5 kernel registration decorator error." }, { - "left": "issue:43784", - "right": "issue:46399", + "left": "issue:45561", + "right": "issue:47059", "accept": false, - "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration crash are unrelated." + "reason": "Test infra race in xdist captured info vs CLI breakage from huggingface_hub 1.22.0 are unrelated." }, { "left": "issue:45137", "right": "issue:47000", "accept": false, - "reason": "DeepSpeed deque underflow and RTDetrLoss cost-matrix infeasibility are distinct failures." + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to RTDetrLoss assignment infeasibility." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors from transformers, but for different exported symbols and likely different regressions." + "reason": "Both are import errors, but for different classes and different API surfaces; too broad to call duplicate." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin import path break and AutoImageProcessor import break are separate public-API regressions." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallelism output mismatch is unrelated to Qwen3.5 infinite-loop behavior on a specific image." + "reason": "Pipeline-parallel LLM output mismatch and Qwen3.5 infinite-loop-on-image are different runtime bugs." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:44661", + "right": "issue:47059", "accept": false, - "reason": "Both are import failures, but they involve different symbols and different API surfaces." + "reason": "Model-template generation bug vs CLI test failure with newer huggingface_hub are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative about duplicates. The two accepted pairs are supported by the issue titles/body themes, and the rejected pairs are mostly separated by clear subsystem or failure-mode differences. No obvious overstatement or mergeability issue detected." - }, - "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 }, @@ -14424,7 +14372,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:30333", "issue:30990", @@ -14438,6 +14386,7 @@ "issue:43232", "issue:43479", "issue:43704", + "issue:43723", "issue:43824", "issue:43976", "issue:44016", @@ -14447,7 +14396,6 @@ "issue:44496", "issue:44568", "issue:44623", - "issue:44661", "issue:44743", "issue:44792", "issue:44857", @@ -14477,24 +14425,23 @@ ], "soft_pairs": [ "issue:45406|issue:46202", - "issue:44661|issue:47059", "issue:44857|issue:46877", "issue:42994|issue:43824", "issue:44038|issue:45310", "issue:45081|issue:45103", - "issue:46202|issue:46701", "issue:45593|issue:46877", + "issue:46202|issue:46701", "issue:44222|issue:45310", "issue:42673|issue:43704", "issue:43232|issue:44792", "issue:42831|issue:44222", "issue:42175|issue:44933", "issue:44496|issue:45561", - "issue:44743|issue:47068", "issue:45405|issue:46877", + "issue:44743|issue:47068", "issue:45561|issue:45600", - "issue:43976|issue:44933", "issue:30333|issue:33290", + "issue:43976|issue:44933", "issue:30990|issue:35141", "issue:42898|issue:44568", "issue:43479|issue:46829", @@ -14506,235 +14453,236 @@ "issue:44186|issue:47085", "issue:46077|issue:46123", "issue:43479|issue:44869", + "issue:42898|issue:45812", "issue:44016|issue:46231", - "issue:42898|issue:45812" + "issue:43723|issue:44568" ], - "prepared_review_unit_hash": "534e058b049c4ba99f5118680f66a94ae31c3d746715b7bfe5ff661d29edecda", + "prepared_review_unit_hash": "706b466a9baaec2032b55c6a9b6ee540da7b3fd91efd4f8ec0c56ab1e330aad3", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37390, - "estimated_input_tokens": 9348, - "estimated_eval_tokens": 18952 + "serialized_chars": 37384, + "estimated_input_tokens": 9346, + "estimated_eval_tokens": 18948 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue cluster. The only true duplicate-looking pair is the repeated Qwen3ForCausalLM VRAM leak report; there are no PRs in this set.", - "confidence": 0.94, - "canonical_issue_reason": "issue:42673 is the older of the two exact duplicate reports (same title and same multiple-dataloader-thread VRAM leak) and is the best canonical representative.", + "summary": "Only one soft pair is a clear duplicate: the Qwen3ForCausalLM VRAM leak reports. The rest are different bugs or regressions in unrelated code paths, even when they share a broad model family or subsystem.", + "confidence": 0.91, + "canonical_issue_reason": "issue:42673 is the better canonical because it is the earlier, more substantive report of the exact same Qwen3ForCausalLM VRAM leak; issue:43704 appears to be a duplicate with the same title and symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest representative issue in the cluster because it is an exact duplicate pair and clearly describes the underlying bug.", + "best_issue_reason": "issue:42673 is the strongest representative issue in this set because it is the only exact duplicate target and has the clearest discussion trail for the underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Different failures: Gemma4Processor tokenizer attribute handling vs a Gemma pipeline roundtrip issue." - }, - { - "left": "issue:44661", - "right": "issue:47059", - "accept": false, - "reason": "Unrelated subsystems: tokenizer mapping addition vs a CLI completion compatibility error." + "reason": "Different Gemma-related failures: one is a processor/tokenizer attribute crash during serve, the other is a pipeline roundtrip failure on the \u2581 character." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "Different code paths: AMP/CUDA loss crash vs auto_docstring import-time stdout logging." + "reason": "Unrelated bugs: CUDA/AMP loss crash versus docstring lint output at import time." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Completely different problems: quantized save_pretrained failure vs Qwen2.5-VL import error." + "reason": "Different problems: quantized save_pretrained failure versus an import error for a specific model class." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3 variants, but they are different models and error contexts; not the same concrete bug." + "reason": "Same broad Qwen MoE area, but not the same concrete bug: one targets Qwen3-VL-Moe on transformers 5.0, the other is a from_pretrained error for Qwen3.5 Moe on 5.4.0." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Distinct AttributeError sources in different modules; no shared underlying defect." + "reason": "Completely different code paths: mistral regex/tokenizer loading versus auto_docstring annotation handling." }, { - "left": "issue:46202", - "right": "issue:46701", + "left": "issue:45593", + "right": "issue:46877", "accept": false, - "reason": "Different pipelines and symptoms; not the same underlying change or bug." + "reason": "Different subsystems: D-FINE loss behavior versus import-time docstring diagnostics." }, { - "left": "issue:45593", - "right": "issue:46877", + "left": "issue:46202", + "right": "issue:46701", "accept": false, - "reason": "D-FINE auxiliary-loss logic is unrelated to auto_docstring logging behavior." + "reason": "Different Gemma pipeline issues with different failure modes and entry points." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained/moe issue is different from a Qwen3.5 from_pretrained loading error." + "reason": "Both involve MoE/FP8 themes, but one is about saving FP8 weights and the other about model loading failure; not the same underlying bug." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Same bug report: identical title and same VRAM leak in Qwen3ForCausalLM when used across multiple dataloader threads." + "reason": "Exact duplicate report of the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads; same title, same symptom, same code path." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs/sync_gpus behavior is unrelated to a janus image-generation test failure." + "reason": "Generation kwargs/sync_gpus bug versus a janus image generation test failure; too different to be the same issue." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FineGrainedFP8 accuracy regression is not the same as an FP8 save_pretrained failure." + "reason": "Different FP8 issues: accuracy regression versus save_pretrained failure." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Backend packaging issue and missing image_utils import are unrelated." + "reason": "Unrelated packaging/backend dependency issue versus a missing import from image_utils." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model config import error vs pytest-xdist race in testing utils are unrelated." - }, - { - "left": "issue:44743", - "right": "issue:47068", - "accept": false, - "reason": "Recurrent-state reset bug is not the same as a potential host synchronization issue in DeepSpeed loss computation." + "reason": "Different failures: model type/config resolution versus xdist file-race in testing utils." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "PEFT version pinning issue is unrelated to auto_docstring stderr/stdout diagnostics." + "reason": "PEFT version pinning issue versus docstring logging at import time." }, { - "left": "issue:45561", - "right": "issue:45600", + "left": "issue:44743", + "right": "issue:47068", "accept": false, - "reason": "Race in captured_info.txt is unrelated to stale auto_mappings references." + "reason": "Different generation/runtime bugs: recurrent state reset in qwen3_5 modular code versus CUDA host-synchronization concern in deepspeed loss." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:45561", + "right": "issue:45600", "accept": false, - "reason": "Python version compatibility issue is unrelated to a missing image_utils import." + "reason": "Testing race condition versus broken auto_mappings reference to removed configs; unrelated." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting after failed training and AdaFactor/DeepSpeed OOM are different bugs." + "reason": "Different training/runtime failures: MLflow reporting bug versus deepspeed OOM with Adafactor." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue versus missing import from image_utils." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Loading hang and token-embedding reinitialization are separate issues." + "reason": "Loading hang in Sentence Transformers versus embedding reinitialization after resize; not the same bug." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Tokenization-space cleanup change and missing BOS/EOS insertion are different tokenizer regressions." + "reason": "Both are tokenizer behavior regressions in v5, but they affect different APIs and symptoms." }, { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Different model/config bugs: default multimodal config initialization vs hidden_states output mismatch." + "reason": "Different model/config/output bugs in different components." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Packaging/back-end dependency issue is unrelated to leftover dummy classes leaking into dir(transformers)." + "reason": "Packaging/backend dependency issue versus cleanup of dummy pt objects." }, { "left": "issue:44568", "right": "issue:47085", "accept": false, - "reason": "Tokenizer special-token behavior and tokenizer thread-safety are not the same underlying defect." + "reason": "Different tokenizer regressions: add_special_tokens behavior versus thread-safety of fast tokenizers." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained missing files is unrelated to Qwen3.5 model loading." + "reason": "Processor save_pretrained missing files is unrelated to Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:45600", "right": "issue:47059", "accept": false, - "reason": "Removed config references in auto_mappings are unrelated to the huggingface_hub CLI completion API break." + "reason": "Broken auto_mappings references versus CLI incompatibility with huggingface_hub 1.22.0." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "Both concern performance, but one is a specific VRAM leak in dataloader threads and the other is a broader FA2 long-context regression." + "reason": "Different performance issues in different paths: VRAM leak from dataloader threads versus FA2 long-context regression." }, { "left": "issue:44186", "right": "issue:47085", "accept": false, - "reason": "Tokenizer crash on NER/padding is not the same as a new thread-safety regression." + "reason": "Tokenizer crash on NER/batched padding versus fast tokenizer thread-safety regression." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Attention-mask construction bug and pipeline partial-batch termination bug are unrelated." + "reason": "Different pipeline/model bugs: attention mask construction versus batch finalization in MaskGenerationPipeline." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Multimodal config defaulting and Whisper timestamp decoding are different code paths." + "reason": "Multimodal config initialization issue versus Whisper timestamp decoding crash." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions: cleanup-space behavior versus wrong token IDs for Granite models." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error and docs parameter-name mismatch are unrelated documentation issues." + "reason": "Notebook syntax error versus documentation parameter-name mismatch; unrelated." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "Different tokenizer regressions affecting different models and symptoms." + "reason": "Tokenizer loading regression versus special-token insertion regression; same area, different bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The canonical duplicate choice for issue:42673 vs issue:43704 is supported by the identical title and matching VRAM-leak description, and the rest of the soft-edge rejections stay conservative based on the packet. Also, the packet contains only issues, so the note that there are no PRs is correct." + "feedback": "The summary and canonical choice are grounded in the packet, and the soft-edge verdicts stay conservative. The only accepted pair is the exact duplicate Qwen3ForCausalLM VRAM leak report, which is well supported by identical titles and matching symptoms. No PR-pair mergeability issues are present." }, "evaluator_used": true, "retried": false, @@ -14753,7 +14701,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:22355", "issue:27957", @@ -14782,8 +14730,8 @@ "issue:44222", "issue:44295", "issue:44297", + "issue:44360", "issue:44448", - "issue:44568", "issue:44623", "issue:44734", "issue:44779", @@ -14800,11 +14748,11 @@ "issue:45712", "issue:46132", "issue:46231", + "issue:46762", "issue:46909", "issue:47085" ], "soft_pairs": [ - "issue:43723|issue:44568", "issue:39692|issue:46909", "issue:43479|issue:44079", "issue:44843|issue:47085", @@ -14823,226 +14771,227 @@ "issue:22355|issue:28282", "issue:44222|issue:44297", "issue:44075|issue:46231", - "issue:43116|issue:44190", "issue:45405|issue:45712", + "issue:43116|issue:44190", "issue:44933|issue:45712", - "issue:44060|issue:45125", - "issue:44297|issue:45656", "issue:42831|issue:44623", + "issue:44297|issue:45656", "issue:44448|issue:46132", + "issue:44060|issue:45125", "issue:42796|issue:43723", "issue:44222|issue:44623", "issue:43479|issue:43644", - "issue:45245|issue:46132" + "issue:45245|issue:46132", + "issue:44360|issue:46762" ], - "prepared_review_unit_hash": "c133807fba03292262b98cecf59091af795384a1f1255e7b9b017b60941b1ec2", + "prepared_review_unit_hash": "826d015e8f63c73a10f0424562147716da9305c39a84375c628a4ab3db5229ad", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36193, - "estimated_input_tokens": 9049, - "estimated_eval_tokens": 18354 + "serialized_chars": 36703, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: mostly unrelated tokenizer, model-loading, training, and documentation bugs. None of the soft pairs look like true duplicates or mergeable PR-equivalents.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits: the items span unrelated failures across tokenization, multimodal models, training loops, docs, and runtime/import behavior, so there is no clear umbrella bug to deduplicate around.", + "summary": "This cluster is a grab bag of mostly unrelated Transformers bug reports and regressions. The soft pairs are only superficially similar; none look like the same underlying defect or change, so I would not collapse any of them.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No strong global representative exists because the cluster is not a coherent duplicate set; picking any one issue would misrepresent the rest.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43723", - "right": "issue:44568", - "accept": false, - "reason": "Both are v5 tokenizer regressions, but one is AutoTokenizer loading and the other is add_special_tokens/BOS-EOS behavior for a specific model." - }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Both mention broken examples, but they concern different models, different docs, and different failure modes." + "reason": "Both are documentation-example failures, but they affect different examples/models and appear to have different causes." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "One is multimodal config initialization; the other is ModelOutput key assignment. Different code paths and bugs." + "reason": "Phi4MultimodalConfig default initialization and ModelOutput key assignment are unrelated bugs in different code paths." }, { "left": "issue:44843", "right": "issue:47085", "accept": false, - "reason": "Offline hub lookup in AutoTokenizer is unrelated to tokenizer thread-safety regressions in Rust-backed tokenizers." + "reason": "Offline model_info() call in tokenizer loading is a different problem from tokenizer thread-safety regressions." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is Deepseek-specific encoding output." + "reason": "Both involve tokenizer behavior changes, but one is cleanup spacing in v5 and the other is DeepSeek encoding correctness; not the same bug." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different modules/models." + "reason": "Missing nn import in sentence-transformers integration and missing Qwen2.5-VL export are unrelated import errors." }, { "left": "issue:42673", "right": "issue:47085", "accept": false, - "reason": "A VRAM leak in Qwen3ForCausalLM with dataloader threads is not the same as fast tokenizer thread-safety breaking." + "reason": "A VRAM leak in Qwen3ForCausalLM multi-threaded loading is not the same as fast tokenizer thread-safety issues." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 on XLMRoberta and MLFlow reporting after failed training are unrelated subsystems." + "reason": "Flash Attention 2 support for XLMRoberta and MLflow reporting on failed training are different subsystems and defects." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLFlow failure reporting and Llama 3.2 Vision model loading are different bugs with no shared code path." + "reason": "MLflow run-state reporting and a Llama 3.2 vision model-loading regression are unrelated." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaults are distinct multimodal issues." + "reason": "Vitpose model breakage and Gemma 4 mm_token_type_ids defaults are different model-specific issues." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Both are v5 regressions, but one is tokenization cleanup behavior and the other is processor/tokenizer image-passing compatibility." + "reason": "Tokenizer cleanup behavior in v5 and processor/tokenizer image-passing regressions are separate changes." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "These are different multimodal loading issues affecting different models and different initialization paths." + "reason": "Missing image patch count method and old InternVL2 meta-init incompatibility are different multimodal loading bugs." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "A position_ids buffer read problem is unrelated to optimizer stepping twice with deepspeed." + "reason": "Reading a buffer-backed position_ids tensor and optimizer step being called twice are unrelated." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache continuation in serve and auto_docstring annotation handling are unrelated failures." + "reason": "KV-cache continuation indexing in serve and auto_docstring crashes from future annotations are unrelated." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but the underlying models and causes differ: cleanup-space behavior vs codec/warning handling." + "reason": "Both are tokenizer regressions, but the reported symptoms and likely fixes differ." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLFlow job status reporting and CustomTrainer compute_loss signature incompatibility are different training issues." + "reason": "MLflow failure reporting and CustomTrainer compute_loss signature mismatch do not share a code path." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Missing transformers.onnx and missing PyTorch are both import errors, but they are different dependency/module problems." + "reason": "Missing transformers.onnx module and missing PyTorch dependency error are separate import/setup problems." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Both involve save_pretrained, but one is FP8/MoE serialization and the other is tokenizer metadata mismatch." + "reason": "FP8 save_pretrained behavior and tokenizer.save_pretrained metadata mismatch are unrelated save-path bugs." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "One is an optimizer-logic bug; the other is documentation using the wrong parameter name." + "reason": "SGD args being ignored is a runtime optimizer bug; the other is a documentation parameter-name mismatch." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "These are different example-script failures: empty multi-label predictions vs inability to load a local dataset." + "reason": "An unreleased PEFT version bump and leftover dummy classes are not the same issue." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "A version pin bump and leftover dummy classes are unrelated repo-maintenance issues." + "reason": "Empty multi-label classification results and local dataset loading failure are different example-script issues." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "A nonexistent image_utils import and leftover dummy classes do not share the same underlying bug." + "reason": "Nonexistent image_utils import and dummy class cleanup are unrelated namespace issues." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "Both are Qwen-family model issues, but one is a tied-weights warning and the other is missing tensor-parallel metadata." + "reason": "FineGrainedFP8 accuracy concerns and processor.save_pretrained missing files are different failure modes." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save-pretrained metadata and deepspeed optimizer stepping are unrelated." + "reason": "Tokenizer config mismatch and double optimizer.step() are unrelated bugs." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "FineGrainedFP8 accuracy and processor.save_pretrained missing files are different bugs." + "reason": "v4/v5 output differences for Pegasus and AttentionInterface.register behavior changes are not the same defect." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Pegasus v4/v5 output differences and AttentionInterface.register behavior changes are not the same concrete defect." + "reason": "Incorrect tied-weights warning and missing _tp_plan for tensor parallelism are separate model-integration issues." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "A model-specific BPE-marker tokenizer bug is different from AutoTokenizer offline/model_info behavior." + "reason": "BPE marker handling in a specific tokenizer and AutoTokenizer loading failure are different tokenizer issues." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both mention save_pretrained, but they affect different object types and different failure modes." + "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files affect different serialization paths." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Multimodal config defaults and non-persistent buffer junk initialization are unrelated." + "reason": "Default config initialization and non-persistent buffers getting junk values are unrelated internal-state bugs." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "A category-count runtime limit and AttentionInterface.register behavior changes are unrelated." + "reason": "Category-limit runtime error and AttentionInterface.register behavior change are not the same code path." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer ReLU discussion and Minimax attention numerical differences are unrelated." } ] }, @@ -15064,7 +15013,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:22355", "issue:27957", @@ -15091,6 +15040,7 @@ "issue:44484", "issue:44485", "issue:44623", + "issue:44964", "issue:44977", "issue:45071", "issue:45092", @@ -15110,16 +15060,14 @@ "issue:46614", "issue:46655", "issue:46710", - "issue:46762", "issue:46909", "issue:46932", "issue:47059" ], "soft_pairs": [ - "issue:44360|issue:46762", - "issue:46132|issue:46710", - "issue:44373|issue:44485", "issue:41628|issue:42757", + "issue:44373|issue:44485", + "issue:46132|issue:46710", "issue:44297|issue:45310", "issue:43504|issue:47059", "issue:45071|issue:46082", @@ -15128,226 +15076,227 @@ "issue:43122|issue:46209", "issue:46614|issue:46932", "issue:44263|issue:45092", + "issue:46209|issue:46431", "issue:43232|issue:46424", "issue:44295|issue:44623", - "issue:46209|issue:46431", "issue:43232|issue:45834", "issue:30990|issue:38175", "issue:44263|issue:44373", "issue:44190|issue:46082", "issue:46369|issue:46909", "issue:46305|issue:46655", - "issue:43475|issue:46305", "issue:42907|issue:46050", + "issue:43475|issue:46305", "issue:44263|issue:44360", "issue:42831|issue:45310", - "issue:45092|issue:45357", "issue:22355|issue:27957", + "issue:45092|issue:45357", "issue:44483|issue:45406", - "issue:44279|issue:46328" + "issue:44279|issue:46328", + "issue:44964|issue:47059" ], - "prepared_review_unit_hash": "ac500d5da148e06f86e607b5c916ec85ff3ef22920e39cbd000795baf1553b08", + "prepared_review_unit_hash": "0763eb967601f7fc4754d958b851d9d221c4512b19dc132ba84d6be93d4e453e", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35954, - "estimated_input_tokens": 8989, - "estimated_eval_tokens": 18234 + "serialized_chars": 35957, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous; the soft links mostly reflect broad subsystem similarity rather than true duplicates. I would not merge any of the candidate pairs.", - "confidence": 0.95, - "canonical_issue_reason": "issue:45071 is the best single anchor only in a loose sense: it is a broad core v5 regression in config handling, whereas the other issues are mostly narrower model-specific, docs, or unrelated bugs.", + "summary": "The cluster is highly heterogeneous: most items are unrelated regressions, import errors, model-specific bugs, or documentation/test issues. None of the soft pairs look like true duplicates under a strict same-code-path standard.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45071 is the closest broad representative because it captures the cluster\u2019s recurring v5 regression theme, but the set is too mixed for a strong true canonical.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45071 is the most representative concrete bug here because it targets a core library regression rather than a peripheral symptom or documentation issue.", + "best_issue_reason": "45071 is the most reasonable umbrella issue among the listed items, since it is a broad framework-regression report rather than a model-specific one.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44360", - "right": "issue:46762", - "accept": false, - "reason": "Both touch DSA/attention numerics, but they describe different bugs in different code paths (missing ReLU vs reference mismatch)." - }, - { - "left": "issue:46132", - "right": "issue:46710", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "One is an API behavior change in AttentionInterface.register; the other is a model accuracy regression after upgrade." + "reason": "Both are import failures, but one is transformers.AutoImageProcessor and the other is huggingface_hub.is_offline_mode; different packages and code paths." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "This is a docs issue about position_ids, while the other is an implementation discussion about GLM-5 RoPE." + "reason": "One is a docstring complaint about position_ids; the other is a RoPE implementation bug. Not the same underlying defect." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:46132", + "right": "issue:46710", "accept": false, - "reason": "Both are import errors, but from different packages and unrelated symbols, so they are not the same bug." + "reason": "AttentionInterface.register behavior change and an accuracy regression in a specific model after upgrade are distinct problems." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save metadata mismatch and Qwen3.5 from_pretrained failure are different save/load bugs." + "reason": "Tokenizer config mismatch on save_pretrained is separate from Qwen3.5 from_pretrained loading failure." }, { "left": "issue:43504", "right": "issue:47059", "accept": false, - "reason": "A legacy field load failure for BEiT segmentation is unrelated to the CLI break caused by huggingface_hub 1.22.0." + "reason": "BEiT pretrained loading with a legacy field and CLI completion breakage from huggingface_hub are unrelated." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Both are config regressions, but they involve different fields and validation logic, not the same underlying defect." + "reason": "Type-checking regression in PretrainedConfig is not the same as LlamaConfig head_dim validation behavior." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation are separate code paths." + "reason": "AutoTokenizer load failure in v5 and Qwen3.5 flash-attention generation issues affect different paths." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8/MoE persistence and the other is shard-size behavior." + "reason": "FP8 save_pretrained behavior and max_shard_size defaulting are separate save/export concerns." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenizer output differences across versions and B200 FP8 inference failure are unrelated bugs." + "reason": "Tokenizer output differences across versions and FP8 inference failure on B200 are not the same bug." }, { "left": "issue:46614", "right": "issue:46932", "accept": false, - "reason": "Stale phonemizer backend state and Gemma4 quantized-embedder casting are different components and failures." + "reason": "Stale phonemizer backend state and Gemma4 dtype casting for quantized embedders are unrelated." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "A torch.split indexing issue and a remote-code/meta-init incompatibility are not the same problem." + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is unrelated to InternVL2 remote-code/meta-init incompatibility." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template support in a processor are different failure modes." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwarg updates after sync_gpus and cache max_length handling are different code paths." + "reason": "Generation kwargs handling after sync_gpus is separate from cache max_cache_length semantics." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Reading a registered buffer and missing save_pretrained files are distinct failures." - }, - { - "left": "issue:46209", - "right": "issue:46431", - "accept": false, - "reason": "FP8 inference on B200 and missing chat template in a processor are unrelated." + "reason": "Reading position_ids after buffer registration and processor.save_pretrained missing files are different serialization issues." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation sync_gpus handling and a long-OCR index error in Kosmos2.5 are different bugs." + "reason": "Generation kwargs sync behavior and a Kosmos2.5 OCR index error do not share a concrete code path." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Loading hang in Sentence Transformers and zero probabilities in SigLIP2 are separate model issues." + "reason": "Sentence Transformers loading hang and zero probabilities in siglip2-base are unrelated model/runtime problems." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "The DSA indexer split bug and a wrong docstring for position_ids are not duplicates." + "reason": "GlmMoeDsaIndexer split handling and a wrong docstring for position_ids are not duplicates." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "A local dataset loading script issue and a LlamaConfig validation error are unrelated." + "reason": "A local dataset loading script problem is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:46369", "right": "issue:46909", "accept": false, - "reason": "A SAM3-LiteText memory overflow and a broken DIA documentation example do not share the same underlying bug." + "reason": "sam3-litetext memory overflow and a broken documentation example for DIA are different categories entirely." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Both concern window/padding math, but they affect different processors and are not clearly the same defect." + "reason": "MoonshineStreaming off-by-one masking and SmolVLM video padding calculation are distinct algorithmic bugs." }, { - "left": "issue:43475", - "right": "issue:46305", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "Missing fpn_position_embeddings in SAM3 video output and a sliding-window off-by-one are different issues." + "reason": "Dequantized model save failures and sinq save/load breakage are both quantization-related, but they are different model paths and symptoms." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:43475", + "right": "issue:46305", "accept": false, - "reason": "Saving dequantized models and sinq save/load breakage are related broadly to quantization, but not the same concrete bug." + "reason": "SAM3 vision encoder missing attribute and MoonshineStreaming window masking are unrelated." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "These share the DSA indexer area, but one is about torch.split returns and the other about a missing ReLU." + "reason": "One is a split/indexing bug; the other is a discussion about missing ReLU. Not the same concrete defect." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FP8 accuracy drift and a Qwen3.5 from_pretrained error are different symptoms and code paths." + "reason": "FineGrainedFP8 accuracy degradation and Qwen3.5 from_pretrained loading failure are different issues." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:22355", + "right": "issue:27957", "accept": false, - "reason": "Both involve model compatibility, but one is meta-init incompatibility and the other is incorrect visual encoder key saving." + "reason": "Missing transformers.onnx module and XLMRoberta Flash Attention 2 support are unrelated." }, { - "left": "issue:22355", - "right": "issue:27957", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "A missing transformers.onnx module and an XLMRoberta flash-attention question are unrelated." + "reason": "InternVL2 meta-init incompatibility and Qwen3.5 save_pretrained visual-key regression are different code paths." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat/completions request rejection and a Gemma4Processor attribute crash are different server bugs." + "reason": "chat/completions request rejection and Gemma4Processor missing _tokenizer in serve are separate API/processor bugs." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "A generic dependency issue and a padding performance regression are not the same underlying problem." + "reason": "A generic dependency issue and a numpy-to-list performance problem are not duplicates." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Phi-4 multimodal loading failure and CLI breakage with huggingface_hub 1.22.0 are unrelated." } ] }, @@ -15369,13 +15318,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:22355", "issue:27957", "issue:28218", "issue:30990", "issue:33357", + "issue:39379", "issue:39401", "issue:41628", "issue:42757", @@ -15387,7 +15337,6 @@ "issue:43066", "issue:43122", "issue:43232", - "issue:43329", "issue:43408", "issue:43540", "issue:43576", @@ -15413,6 +15362,7 @@ "issue:45593", "issue:45753", "issue:46002", + "issue:46172", "issue:46305", "issue:46369", "issue:46402", @@ -15420,24 +15370,24 @@ "issue:47059" ], "soft_pairs": [ - "issue:44964|issue:47059", "issue:42831|issue:44038", "issue:44829|issue:46002", - "issue:45381|issue:46305", "issue:41628|issue:43824", "issue:43408|issue:46402", + "issue:45381|issue:46305", "issue:44261|issue:45092", "issue:43644|issue:46305", + "issue:39379|issue:46172", "issue:22355|issue:28218", "issue:42831|issue:45753", "issue:44327|issue:47059", "issue:39401|issue:44568", - "issue:42886|issue:42994", "issue:42757|issue:45278", "issue:43408|issue:46369", "issue:44188|issue:44373", - "issue:42886|issue:43066", + "issue:42886|issue:42994", "issue:27957|issue:30990", + "issue:42886|issue:43066", "issue:42796|issue:43122", "issue:45381|issue:46909", "issue:43232|issue:45593", @@ -15448,217 +15398,210 @@ "issue:44295|issue:44297", "issue:42907|issue:44964", "issue:43976|issue:44945", - "issue:43576|issue:43784", - "issue:43329|issue:47059" + "issue:43576|issue:43784" ], - "prepared_review_unit_hash": "c79eb615df75c8ad2186703b8d004b89e35b8b5b780c1672a48ed0490c692168", + "prepared_review_unit_hash": "7763ff87c32a3e06fc795921ae3d0595e1edb5b94cd569051de756304b9c2471", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35766, - "estimated_input_tokens": 8942, - "estimated_eval_tokens": 18140 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35920, + "estimated_input_tokens": 8980, + "estimated_eval_tokens": 18216 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes import/compatibility regressions, tokenizer behavior bugs, multimodal model failures, and unrelated runtime issues. Based on titles alone, none of the soft pairs looks like a safe duplicate merge.", - "confidence": 0.69, - "canonical_issue_reason": "Issue #45278 is the broadest umbrella for the import/compatibility regression subgroup, so it is the best single representative among the issue set.", + "summary": "The listed issues are mostly semantically adjacent at a broad level (imports, tokenizers, model-loading, vision) but do not appear to be true duplicates of one underlying bug. I would not consolidate them into a single canonical issue.", + "confidence": 0.84, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#45278 is the most general and central issue here, covering the widest compatibility-breakage pattern seen among the import-related reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44964", - "right": "issue:47059", - "accept": false, - "reason": "Different failures: model loading for Phi-4 multimodal vs a CLI completion attribute error in huggingface_hub." - }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Both are model-related, but one is an FP8 accuracy issue and the other is a Qwen3-VL-Moe bug; no shared code-path is evident." + "reason": "Different failures: FineGrainedFP8 accuracy regression vs Qwen3-VL-Moe compatibility bug." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Training degeneration with flash_attention_3 is not the same bug as NaNs after checkout/init in classification heads." - }, - { - "left": "issue:45381", - "right": "issue:46305", - "accept": false, - "reason": "Both involve sequence/position logic, but one is Qwen2.5-VL video position ids and the other is MoonshineStreaming window masking." + "reason": "One is degenerate training with flash_attention_3; the other is NaNs after checkout/init. Different symptoms and likely different causes." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Separate import errors for different symbols and models; they do not point to the same missing export." + "reason": "Both are import errors, but for different symbols and likely different missing exports." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "The warning about sam3_video vs sam3_tracker is unrelated to sam3 text encoder weights not loading." + "reason": "SAM3 model-type warning is unrelated to text-encoder weights not loading." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Different code paths: Qwen2.5-VL vision position IDs vs MoonshineStreaming mask off-by-one." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "One is an MLA layernorm epsilon precision/config issue; the other is remote-code/meta-init incompatibility for InternVL2." + "reason": "MLA layernorm epsilon precision issue is unrelated to InternVL2 meta-init incompatibility." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer junk and an off-by-one streaming mask bug are different runtime defects." + "reason": "Non-persistent buffer initialization bug is unrelated to sliding-window masking." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Different model internals and different bugs: mllama mask handling vs deepseek-v4 tensor transpose/cast." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Missing transformers.onnx module is unrelated to tokenizer spacing after added tokens." + "reason": "Module import failure for transformers.onnx is unrelated to tokenizer spacing after added tokens." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FP8 accuracy regression is not the same as an infinite-loop image-specific generation bug." + "reason": "Accuracy regression in FP8 is not the same as an infinite-loop issue on a specific image." }, { "left": "issue:44327", "right": "issue:47059", "accept": false, - "reason": "QA decode_spans kth-out-of-bounds is unrelated to a CLI completion object attribute regression." + "reason": "QA decode_span top-k crash is unrelated to a CLI/huggingface_hub completion attribute error." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Wrong offset_mapping and missing BOS/EOS insertion are different tokenizer behaviors and likely different fixes." - }, - { - "left": "issue:42886", - "right": "issue:42994", - "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving are separate failure modes." + "reason": "Both are tokenization regressions, but they affect different tokenizers and different behavior (offset mapping vs BOS/EOS insertion)." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "#45278 is a broad import-regression umbrella, but #42757 is a specific huggingface_hub symbol import error; too broad to treat as the same bug." + "reason": "The second is a broad umbrella for many import errors; not enough evidence it is the same underlying bug as the specific is_offline_mode import failure." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Model-type warning during instantiation is unrelated to memory overflow in sam3-litetext." + "reason": "Model-type mismatch warning and memory overflow on sam3-litetext are different problems." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel divergence on torch.compile does not match a docstring issue for position_ids." + "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring issue." }, { "left": "issue:42886", - "right": "issue:43066", + "right": "issue:42994", "accept": false, - "reason": "Offline cache loading and wrong tokenizer decoder type in v5 are distinct tokenizer regressions." + "reason": "Offline tokenizer cache loading and quantized model saving are different workflows and failures." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Sentence Transformers getting stuck loading." + "reason": "Different model-loading problems: Flash Attention 2 on XLM-Roberta vs Sentence Transformers hanging." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading bug is not the same as wrong tokenizer decoder type in v5." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Tokenizer BPE-marker handling and version-to-version tokenization differences are related only at a very broad level, not the same concrete bug." + "reason": "Specific Ministral BPE-marker handling bug differs from a broader tokenization difference across versions." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "Video position id mismatch in Qwen2.5-VL is unrelated to a broken DIA documentation example." + "reason": "A model video-position-ID bug is unrelated to a broken documentation example." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss behavior are different subsystems and bugs." + "reason": "Generation kwargs handling after sync_gpus is unrelated to D-FINE auxiliary losses." }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError is unrelated to a documentation example issue." + "reason": "Qwen3OmniMoe video input processing and DIA documentation are unrelated." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage is not the same as NaNs in classification heads." + "reason": "Custom model initialization breakage is not the same as classification-head NaNs." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and incorrect LLM output under pipeline parallelism are different problems." + "reason": "Quantized model saving and pipeline-parallelism output corruption are different issues." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Loading hang in Sentence Transformers and a MacOS bus error with a CLIP model are not the same failure." + "reason": "Both are runtime/model-load failures, but on different models and platforms with no shared root cause shown." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Reading position_ids after buffer registration and tokenizer_class mismatch in tokenizer_config.json are unrelated." + "reason": "Reading a registered position_ids buffer and tokenizer_config class mismatch are unrelated." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Quantized model save failure and Phi-4 multimodal load failure are different code paths." + "reason": "Saving dequantized checkpoints is unrelated to loading a specific multimodal model." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility and pipeline-parallel output correctness are separate issues." + "reason": "Python-version compatibility and incorrect pipeline-parallel output are different bugs." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken transformers env command and sentence-transformers import NameError are unrelated." - }, - { - "left": "issue:43329", - "right": "issue:47059", - "accept": false, - "reason": "Undefined multimodal token helper variables in video processing are unrelated to the CLI completion regression." + "reason": "CLI env command breakage and sentence-transformers import NameError are unrelated." } ] }, @@ -15680,7 +15623,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:22355", "issue:29127", @@ -15688,13 +15631,13 @@ "issue:36296", "issue:39401", "issue:41628", - "issue:42175", "issue:42371", "issue:42757", "issue:42907", "issue:43116", "issue:43122", "issue:43278", + "issue:43329", "issue:43408", "issue:43452", "issue:43475", @@ -15718,7 +15661,6 @@ "issue:44704", "issue:44779", "issue:44829", - "issue:44938", "issue:44945", "issue:45200", "issue:45216", @@ -15729,11 +15671,13 @@ "issue:46172", "issue:46326", "issue:46614", - "issue:46762" + "issue:46762", + "issue:47059" ], "soft_pairs": [ - "issue:43756|issue:44060", + "issue:43329|issue:47059", "issue:41628|issue:45278", + "issue:43756|issue:44060", "issue:42907|issue:43937", "issue:42371|issue:44263", "issue:44117|issue:44704", @@ -15741,11 +15685,11 @@ "issue:43784|issue:45600", "issue:39401|issue:44521", "issue:44625|issue:44829", - "issue:46172|issue:46762", "issue:44704|issue:45290", + "issue:46172|issue:46762", "issue:43122|issue:46326", - "issue:44360|issue:44485", "issue:43408|issue:43475", + "issue:44360|issue:44485", "issue:43122|issue:44521", "issue:44038|issue:44297", "issue:42907|issue:43452", @@ -15760,217 +15704,216 @@ "issue:42757|issue:44351", "issue:36296|issue:43116", "issue:43278|issue:44945", - "issue:22355|issue:29127", - "issue:42175|issue:44938" + "issue:22355|issue:29127" ], - "prepared_review_unit_hash": "036775a5ff9b74c097e4f6ccfeb0e407b09812d1a52957abd11bba994c2ed10d", + "prepared_review_unit_hash": "723b02d8e12ae8a5fef1e09b4fefe7e06de6a3d3160528952134ee66a219aa59", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36383, - "estimated_input_tokens": 9096, - "estimated_eval_tokens": 18448 + "serialized_chars": 36537, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous and does not contain a clear duplicate set. The soft pairs mostly share broad keywords like tokenizer, import, or model-regression, but they describe different code paths and symptoms, so none should be merged.", + "summary": "This cluster is mostly heterogeneous: unrelated Transformers bugs that only share broad terms like from_pretrained/save_pretrained, tokenizer, or model family names. All soft pairs look like false positives and should be rejected.", "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the items span unrelated bugs across imports, tokenization, model config, saving/loading, and training behavior.", + "canonical_issue_reason": "No clear canonical duplicate target exists; the issues span many unrelated code paths, so treating any one issue as the cluster canonical would be misleading.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative; picking one would be arbitrary because the cluster is not a true duplicate group.", + "best_issue_reason": "No issue is a good umbrella representative for deduplication here; the reports do not share one underlying defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:43329", + "right": "issue:47059", "accept": false, - "reason": "Different Qwen3-Next vs Smollm3 model bugs; one is RoPE-layer drop, the other is a tied-weights warning." + "reason": "Different failures: multimodal token counting vs a CLI completion API break in huggingface_hub." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Both mention imports, but one is a missing AutoImageProcessor symbol and the other is a broad install/upgrade import breakage." + "reason": "One is a missing AutoImageProcessor import; the other is a broad upgrade-time import regression with no concrete shared code path." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Unrelated model bugs: Smollm3 RoPE layer selection vs Qwen3-Next tied-weights warning." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Saving dequantized Minstral/Devstral models is unrelated to GLM-5 GenerationConfig validation." + "reason": "Different model-specific problems: dequantized save failure vs invalid GenerationConfig." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "Packaging/backend installation issue is unrelated to the GlmMoeDsaIndexer torch.split behavior." + "reason": "TF32 behavior settings and a torch.split bug in GLM-MoE are unrelated." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling and AutoProcessor cached_file kwargs are different failure modes." + "reason": "Both touch loading code, but one is a tokenizer mapping None bug and the other is cached_file kwargs forwarding." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Qwen3 offset_mapping is a tokenizer alignment bug; loading cjvt/sleng-bert is a separate model-loading issue." + "reason": "Different tokenizer/model issues: wrong offset_mapping vs failing to load a specific model." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Sentence-transformers import NameError is unrelated to stale Sam3LiteText references in auto_mappings.py." + "reason": "Import NameError in sentence-transformers integration is unrelated to stale auto_mappings references." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Offset-mapping correctness and multimodal assistant_masks are distinct tokenizer/template bugs." + "reason": "Tokenizer offset mappings and multimodal assistant mask generation are different defects." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is unrelated to flash_attention_3 causing degenerate training." + "reason": "Qwen3.5 num_labels propagation is unrelated to flash_attention_3 training degeneration." }, { - "left": "issue:46172", - "right": "issue:46762", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Both are numerical/model issues, but they concern different models and different attention implementations." + "reason": "Both are API-entry bugs, but different surfaces and code paths: cached_file kwargs vs chat template tool-call handling." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:46172", + "right": "issue:46762", "accept": false, - "reason": "Passing kwargs to cached_file is a processor-loading bug; tool-call handling in apply_chat_template is a separate template bug." + "reason": "Different model implementations and different numerical issues." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Both involve tokenizer behavior, but one is a version-to-version regression and the other is mistral_common continue_final_message handling." + "reason": "Both are tokenizer-related, but one is a version regression in tokenization and the other is mistral_common continue_final_message behavior." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "A missing ReLU in the DSA indexer is unrelated to GLM-5 RoPE implementation details." + "reason": "Same SAM3 area, but different concrete bugs: wrong class selection vs missing output attribute." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Sam3 video/tracker type warning and missing fpn_position_embeddings are different SAM3 code-path problems." + "reason": "DSA indexer activation choice and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Generic tokenization changes and multimodal assistant mask generation are not the same bug." + "reason": "Different symptoms and subsystems: tokenizer regression vs multimodal chat template assistant masks." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe version bug and tokenizer_class mismatch on save_pretrained are separate issues." + "reason": "Qwen3-VL-Moe version bug and tokenizer_config save mismatch are distinct issues." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Model dequantization save failures are unrelated to gguf_file load failures in tokenizer/model from_pretrained." + "reason": "Saving dequantized models and gguf loading through AutoTokenizer/AutoModel are different code paths." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated." + "reason": "Missing transformers.onnx module is unrelated to slow/fast tokenizer inconsistency." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe bug and position_ids buffer reading error are different model/runtime problems." + "reason": "No shared underlying defect: Qwen3-VL-Moe regression vs position_ids buffer read error." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "One is a save_pretrained checkpoint regression; the other is a from_pretrained load error." + "reason": "Related model family, but one is save_pretrained correctness and the other is from_pretrained failure; not the same bug." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Qwen3-VL-Moe failure and FP8 save_pretrained on moe are different model-saving paths." + "reason": "Different MoE-related regressions: model-specific Qwen3-VL issue vs FP8 save_pretrained." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration and missing HybridCache are just separate import errors." + "reason": "Both are import errors, but for different symbols and unrelated dependencies." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "run_classification.py multi-label output issue is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "Example script multi-label output bug is unrelated to Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Qwen3 offset_mapping and Wav2Vec2 phonemizer backend state are unrelated tokenizer bugs." + "reason": "Different tokenizers and failures: Qwen3 offset mapping vs stale phonemizer language backend state." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "A broad tokenizer regression in v5 is not the same as Deepseek-specific incorrect tokenization." + "reason": "Both mention tokenizer changes in v5, but they concern different models and distinct bugs." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Missing is_offline_mode from huggingface_hub and missing HybridCache are separate import failures." + "reason": "External hub import break and internal HybridCache import break are unrelated." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training and multi-label classification empty outputs are unrelated." + "reason": "Tensor parallel training and classification example output are different problems." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to incorrect pipeline-parallel LLM output." + "reason": "Dtype drift in evaluate and incorrect pipeline-parallel LLM output do not share a concrete code path." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "An import error for transformers.onnx is unrelated to LayoutLMv3 box-validation error messaging." - }, - { - "left": "issue:42175", - "right": "issue:44938", - "accept": false, - "reason": "Torch extra backend packaging and Python 3.14 load failure are not the same underlying issue." + "reason": "Module import failure and a layoutlmv3 error-message clarity issue are unrelated." } ] }, @@ -15992,16 +15935,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:28348", "issue:38617", + "issue:39379", + "issue:42175", "issue:42371", "issue:42673", "issue:42796", "issue:42898", "issue:43066", "issue:43116", + "issue:43232", "issue:43493", "issue:43611", "issue:43618", @@ -16020,10 +15966,9 @@ "issue:44704", "issue:44779", "issue:44936", - "issue:44995", + "issue:44938", "issue:45072", "issue:45083", - "issue:45092", "issue:45278", "issue:45357", "issue:45446", @@ -16034,24 +15979,24 @@ "issue:46328", "issue:46614", "issue:46640", - "issue:46697", "issue:46710", "issue:46726", - "issue:46762", "issue:46829", "issue:46877", "issue:46909", "issue:46981" ], "soft_pairs": [ + "issue:42175|issue:44938", + "issue:39379|issue:43232", "issue:43493|issue:45753", "issue:44188|issue:46328", "issue:46231|issue:46877", - "issue:42898|issue:46614", "issue:43937|issue:44485", + "issue:42898|issue:46614", "issue:38617|issue:45278", - "issue:43611|issue:46002", "issue:43976|issue:45446", + "issue:43611|issue:46002", "issue:44038|issue:45478", "issue:43066|issue:44779", "issue:42673|issue:45072", @@ -16069,206 +16014,204 @@ "issue:43116|issue:43825", "issue:43066|issue:46710", "issue:28348|issue:46640", - "issue:44995|issue:46697", - "issue:42673|issue:42796", - "issue:45092|issue:46762" + "issue:42673|issue:42796" ], - "prepared_review_unit_hash": "eb1bff780d959823ed74200a1ed7ee0c53dac887985ad2a47a9e6df50596e464", + "prepared_review_unit_hash": "8e1d982dd60fdd5c734375d3126fae2ed223de207d297005dfb54787ff1a46f3", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35828, - "estimated_input_tokens": 8957, - "estimated_eval_tokens": 18170 + "serialized_chars": 35750, + "estimated_input_tokens": 8938, + "estimated_eval_tokens": 18132 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of Transformers v5 regressions and model-specific bugs; the soft pairs do not look like true duplicates under strict triage. I\u2019d use the broad upgrade-regression report as the canonical issue, since it is the most general umbrella among otherwise narrow reports.", - "confidence": 0.58, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella report in the set: \u201cmany import errors after update\u201d can subsume narrower import-regression cases, while the others are mostly model-, tokenizer-, or API-specific.", + "summary": "The candidates are mostly unrelated issue reports across different models, APIs, and failure modes. I found no strong duplicate pairs; the closest is the import-regression family, but even that is too broad to merge confidently.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 45278 is the best umbrella-style issue in the set: it captures the broad import-regression theme and is more representative than the narrower single-symptom reports.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the best representative issue because it describes a general post-upgrade breakage pattern rather than one narrow model or function failure.", + "best_issue_reason": "Issue 45278 is the strongest global representative because it has the broadest scope and most clearly describes a recurring regression class.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Different failures: missing TensorFlow in a torch install vs a Python 3.14 load issue." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "Different code paths: mllama masking logic vs generation kwargs after sync_gpus." + }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Both are model behavior regressions, but they concern different models and different failure modes; not the same concrete bug." + "reason": "Different models and symptoms: SigLIP2 parity discrepancy vs Qwen3_5 infinite loop on one image." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding-performance issue in SequenceFeatureExtractor.pad." + "reason": "Different areas: attention-kernel divergence under torch.compile vs feature-extractor padding inefficiency." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Both touch documentation/runtime messaging, but they are different doc-related problems with no shared code path." + "reason": "Documentation parameter mismatch vs import-time diagnostics printing; not the same bug." }, { - "left": "issue:42898", - "right": "issue:46614", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "One is a v5 tokenization cleanup behavior change, the other is a stale phonemizer backend state bug." + "reason": "Same model family, but different problems: invalid GenerationConfig vs RoPE implementation discussion." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:42898", + "right": "issue:46614", "accept": false, - "reason": "Same model family, but one is invalid GenerationConfig handling and the other is a RoPE implementation discussion; not the same bug." + "reason": "Tokenizer cleanup behavior change vs stale phonemizer backend state; unrelated." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "The latter is a broad umbrella for many import failures, but the former is a specific missing-symbol ImportError; too little evidence they are the same underlying defect." + "reason": "45278 is a broad import-error report, but 38617 is one specific missing symbol; not clearly the same underlying defect." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Base-model-prefix loading regression and NaNs in classification heads are different failures." + "reason": "Both mention version checks, but for different dependencies and imports." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "These are unrelated version-check/regression reports affecting different subsystems." + "reason": "Model loading failure vs NaNs in classification heads; unrelated symptoms." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen/MoE models, but the titles point to different model variants and different load-time failures." + "reason": "Both concern Qwen3 variants, but the failing paths and errors differ." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they target different tokenizers and different symptoms." + "reason": "Both tokenizer regressions, but different models and different failure modes." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leakage in threaded generation and bfloat16 dtype mismatches are unrelated issues." + "reason": "VRAM leak in threaded generation vs dtype mismatch in inference; not the same bug." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Running compiled Python files and a training API doc mismatch are not the same underlying bug." + "reason": "Compiled Python load errors are unrelated to a docstring parameter-name mismatch." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "A missing num_labels propagation bug is not the same as NaNs in classification heads." + "reason": "Config propagation bug vs NaNs after checkout/init; different issues." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5/MoE-related, but one is a save_pretrained key regression and the other is a from_pretrained error; different code paths." + "reason": "Both involve Qwen3.5/Moe regressions, but save_pretrained key corruption is distinct from from_pretrained loading failure." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "An example-script multi-label classification bug is unrelated to a SigLIP2 implementation discrepancy." + "reason": "Example-script classification output bug vs model implementation discrepancy." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "Processor input-size mismatch and a broken documentation example are not the same change or bug." + "reason": "Processor image-size mismatch vs broken documentation example; unrelated." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "A helper length-calculation bug in qwen3_omni_moe is unrelated to a PyTorch version check issue." + "reason": "Feature-extractor length calculation bug vs incorrect PyTorch version gating." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer argument handling and trainer evaluate-after-train behavior are different bugs." + "reason": "Optimizer arguments ignored vs trainer evaluate/train lifecycle failure; different code paths." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and a missing image-patch method are unrelated." + "reason": "TF32 settings guidance vs missing image-patch-count method; unrelated." }, { "left": "issue:46726", "right": "issue:46981", "accept": false, - "reason": "Both involve AutoProcessor.from_pretrained, but one is about missing vision backend handling and the other is HTTP 429 retry behavior; different concrete problems." + "reason": "Both are AutoProcessor issues, but one is about missing backend handling and the other about repeated 429 retries." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Both are output-structure regressions, but they affect different models and different fields." + "reason": "Different output-field bugs in different model classes." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing embed_tokens.weight in a model encoder load path is unrelated to AutoProcessor kwarg forwarding." + "reason": "Missing encoder weight on load vs AutoProcessor kwargs forwarding; different subsystems." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "An example classification bug and a pipeline error-message regression are distinct issues." + "reason": "Example script output bug vs incorrect pipeline error message; not the same defect." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Tokenizer decoder-type regression and an accuracy regression in a model checkpoint are not the same bug." + "reason": "Tokenizer regression vs accuracy regression in a model; too different to merge." }, { "left": "issue:28348", "right": "issue:46640", "accept": false, - "reason": "Both mention Flash Attention 2, but one is a specific GPT2LMHeadModel support request and the other is a generic issue report without the same concrete scope." - }, - { - "left": "issue:44995", - "right": "issue:46697", - "accept": false, - "reason": "A stale indexer-cache crash on second forward pass is unrelated to image over-padding." + "reason": "Flash Attention 2 support request vs a separate flash-attention issue with no concrete shared root cause." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leakage in multithreaded use and tokenizer BPE-marker handling are unrelated." - }, - { - "left": "issue:45092", - "right": "issue:46762", - "accept": false, - "reason": "Meta-init incompatibility for old remote-code checkpoints and numerical divergence in attention outputs are different classes of failures." + "reason": "VRAM leak in dataloader-threaded inference vs tokenizer BPE-marker handling; unrelated." } ] }, @@ -16290,20 +16233,18 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:33453", - "issue:38617", + "issue:39379", "issue:39401", - "issue:41628", "issue:42222", - "issue:42617", "issue:43064", - "issue:43122", "issue:43408", "issue:43441", "issue:43450", "issue:43673", + "issue:43688", "issue:43742", "issue:43824", "issue:43827", @@ -16318,12 +16259,13 @@ "issue:44779", "issue:44829", "issue:44977", + "issue:44995", "issue:45071", "issue:45081", + "issue:45092", "issue:45216", "issue:45310", "issue:45341", - "issue:45362", "issue:45405", "issue:45446", "issue:45561", @@ -16332,23 +16274,27 @@ "issue:45632", "issue:46002", "issue:46077", - "issue:46298", "issue:46328", "issue:46512", + "issue:46697", "issue:46752", "issue:46762", + "issue:46897", "issue:46981", "issue:47000", "issue:47059" ], "soft_pairs": [ + "issue:44995|issue:46697", "issue:43827|issue:45446", "issue:33453|issue:39401", + "issue:45092|issue:46762", "issue:44263|issue:46762", "issue:43824|issue:46981", "issue:43064|issue:43673", "issue:42222|issue:43441", "issue:43673|issue:46328", + "issue:39379|issue:43688", "issue:42222|issue:47000", "issue:42222|issue:46752", "issue:43937|issue:45563", @@ -16357,6 +16303,7 @@ "issue:44291|issue:45071", "issue:44117|issue:45588", "issue:44466|issue:46002", + "issue:39379|issue:46897", "issue:44410|issue:45310", "issue:39401|issue:44779", "issue:43450|issue:43986", @@ -16364,218 +16311,226 @@ "issue:45071|issue:47059", "issue:45341|issue:46328", "issue:45071|issue:46512", - "issue:45341|issue:45561", "issue:44829|issue:45216", + "issue:45341|issue:45561", "issue:45632|issue:46981", "issue:43408|issue:43742", - "issue:44117|issue:45081", - "issue:42617|issue:45341", - "issue:38617|issue:41628", - "issue:43122|issue:46298", - "issue:45362|issue:46328" + "issue:44117|issue:45081" ], - "prepared_review_unit_hash": "c3a7e6223dead10b69ab48dcb3649d3fc6f20c4e4dde069a6ea41c3508d3da38", + "prepared_review_unit_hash": "bdcfc8ac3c38eee19d19b6b92d6ef0b7e4a44933e20c6a37660598ce27400a95", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36970, - "estimated_input_tokens": 9243, - "estimated_eval_tokens": 18742 + "serialized_chars": 37096, + "estimated_input_tokens": 9274, + "estimated_eval_tokens": 18804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated tokenizer/model/import/configuration regressions, so none of the proposed soft edges are safe duplicate merges. The best representative issue is the broad tokenization regression report in 43122, but it is still not a duplicate of the others.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43122 is the clearest, most general regression report in the set: it compares v4.57.3 vs v5, describes a reproducible tokenizer behavior change, and is broad enough to represent the cluster better than the model-specific or one-off bugs.", + "summary": "The soft pairs are overwhelmingly false positives: they share broad themes like tokenizers, loading, or attention, but each describes a different concrete bug or code path. No PRs are present, and there is no clear canonical issue representative for this heterogeneous set.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the strongest overall issue candidate because it is explicit about a version regression, has clear reproduction impact, and is more representative than the narrower, model-specific reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Different bugs: stale indexer cache on second forward pass vs image processor over-padding." + }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs referencing pipeline removals and a flex_attention import/version-check bug are different subsystems and different failure modes." + "reason": "Docs reference pipeline() removal vs a PyTorch version check bug in flex_attention." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both are tokenizer-related, but one is a loading regression and the other is an offset_mapping correctness bug in a specific tokenizer." + "reason": "Both tokenizer-related, but one is loading regression and the other is wrong offset_mapping for Qwen3." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-init incompatibility for old remote-code checkpoints vs numerical mismatch in Minimax MSA attention." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "GlmMoeDsaIndexer split behavior and Minimax MSA attention numerical differences are unrelated model implementation bugs." + "reason": "GlmMoeDsa torch.split return handling is unrelated to Minimax attention numerics." }, { "left": "issue:43824", "right": "issue:46981", "accept": false, - "reason": "A missing exported model class and repeated HTTP 429 retries in AutoProcessor are unrelated import vs networking issues." + "reason": "ImportError for Qwen2_5_VL export vs repeated HTTP 429 retries in AutoProcessor.from_pretrained." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and chunked_prefill cache handling do not describe the same code path." + "reason": "FSDP2/PEFT optimizer state corruption vs missing GenerationMixin cache during chunked prefill." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose model breakage and Ministral FlashAttention failure are separate model-specific regressions." + "reason": "Vitpose model breakage is unrelated to Ministral-3 FlashAttention failure." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Cache missing during generation and an inefficient pad conversion in SequenceFeatureExtractor are different behaviors in different modules." + "reason": "Missing generation cache vs a padding performance inefficiency." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "Incorrect mllama mask handling vs auxiliary loss normalization in MoE models." }, { "left": "issue:42222", "right": "issue:47000", "accept": false, - "reason": "VitPose model loading and RTDetrLoss infeasible cost matrix are unrelated model and loss-function bugs." + "reason": "Different model families and failure modes: vitpose vs RTDetr loss infeasibility." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "VitPose model breakage and empty-list chat template failure are clearly different features and failure modes." + "reason": "Vitpose regression and empty-list chat template crash are unrelated." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 and a stale warning in paged generate are not the same underlying bug." + "reason": "Invalid GenerationConfig vs stale warning about num_return_sequences." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "A released-version dependency bump problem and a PyTorch version check bug in flex_attention are unrelated." + "reason": "PEFT version bump issue vs incorrect PyTorch version gating for AuxRequest." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "GPT2 attention-scaling being ignored and Gemma4 building causal masks despite bidirectional config are different attention semantics bugs." + "reason": "GPT2 backend attention scaling bug vs Gemma4 bidirectional mask construction bug." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Unexpected _is_hf_initialized argument in init_empty_weights and PretrainedConfig type-checking breakage are distinct API compatibility issues." + "reason": "Unexpected _is_hf_initialized arg in init_empty_weights vs PretrainedConfig type checking." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and flash_attention.py crashing on s_aux=None are unrelated lookup vs attention-integration bugs." + "reason": "Tokenizer mapping None on load vs flash_attention crash on s_aux=None." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Inconsistent lm_head serialization and NaNs after checkout/init are different checkpointing/training symptoms." + "reason": "Serialization of tied lm_head weights vs NaNs after checkout/init." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "mllama mask bug vs Florence2 training-loss double-shift bug." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing projections in qwen3next layer 0 and Qwen3.5 MoE from_pretrained errors are model-family-specific and not clearly the same defect." + "reason": "Missing qkv/gate projections in qwen3next layer 0 vs Qwen3.5 from_pretrained error." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model tokenizers and report different symptoms (offset mapping vs wrong outputs)." + "reason": "Qwen3 tokenizer offset mapping regression vs Deepseek tokenizer output regression." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video processor shape errors and AutoProcessor crashes without torchvision are separate video-processing issues." + "reason": "Batched video processor shape bug vs AutoProcessor crash without torchvision." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GLM-5 GenerationConfig validation and Qwen3.5 flash-attention generation failure are unrelated." + "reason": "GenerationConfig validation failure vs Qwen3.5 flash-attention generation bug." }, { "left": "issue:45071", "right": "issue:47059", "accept": false, - "reason": "PretrainedConfig type checking and a cli compatibility error with huggingface_hub are different breakages." + "reason": "PretrainedConfig type-checking regression vs CLI completion attribute error." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "A vague testing_utils bug and a padding performance issue in SequenceFeatureExtractor are not the same underlying change." + "reason": "Minor testing_utils bug vs SequenceFeatureExtractor.pad performance issue." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "Type-checking regressions in PretrainedConfig and stale config.dtype after from_config are different configuration-state issues." + "reason": "Type-checking regression vs stale model.config.dtype after from_config(dtype=...)." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "A generic testing_utils bug report and an xdist race on captured_info.txt are too different to merge as duplicates." + "reason": "FlashAttention 3 training degeneration vs incorrect saved checkpoint serialization." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "FlashAttention-3 causing degenerate training and Qwen3.5 checkpoint serialization being incorrect are unrelated bugs." + "reason": "Different testing-utils issues: one small bug, one xdist race on captured_info.txt." }, { "left": "issue:45632", "right": "issue:46981", "accept": false, - "reason": "Local cache-path collisions and repeated 429 retries through HF_ENDPOINT are different request/path handling problems." + "reason": "Local model cache-path collision vs repeated retry behavior on 429 responses." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Model-type mismatch warnings for sam3 and MobileLLM key errors are unrelated loading issues." - }, - { - "left": "issue:38617", - "right": "issue:41628", - "accept": false, - "reason": "Both are import errors, but they concern different missing exports and different API surfaces." - }, - { - "left": "issue:43122", - "right": "issue:46298", - "accept": false, - "reason": "Tokenization regression and noisy logging are unrelated." + "reason": "sam3_video/sam3_tracker model-type warning is unrelated to MobileLLM-125M loading KeyError." }, { - "left": "issue:45362", - "right": "issue:46328", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "Qwen3.5 chat crashes and SequenceFeatureExtractor padding performance are unrelated feature areas." + "reason": "Tokenizer mapping assumption bug vs Mistral regex patch crash." } ] }, @@ -16597,7 +16552,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:27957", "issue:38617", @@ -16605,13 +16560,13 @@ "issue:41628", "issue:42222", "issue:42371", + "issue:42617", "issue:43012", "issue:43066", "issue:43097", "issue:43122", "issue:43208", "issue:43352", - "issue:43441", "issue:43577", "issue:43673", "issue:43874", @@ -16622,33 +16577,37 @@ "issue:44220", "issue:44261", "issue:44263", - "issue:44360", "issue:44410", "issue:44483", "issue:44484", "issue:44485", "issue:44493", "issue:44496", - "issue:44829", "issue:44877", "issue:44933", "issue:45071", "issue:45278", "issue:45310", "issue:45341", + "issue:45362", "issue:45464", "issue:45478", "issue:45656", - "issue:46172", "issue:46178", "issue:46209", "issue:46231", + "issue:46298", + "issue:46328", "issue:46617", "issue:46762", "issue:46894", "issue:46981" ], "soft_pairs": [ + "issue:42617|issue:45341", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:45362|issue:46328", "issue:42222|issue:46178", "issue:44877|issue:46231", "issue:39401|issue:46209", @@ -16656,15 +16615,15 @@ "issue:44484|issue:45310", "issue:43937|issue:44496", "issue:44261|issue:46762", - "issue:38617|issue:44220", "issue:44933|issue:45278", - "issue:42371|issue:46617", + "issue:38617|issue:44220", "issue:44075|issue:45656", + "issue:42371|issue:46617", "issue:44410|issue:45478", - "issue:43208|issue:46894", - "issue:44263|issue:44485", "issue:43066|issue:43122", "issue:43097|issue:44493", + "issue:44263|issue:44485", + "issue:43208|issue:46894", "issue:44077|issue:46981", "issue:44483|issue:45464", "issue:43673|issue:45341", @@ -16673,216 +16632,216 @@ "issue:27957|issue:43352", "issue:44484|issue:45478", "issue:43874|issue:44261", - "issue:43012|issue:43577", - "issue:44263|issue:46172", - "issue:43441|issue:44829", - "issue:44360|issue:46172" + "issue:43012|issue:43577" ], - "prepared_review_unit_hash": "edef4e1b7cf8dc5e867658a0ee1fed0bdb3aa0ae73eca407d6982f07c2889b68", + "prepared_review_unit_hash": "bf46f635519586904e5a2d4e4d09a465a4d69fa26c233c0642b33b1cb0026752", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35608, - "estimated_input_tokens": 8902, - "estimated_eval_tokens": 18060 + "soft_pair_count": 29, + "serialized_chars": 35789, + "estimated_input_tokens": 8948, + "estimated_eval_tokens": 18152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The Qwen3.5 MoE from_pretrained duplicate pair is 45310 \u2194 45478; 44484 is unrelated to that bug and should not be used as the canonical anchor. No PRs are present.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45310 is the best canonical issue because it is the earliest report with the exact same Qwen3.5 MoE from_pretrained error title as issue:45478, making it the clearest representative of that duplicate report.", + "summary": "This set is a heterogeneous mix of Transformers bug reports with no convincing duplicate cluster. Most soft matches are only thematic overlaps (imports, tokenization, GLM/Qwen, optimizer) rather than the same concrete defect; I would not merge any of them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest issue candidate overall: it is specific, earliest among the matching Qwen3.5 MoE from_pretrained reports, and it cleanly matches issue:45478 by title and topic.", + "best_issue_reason": "issue:45278 is the broadest and most representative regression report in the set (\u201cMany import errors after update from 4.57.0 to 5.5.0\u201d), so it is the best single issue to anchor if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated failures: 3d_parallel.py runtime issue vs a small testing_utils.py bug." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different regressions." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Different problem areas: tokenizer behavior change vs noisy logging." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat failure and SequenceFeatureExtractor.pad performance bug are unrelated." + }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "Different failures: ViTPose model breakage vs an unsupported tensorflow_text backend mapping error." + "reason": "Different subsystems and symptom types: vitpose model breakage vs backend mapping error." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "One is a strict config-loading failure; the other is a documentation/parameter-name mismatch." + "reason": "Config-loading strictness and a docs parameter mismatch are not the same bug." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Qwen3 tokenizer offset_mapping bugs and FP8 inference on B200 are unrelated problems." + "reason": "Qwen3 tokenizer offset_mapping bug vs FP8 inference on B200 are unrelated." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 behavior guidance and MLA q_a_layernorm precision handling are different code paths and symptoms." + "reason": "TF32 behavior setting issue and MLA layernorm epsilon precision issue are separate." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "44484 is about max_shard_size in save_pretrained, not the Qwen3.5 MoE from_pretrained bug in 45310." + "reason": "Save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained error are unrelated." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GLM-5 GenerationConfig validation and OLMo-Hybrid model_type loading are distinct model-loading issues." + "reason": "One is GenerationConfig validation for GLM-5; the other is an unrecognized-model/config.json problem." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Layernorm epsilon precision mismatch is not the same as Minimax MSA attention numerical differences." - }, - { - "left": "issue:38617", - "right": "issue:44220", - "accept": false, - "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features()." + "reason": "Both mention numerical behavior, but they concern different models and different code paths." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "A nonexistent image_utils import and broad import errors after upgrade are related only at a superficial level." + "reason": "The latter is a broad upgrade regression; the former is a specific nonexistent image_utils import." }, { - "left": "issue:42371", - "right": "issue:46617", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "TF32 settings behavior and trust_remote_code cache FileNotFoundError are unrelated." + "reason": "ImportError for a config utility and an audio feature extraction issue are unrelated." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Unused SGD args and optimizer.step being called twice with deepspeed are different training-loop bugs." + "reason": "Different optimizer bugs: unused SGD args vs double optimizer.step with deepspeed." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 API guidance and trust_remote_code cache FileNotFoundError do not match." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Missing qwen3next projections is unrelated to the Qwen3.5 MoE from_pretrained loading error." + "reason": "Different model families and different failures: missing projections vs from_pretrained error." }, { - "left": "issue:43208", - "right": "issue:46894", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "xLSTM training blockers and the CohereASR double-shift loss bug are different defects." + "reason": "Both are tokenizer-related, but one is decoder type in v5 and the other is changed tokenization output." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." + "reason": "Removed config option vs unexpected key/position_id issue are not the same defect." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "Both concern tokenizer behavior, but they describe different concrete failures." + "reason": "Different GLM bugs: torch.split return handling vs RoPE implementation." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:43208", + "right": "issue:46894", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder and unexpected position-id keys are different v5 migration issues." + "reason": "xLSTM training bugs and CohereASR double-shift loss bug are unrelated model-specific issues." }, { "left": "issue:44077", "right": "issue:46981", "accept": false, - "reason": "patchtsmixer post_init policy and AutoProcessor retry behavior on HTTP 429 are unrelated." + "reason": "patchtsmixer post_init policy and AutoProcessor HTTP retry behavior are unrelated." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Chat/completions request handling and Qwen3.5-0.8B streaming inference are different API/model-specific problems." + "reason": "Both mention chat/completions, but one is a general request rejection and the other is a Qwen3.5-0.8B streaming inference failure; not enough evidence of the same bug." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "GenerationMixin cache missing in chunked_prefill is unrelated to a testing_utils.py bug." + "reason": "GenerationMixin chunked_prefill cache issue and a testing_utils bug are unrelated." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and missing qwen3next projections are separate model architecture/loading issues." + "reason": "Model loading weight-shape mismatch vs missing attention projections are different defects." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking breakage are different import/type-system bugs." + "reason": "ImportError for AutoImageProcessor is unrelated to PreTrainedConfig type checking." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2, but they are model-specific support gaps for different models." + "reason": "Both involve Flash Attention 2 support, but they are different models with different support gaps." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "44484 is about save_pretrained max_shard_size, while 45478 is the Qwen3.5 MoE from_pretrained error; same broad 'pretrained' term is not enough." + "reason": "save_pretrained shard sizing and Qwen3.5 MoE loading error are unrelated." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Missing get_number_of_image_patches and MLA q_a_layernorm epsilon precision are unrelated." + "reason": "Different multimodal/audio bugs in different components." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "A float32 precision warning during bf16 compilation and Blip2 dtype fields staying float32 are different dtype-handling issues." - }, - { - "left": "issue:44263", - "right": "issue:46172", - "accept": false, - "reason": "GlmMoeDsaIndexer split behavior and a deepseek-v4 tensor transform bug are unrelated code paths." - }, - { - "left": "issue:43441", - "right": "issue:44829", - "accept": false, - "reason": "Both mention FlashAttention, but the affected models and failure modes are different." - }, - { - "left": "issue:44360", - "right": "issue:46172", - "accept": false, - "reason": "Missing ReLU in the DSA indexer and the deepseek-v4 transform issue are different implementation defects." + "reason": "bfloat16 precision warning and BLIP2 dtype propagation are separate dtype-related issues." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The result is not grounded in the packet. The biggest error is that issue:44484 is about `max_shard_size in PreTrainedModel.save_pretrained()`, not the Qwen3.5 MoE `from_pretrained` bug, so the canonical/duplicate reasoning for 44484 \u2194 45478 is unsupported. The soft-edge accept on that pair is also not conservative. Also, issue:45310 and issue:45478 share the same Qwen3.5 MoE `from_pretrained` title and look like the more plausible duplicate pair. Please revise with stricter evidence-based matching." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -16898,7 +16857,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:38617", "issue:42757", @@ -16908,15 +16867,14 @@ "issue:43064", "issue:43097", "issue:43208", + "issue:43441", "issue:43452", - "issue:43502", "issue:43531", "issue:43673", "issue:43873", "issue:43874", "issue:43931", "issue:43986", - "issue:43992", "issue:44038", "issue:44062", "issue:44117", @@ -16924,9 +16882,11 @@ "issue:44263", "issue:44315", "issue:44351", + "issue:44360", "issue:44410", "issue:44484", "issue:44485", + "issue:44829", "issue:44987", "issue:45003", "issue:45341", @@ -16943,27 +16903,29 @@ "issue:46655", "issue:46664", "issue:46701", - "issue:46710", "issue:46752", "issue:46821", "issue:46897", "issue:46981" ], "soft_pairs": [ + "issue:43441|issue:44829", + "issue:44263|issue:46172", + "issue:44360|issue:46172", "issue:43931|issue:44038", "issue:43097|issue:43452", "issue:43986|issue:45341", - "issue:45003|issue:45341", "issue:42886|issue:46981", + "issue:45003|issue:45341", "issue:44261|issue:44485", "issue:45753|issue:46369", "issue:43531|issue:45341", - "issue:44117|issue:44987", "issue:43097|issue:45588", + "issue:44117|issue:44987", "issue:43673|issue:46123", "issue:43874|issue:44263", - "issue:45440|issue:46172", "issue:44410|issue:45375", + "issue:45440|issue:46172", "issue:43986|issue:45372", "issue:43097|issue:46050", "issue:44038|issue:44410", @@ -16973,229 +16935,233 @@ "issue:43986|issue:44484", "issue:46655|issue:46664", "issue:46298|issue:46752", - "issue:42890|issue:46298", "issue:38617|issue:44351", "issue:43097|issue:43873", + "issue:42890|issue:46298", "issue:44062|issue:44117", "issue:43012|issue:46821", - "issue:44117|issue:46701", - "issue:46172|issue:46710", - "issue:43502|issue:43992" + "issue:44117|issue:46701" ], - "prepared_review_unit_hash": "1f25e097a86e4088e7e690613739c965d942bfb602f6f8d73eca99c21fa1e02c", + "prepared_review_unit_hash": "7fa8d613a0d50e6676cdaa25176d41bf39f083bcf5d0ce4ee13308302a19ee4a", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36804, - "estimated_input_tokens": 9201, - "estimated_eval_tokens": 18658 + "soft_pair_count": 32, + "serialized_chars": 37135, + "estimated_input_tokens": 9284, + "estimated_eval_tokens": 18824 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous and mostly contains distinct bugs, regressions, and API issues. I would not merge any of the soft edges; they read as same subsystem/theme at most, not the same underlying change or failure.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 43873 is the most discussion-heavy and broadly framed open bug in the set, so it is the best anchor even though the overall cluster is not a true duplicate group.", + "summary": "This set is a heterogeneous collection of Transformers bug reports; there is no clear duplicate cluster spanning multiple items. The soft pairs mostly share a subsystem or model family, but the underlying failures are different, so none should be merged.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43097 is the clearest, most broadly referenced user-facing regression report in the set, with a concrete API break and explicit impact. It is the strongest representative issue, though it does not subsume the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the strongest single representative by activity and impact, but it still does not match the other items closely enough to justify grouping them as duplicates.", + "best_issue_reason": "issue:43097 has the best combination of clarity, reproducibility, and downstream impact among the listed issues, making it the most suitable anchor for triage and cross-linking.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve Qwen/flash-attention style failures, but one is a Ministral-3 FlashAttention incompatibility and the other is degenerate training in sequence classification; different code paths and symptoms." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "These are both about DSA/indexing internals, but one is a torch.split return-value concern and the other is a DeepSeek-V4 comb transpose/dtype bug; not the same defect." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "The DSA ReLU complaint and the DeepSeek-V4 comb transpose issue are unrelated implementation bugs despite both touching low-level tensor indexing." + }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Different model families and failure modes: a weight-shape mismatch versus a Qwen3-VL-Moe bug; not the same concrete issue." + "reason": "Both are Qwen3-VL-related, but one reports weight-shape mismatch on a specific checkpoint and the other is a transformers 5.0 bug for Qwen3-VL-Moe; different failure modes." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "One is an API removal/regression around tie_embeddings, the other is gguf_file loading behavior for pretrained models; unrelated code paths." + "reason": "API removal in v5 around tie_embeddings is unrelated to gguf_file breaking AutoTokenizer/AutoModel loading." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Video model loading with missing torchvision is unrelated to a testing utility bug." + "reason": "AutoProcessor/torchvision loading crash is a dependency-availability issue, while the testing_utils report is a separate test helper bug." }, { - "left": "issue:45003", - "right": "issue:45341", + "left": "issue:42886", + "right": "issue:46981", "accept": false, - "reason": "sys.modules access in modeling_utils and a testing_utils issue are separate problems in different code paths." + "reason": "Both involve offline/HTTP handling, but one is tokenizer cache loading under HF_HUB_OFFLINE and the other is repeated 429 retries via HF_ENDPOINT; different request paths." }, { - "left": "issue:42886", - "right": "issue:46981", + "left": "issue:45003", + "right": "issue:45341", "accept": false, - "reason": "Both involve loading and network/offline behavior, but one is cache loading in offline mode and the other is repeated 429 retries via HF_ENDPOINT; not the same bug." + "reason": "sys.modules access in modeling_utils and a testing_utils bug are distinct code-path problems with no evidence of a shared root cause." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Different model-specific implementation bugs: MLA layer norm epsilon handling versus GLM-5 RoPE implementation." + "reason": "One is a missing rms_norm_eps precision mismatch in MLA q_a_layernorm; the other is a RoPE implementation discussion for GLM-5. Similar math domain, different bug." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "A Qwen3_5 infinite-loop bug and a SAM3 memory overflow are unrelated model/runtime failures." + "reason": "Both mention image-related model behavior, but one is an infinite loop in Qwen3_5 and the other is a memory overflow in sam3-litetext." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing utility fix." + "reason": "sliding_window behavior in Qwen3-MoE is unrelated to the testing_utils bug." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "A tokenizer mapping None-handling bug is not the same as a model-loading failure for physical-intelligence/fast." + "reason": "One is an API removal regression; the other is a flash_attention integration crash on sink-less models. Different subsystems and fixes." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "Different failures: a removed API in v5.0.0 versus a flash_attention crash on s_aux=None." + "reason": "TOKENIZER_MAPPING_NAMES returning None and a loading failure for physical-intelligence/fast are not the same bug; one is mapping logic, the other is model load compatibility." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Cache handling during chunked_prefill and a pipeline batch-finalization bug are distinct issues." + "reason": "Generation cache missing during chunked_prefill and MaskGenerationPipeline final-batch handling affect different pipeline stages and have different symptoms." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Both touch GLM-related code, but one is a missing image-patch method and the other is torch.split return-value handling." + "reason": "Missing get_number_of_image_patches in GLM46V is an AttributeError from a processor API gap, not the same as the DSA indexer torch.split issue." }, { - "left": "issue:45440", - "right": "issue:46172", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Different DeepSeek model implementations and different bugs; not mergeable as one fix." + "reason": "Layer 0 missing attn projections and a missing deepstack_visual_indexes config field are separate Qwen3-family model/config bugs." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:45440", + "right": "issue:46172", "accept": false, - "reason": "Qwen3Next missing projections and a missing config field in Qwen3_5MoeVisionConfig are separate model-definition issues." + "reason": "Native DeepseekV3MoE divergence from remote implementation is a broader model parity issue, while comb.to(dtype).transpose is a specific tensor operation bug." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Loading a video model without torchvision and a mistral_common import error affecting Gemma 4 processor loading are unrelated." + "reason": "AutoProcessor without torchvision and ReasoningEffort import failure in mistral_common are unrelated import/dependency problems." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "A save/load quantization bug is not the same as an API removal around tie_embeddings_and_encoder_decoder." + "reason": "A v5 API removal around tie_embeddings is unrelated to quantized-sinq save/load corruption." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Both are Qwen-related, but they concern different architectures and different missing-parameter failures." + "reason": "Qwen3-VL-Moe bug and qwen3next missing projections are different model variants with different broken components." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they are for different symbols from different dependencies and are not the same underlying breakage." + "reason": "layer_type_validation import failure from configuration_utils and is_offline_mode import failure from huggingface_hub are separate missing-symbol regressions." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel not applying with model_init are different training-path bugs." + "reason": "FSDP2/PEFT optimizer-state corruption during Trainer.train() is unrelated to Liger Kernel not being applied via model_init." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "xLSTM training blockers and Florence2 double-shift loss are unrelated model-specific problems." + "reason": "xLSTM training blockers and Florence2 double-shift loss bug are different model-specific training issues." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "A missing torchvision crash and a question about max_shard_size are not the same issue." + "reason": "A crash loading video models without torchvision is unrelated to the save_pretrained max_shard_size default discussion." }, { "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; too different to merge." + "reason": "Both concern SmolVLM video processing, but one is incorrect padding calculation and the other is inconsistent num_frames semantics; related area, not the same bug." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "Noisy logging and an IndexError in apply_chat_template are unrelated." - }, - { - "left": "issue:42890", - "right": "issue:46298", - "accept": false, - "reason": "A flaky test needing set_seed is not the same as a logging-message issue." + "reason": "Noisy logging and apply_chat_template crashing on empty input are unrelated utility issues." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but one is a missing internal symbol and the other is a missing public cache class; different regression surfaces." + "reason": "These are both import errors, but they involve different missing exports from different modules and distinct fixes." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "One is an API-removal complaint, the other is a quantization/offloading behavior bug; they do not share the same code-path failure." + "reason": "API removal around tie_embeddings is not the same as offloading failing under quantization." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Missing set_seed in tests and a noisy logging message are separate test/logging concerns." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "A tokenizers.AddedToken constructor conflict and a tokenizer-mapping None assumption are separate tokenizer-loading bugs." + "reason": "AddedToken special-argument duplication and TOKENIZER_MAPPING_NAMES returning None are different tokenizer construction bugs." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "A PyTorch warning about compiling bfloat16 models and an AttributeError for TimesFM window_size are unrelated." + "reason": "A PyTorch warning when compiling bfloat16 models is unrelated to TimesFM window_size raising AttributeError." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping handling and a DiffusionGemmaGenerationOutput pipeline failure are different failures." - }, - { - "left": "issue:46172", - "right": "issue:46710", - "accept": false, - "reason": "A DeepSeek-V4 tensor-transpose bug and an accuracy regression after upgrading Transformers are not the same concrete issue." - }, - { - "left": "issue:43502", - "right": "issue:43992", - "accept": false, - "reason": "Local-files-only API requests and a UMT5Encoder missing embed_tokens.weight are different loading bugs." + "reason": "TOKENIZER_MAPPING_NAMES None handling and DiffusionGemmaGenerationOutput pipeline failure are separate loading vs pipeline-output issues." } ] }, @@ -17217,10 +17183,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:36683", - "issue:38617", "issue:42175", "issue:42490", "issue:42757", @@ -17266,9 +17231,12 @@ "issue:46298", "issue:46365", "issue:46421", + "issue:46710", "issue:47059" ], "soft_pairs": [ + "issue:46172|issue:46710", + "issue:43502|issue:43992", "issue:44704|issue:45103", "issue:44936|issue:46365", "issue:44380|issue:46421", @@ -17283,8 +17251,8 @@ "issue:43352|issue:43976", "issue:43825|issue:44655", "issue:43352|issue:44380", - "issue:43208|issue:43550", "issue:43066|issue:43906", + "issue:43208|issue:43550", "issue:43097|issue:46298", "issue:45584|issue:46365", "issue:44380|issue:46132", @@ -17295,220 +17263,231 @@ "issue:36683|issue:43582", "issue:44380|issue:45479", "issue:42757|issue:43824", - "issue:42175|issue:46365", "issue:43064|issue:44380", + "issue:42175|issue:46365", "issue:42490|issue:43012", - "issue:44483|issue:44514", - "issue:38617|issue:43502" + "issue:44483|issue:44514" ], - "prepared_review_unit_hash": "9cfc4df45a69335c8182aa2987ee499c4535471f2035c8f2bbb69c90e5844a40", + "prepared_review_unit_hash": "1324cae3d6f36987efc5228a7fa8ede039ed586dcec54d132743080ecca401b4", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36929, - "estimated_input_tokens": 9233, - "estimated_eval_tokens": 18722 + "soft_pair_count": 32, + "serialized_chars": 37229, + "estimated_input_tokens": 9308, + "estimated_eval_tokens": 18872 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft edge pair looks like a true duplicate; the issues span distinct regressions across import, model, training, and packaging paths. I selected a high-signal core API import regression as the representative issue.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 43824 is the most representative high-impact core API regression in this set: a direct import failure from the main transformers namespace with multiple inbound references and substantial discussion.", + "summary": "This set does not form a duplicate cluster: the issues span unrelated areas (model configs, loading/import errors, training, docs, packaging, and runtime warnings). All soft pairs look like false positives and should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43824 is the best standalone representative because it is concrete, user-facing, and points to a focused fix path in the library's public import surface.", + "best_issue_reason": "No single issue is a good representative because the cluster is heterogeneous; the safest triage outcome is to treat these as separate reports rather than duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Different bugs: one is a dtype/transpose error in DeepSeek-v4, the other is an accuracy regression after a version upgrade." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Both involve loading/pretrained workflows, but one is about unwanted network requests with local_files_only and the other is a missing embed_tokens weight in UMT5Encoder." + }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Different failures: kwargs forwarding in AutoProcessor loading vs docstring processing crashing on future annotations." + "reason": "Both mention kwargs passing/crashes, but they are different code paths: AutoProcessor cached_file forwarding vs auto_docstring handling of future annotations." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer.evaluate after train is unrelated to an import failure caused by the datasets package." + "reason": "Trainer-related names are too broad; one is evaluate() failing after train(), the other is importing Trainer failing unless datasets is uninstalled." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "GPT-2 attention scaling being ignored is a model/backend bug, not the chunked-prefill recompilation issue." + "reason": "Unrelated problems in different subsystems: GPT2 attention scaling with SDPA/FlashAttention vs cache lazy initialization causing recompilation." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 load failure and an invalid tensorflow_text backend mapping are different compatibility problems." + "reason": "Different failures: Python 3.14 import/load issue vs an invalid backend value for tensorflow_text." }, { "left": "issue:43986", "right": "issue:44016", "accept": false, - "reason": "Missing torchvision during AutoProcessor loading is unrelated to a notebook syntax error." + "reason": "Both are crashes, but one is an AutoProcessor/torchvision dependency issue and the other is a notebook syntax error." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized models and an infinite-loop vision bug are different model behaviors and code paths." + "reason": "Both involve model behavior, but one is failing to save dequantized Ministrals/Devstrals and the other is an infinite loop on a specific Qwen3_5 image." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both mention saving, but one is dequantized model persistence and the other is pipeline save_pretrained behavior." + "reason": "Different save-related issues: dequantized model saving versus pipeline save_pretrained support." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A warning during bfloat16 compilation is not the same as a concrete torch.compile SDPA failure." + "reason": "Both are runtime/backend issues, but one is a bfloat16 compilation warning and the other is a Bamba SDPA torch.compile failure." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Left is dummy-class cleanup/repo hygiene; right is a logging message issue." + "reason": "One is a concrete cleanup/check_repo dummy-class issue; the other is just a noisy logging message." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "These are different warnings from different config paths, not the same bug." + "reason": "Different symptom and cause: PyTorch precision warning during compilation vs tie_word_embeddings warning in a Qwen LoRA workflow." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens weights on load is unrelated to max_shard_size defaults in save_pretrained." + "reason": "Missing weight loading in UMT5Encoder is unrelated to the save_pretrained shard-size question." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Model feature support for Flash Attention and Python-version compatibility are separate issues." + "reason": "Nemotron Flash Attention 2 support is unrelated to the Python version compatibility/install failure." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "A misleading pipeline error message is unrelated to saving Pipeline objects." + "reason": "Different UI/behavior bugs: pipeline translation messaging versus inability to save Pipeline objects." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "xLSTM training bugs are not the same as Bamba SDPA compile failures." + "reason": "Separate model/backend issues: Nemotron FA2 support versus GPT2 attention scaling under SDPA/FlashAttention." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not enough to establish the same bug." + "reason": "Token decoder type bug in v5 is unrelated to the isolated reproduction of another historical issue." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs are unrelated to a Bamba SDPA torch.compile failure." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "A removed config option and a noisy logging message do not share the same underlying defect." + "reason": "A removed API/behavior change is not the same as a noisy logging message." }, { "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 import problems involving Trainer/datasets." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "Ignored GPT-2 attention scaling and AttentionInterface.register behavior changes are different code paths." + "reason": "Attention scaling in model backends is not the same as AttentionInterface.register changing registered function behavior." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage is unrelated to a dtype/transpose bug in deepseek-v4." + "reason": "ESM2 breakage is a broad model regression, while the other is a specific dtype/transpose bug in DeepSeek-v4." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "patchtsmixer post_init validation and an import conflict with datasets are unrelated." + "reason": "A model class post_init policy issue is unrelated to importing Trainer failing because of datasets." }, { "left": "issue:42890", "right": "issue:47059", "accept": false, - "reason": "Seed-related flaky tests are unrelated to a huggingface_hub CLI attribute error." + "reason": "Different test failures and dependencies: missing set_seed in SAM HQ tests versus a huggingface_hub CLI compatibility regression." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained behavior and Qwen3.5 MoE from_pretrained errors are related by model family only, not the same bug." + "reason": "Both concern MoE save/from_pretrained behavior, but one is FP8 save_pretrained and the other is a Qwen3.5 MoE from_pretrained error in v5.4." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size and an Apple Silicon allocator TypeError are unrelated." + "reason": "Gemma3Config missing vocab_size and Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention scaling being ignored is not the same as a degenerate zero-loss classification setup." + "reason": "GPT2 attention backend scaling is unrelated to a zero-loss classification bug across sequence-classification models." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different packages." + "reason": "Both are import errors, but they involve different missing symbols from different packages and code paths." }, { - "left": "issue:42175", - "right": "issue:46365", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "TensorFlow backend packaging and a Trainer import conflict with datasets are different dependency issues." + "reason": "Trainer/FSDP2/PEFT optimizer state corruption is unrelated to GPT2 attention scaling under SDPA/FlashAttention." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:42175", + "right": "issue:46365", "accept": false, - "reason": "FSDP2 optimizer state corruption and GPT-2 attention scaling are distinct training vs inference bugs." + "reason": "Package dependency/backend installation issue is unrelated to importing Trainer only when datasets is installed." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Local-path slash warning and bfloat16 compilation warning are different warning/loader behaviors." + "reason": "Local model path slash warning and bfloat16 compile warning are different issues with no shared bug mechanism." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat-completions request rejection and batched chat-template crashes are separate API failures." - }, - { - "left": "issue:38617", - "right": "issue:43502", - "accept": false, - "reason": "Importing layer_type_validation and making requests despite local_files_only=True are unrelated regressions." + "reason": "Both are API-facing model serving issues, but they concern different endpoints and failures: chat/completions rejection vs Qwen2_5_VLProcessor batched apply_chat_template crash." } ] }, @@ -17530,13 +17509,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:29870", - "issue:33453", "issue:36010", "issue:36296", "issue:36683", + "issue:38617", "issue:42757", "issue:42994", "issue:43010", @@ -17545,6 +17524,7 @@ "issue:43299", "issue:43352", "issue:43475", + "issue:43502", "issue:43525", "issue:43526", "issue:43611", @@ -17566,7 +17546,6 @@ "issue:44492", "issue:44625", "issue:44655", - "issue:44908", "issue:44938", "issue:45216", "issue:45276", @@ -17577,21 +17556,21 @@ "issue:46077", "issue:46082", "issue:46365", - "issue:46851", "issue:46877", "issue:47059" ], "soft_pairs": [ + "issue:38617|issue:43502", "issue:43618|issue:44380", "issue:43756|issue:44485", "issue:43618|issue:43761", - "issue:43208|issue:43526", "issue:45276|issue:46077", "issue:36010|issue:42757", + "issue:43208|issue:43526", "issue:43299|issue:43867", "issue:42994|issue:44655", - "issue:44483|issue:45290", "issue:44038|issue:44230", + "issue:44483|issue:45290", "issue:44625|issue:46365", "issue:43352|issue:43937", "issue:44355|issue:46877", @@ -17599,10 +17578,10 @@ "issue:43611|issue:44655", "issue:44625|issue:46077", "issue:44655|issue:46050", - "issue:44938|issue:47059", "issue:43976|issue:44938", - "issue:43867|issue:45216", + "issue:44938|issue:47059", "issue:36683|issue:44077", + "issue:43867|issue:45216", "issue:46077|issue:46082", "issue:43618|issue:45216", "issue:36683|issue:43525", @@ -17611,230 +17590,222 @@ "issue:43064|issue:44492", "issue:43010|issue:45278", "issue:44075|issue:46365", - "issue:43992|issue:45310", - "issue:44908|issue:46851", - "issue:29870|issue:33453" + "issue:43992|issue:45310" ], - "prepared_review_unit_hash": "ac4cd36e9ca08ffe82ccdc04efb65b440865027cf9a275bc6b188ceff7b3fd0c", + "prepared_review_unit_hash": "85ffdf75b7fcb52d0b3a953f0886f0185fef280e2cb805fc49c4e738b3b6ec63", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36880, - "estimated_input_tokens": 9220, - "estimated_eval_tokens": 18696 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "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": "This set is highly heterogeneous: model-loading errors, config regressions, training bugs, serialization issues, and unrelated import failures. I do not see any soft pair that is safely the same underlying bug/change, so none should be merged as duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report in the group ('many import errors after update'), so it is the least specific and most representative anchor, even though the cluster is not a true duplicate set.", + "summary": "No soft pair looks like a true duplicate; most are same-subsystem regressions but with different code paths, models, or failure modes. The cluster is best represented by the broad import-regression report.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster: it summarizes multiple import failures after upgrading to v5.5.0, which fits the cluster\u2019s general regression/import-error theme better than the narrower reports.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the closest thing to a cluster anchor because it describes a general post-upgrade regression rather than a narrow model-specific bug.", + "best_issue_reason": "issue:45278 is the best single issue to keep as the cluster representative because it is the most umbrella-like and likely to subsume related import-regression complaints.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different failures: one is an import error from configuration_utils, the other is unexpected network access despite local_files_only=True." + }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "Both are regressions, but one is a CLIP output-field issue and the other is GPT2 attention scaling under SDPA/FlashAttention; different code paths and symptoms." + "reason": "Both involve attention behavior, but one is missing CLIP attentions while the other ignores GPT2 attention scaling under SDPA/FlashAttention; different code paths." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Smollm3 RoPE-layer truncation and GLM-5 RoPE implementation are different model-family behaviors, not the same bug." + "reason": "Both mention RoPE, but they are model-specific and different bugs: Smollm3 layer dropping vs GLM-5 RoPE implementation." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both affect CLIP vision outputs, but one loses attentions and the other loses hidden_states; too specific to treat as one duplicate without stronger evidence." - }, - { - "left": "issue:43208", - "right": "issue:43526", - "accept": false, - "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated subsystems and failures." + "reason": "Same model family, but not the same concrete bug: attentions missing versus hidden_states not returned." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Both mention Gemma4, but one is about embedding resize propagation and the other about bidirectional attention masks; separate bugs." + "reason": "Both are Gemma4-related, but one is token-embedding resize propagation and the other is bidirectional-attention mask construction." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Different import failures from different dependencies: GenerationMixin vs is_offline_mode." + "reason": "Both are import errors, but they come from different upstream APIs and unrelated symbols." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Unrelated components and symptoms: xLSTM training bugs versus BeitImageProcessorFast reduce_labels behavior." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3VL MoE loading and sorted-state_dict loading errors are not the same failure mode." + "reason": "Different loading problems with different triggers; no evidence they share the same underlying bug." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized-model save failure and Pipeline save_pretrained serialization are distinct problems." + "reason": "Both concern saving, but quantized model saving and Pipeline.save_pretrained are distinct mechanisms and failures." }, { - "left": "issue:44483", - "right": "issue:45290", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Chat/completions request validation and apply_chat_template crashes are different surfaces and likely different fixes." + "reason": "Same Qwen family, but one is a load regression and the other is fp8 inference support; different changes." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "One is a broken Qwen3-VL-Moe loading bug; the other is a request for fp8 inference support." + "reason": "Different surfaces: /v1/chat/completions request validation versus apply_chat_template crashing on tool-call assistant messages." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Trainer import failing with datasets installed are unrelated." + "reason": "Different issues entirely: config propagation for Qwen3.5 versus Trainer import failure tied to datasets." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Flash Attention support for NemotronHForCausalLM and GLM-5 GenerationConfig validation are different issues." + "reason": "Nemotron FlashAttention support and GLM-5 GenerationConfig validation are unrelated." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Compiled Python file errors and auto_docstring stdout noise are unrelated." + "reason": "Unrelated import-time/runtime issues: compiled Python file loading versus docstring linter output at import time." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Gemma3Config vocab_size missing and SAM 3 Video missing fpn_position_embeddings are different model-specific attribute bugs." + "reason": "Different missing attributes in different models: Gemma3Config vocab_size versus Sam3VisionEncoderOutput fpn_position_embeddings." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "base_model_prefix loading regression and Pipeline save_pretrained serialization are not the same underlying bug." + "reason": "Different regression classes: base_model_prefix loading breakage versus Pipeline.save_pretrained persistence." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "num_labels propagation and Gemma4 attention-mask behavior are unrelated." + "reason": "Different Gemma/Qwen configuration bugs with no shared concrete code path." }, { "left": "issue:44655", "right": "issue:46050", "accept": false, - "reason": "Pipeline serialization and quantized sinq save/load roundtrip failures are distinct code paths." - }, - { - "left": "issue:44938", - "right": "issue:47059", - "accept": false, - "reason": "Different environment/dependency failures: Python 3.14 loading vs a cli group API change in huggingface_hub." + "reason": "Both are save/load related, but Pipeline saving and sinq quantized model round-tripping are different problems." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are version-compatibility reports, but they target different Python versions and failure modes." + "reason": "Both are Python-version compatibility reports, but they target different versions and likely different breakpoints." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:44938", + "right": "issue:47059", "accept": false, - "reason": "Sorted state_dict load errors and Qwen3.5 save_pretrained corruption are not the same issue." + "reason": "Different dependency breakages: Python 3.14 loading failure versus huggingface_hub CLI completion API mismatch." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3 config attribute bug and patchtsmixer post_init validation are unrelated." + "reason": "Different model/config bugs: missing Gemma3Config vocab_size versus patchtsmixer post_init policy." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both are model save/load regressions, but one is a sorted-state_dict loading error and the other is incorrect Qwen3.5 checkpoint saving." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Gemma4 bidirectional attention masking and LlamaConfig head_dim validation are different config bugs." + "reason": "Different Gemma4 configuration issues: attention-mask semantics versus explicit head_dim validation." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP attentions regression and Qwen3.5 checkpoint saving corruption are unrelated." + "reason": "CLIP attention output regression versus Qwen3.5 checkpoint saving are unrelated." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Gemma3 missing vocab_size and Llama4 missing pad_token_id are different model configs and error paths." + "reason": "Different missing-config-attribute bugs in different models: vocab_size versus pad_token_id." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Gemma3Config vocab_size and Qwen3.5 num_labels propagation are unrelated config issues." + "reason": "Different configuration propagation issues in different model families." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "Bart generate() decoder_attention_mask bug and tensor-parallel training bug are different functional areas." + "reason": "One is a BART generation UnboundLocalError; the other is a tensor-parallel training bug." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "FSDP2/PEFT optimizer state mismatch and a cache-strategy typo are not the same bug." + "reason": "Wrong optimizer states on FSDP2/PEFT versus a typo in cache strategy docs/API; no shared bug." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache update no_grad behavior and broad import errors after upgrade are unrelated." + "reason": "Cache/update no_grad decoration is a behavioral fix, not the same as broad import failures after upgrading to v5.5.0." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "SGD args ignored and Trainer import failing with datasets are different problems." + "reason": "Optimizer argument handling and Trainer import failure are unrelated." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 MoE from_pretrained regression are different loading failures." - }, - { - "left": "issue:44908", - "right": "issue:46851", - "accept": false, - "reason": "Scheduler kwargs being ignored and Qwen3.5 variable-length position_ids support are unrelated." - }, - { - "left": "issue:29870", - "right": "issue:33453", - "accept": false, - "reason": "Bart generation mask bug and tokenizer loading regression are different issues with no concrete overlap." + "reason": "Different Qwen/Moe loading bugs with different missing pieces; not the same concrete failure." } ] }, @@ -17856,10 +17827,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:28282", - "issue:30333", + "issue:29870", "issue:33453", "issue:36296", "issue:36683", @@ -17871,7 +17842,6 @@ "issue:43065", "issue:43502", "issue:43575", - "issue:43576", "issue:43618", "issue:43723", "issue:43824", @@ -17886,12 +17856,12 @@ "issue:44246", "issue:44355", "issue:44360", - "issue:44387", "issue:44393", "issue:44485", "issue:44556", "issue:44734", "issue:44855", + "issue:44908", "issue:44964", "issue:45125", "issue:45357", @@ -17900,16 +17870,18 @@ "issue:45478", "issue:45561", "issue:45850", - "issue:46132", "issue:46202", "issue:46285", "issue:46617", "issue:46664", + "issue:46851", "issue:47000" ], "soft_pairs": [ - "issue:44393|issue:47000", + "issue:44908|issue:46851", + "issue:29870|issue:33453", "issue:43867|issue:46202", + "issue:44393|issue:47000", "issue:44355|issue:44855", "issue:36683|issue:43064", "issue:43867|issue:45375", @@ -17934,227 +17906,214 @@ "issue:43502|issue:44485", "issue:43824|issue:46617", "issue:43010|issue:43065", - "issue:43874|issue:46617", - "issue:43576|issue:46132", - "issue:44387|issue:44556", - "issue:30333|issue:33453", - "issue:45125|issue:45478" + "issue:43874|issue:46617" ], - "prepared_review_unit_hash": "c235750950b230b332a74059737a08eeb66315c6b8856b8f18ba8a5bea66b993", + "prepared_review_unit_hash": "c17f5b38be5b3da4b03fa78735c1062a632fd22d6714f28f04dac89a11690fe7", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36693, - "estimated_input_tokens": 9174, - "estimated_eval_tokens": 18604 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35577, + "estimated_input_tokens": 8895, + "estimated_eval_tokens": 18046 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of superficially similar but unrelated issue reports; the soft pairs share broad subsystem keywords, not the same underlying bug. No pull requests are present, and there is no strong duplicate canonical among the issues.", - "confidence": 0.97, - "canonical_issue_reason": "No clear duplicate canonical exists because the issues span many unrelated bugs. If forced to choose one representative, issue 46617 is the broadest open loading-related report, but it is only a loose bucket, not a true center of a duplicate set.", + "summary": "Most items are distinct model-specific bugs, regressions, or loading issues. The only plausible duplicate pair is the import-performance regression around `transformers` startup; everything else looks separate.", + "confidence": 0.82, + "canonical_issue_reason": "issue:41669 is the clearest, broadest, and most actionable representative of the cluster: it describes the import-time regression directly and points to a likely root cause rather than just a symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46617 is the best loose representative because it is open, recent, and broadly about model loading/cache behavior. Still, the set is heterogeneous, so this is a triage convenience choice rather than a real duplicate canonical.", + "best_issue_reason": "issue:41669 is the best overall issue to anchor the cluster because it captures a repo-wide performance problem with a concrete cause and likely high user impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44393", - "right": "issue:47000", + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Different subsystems and failures: scheduler kwarg handling vs Qwen3.5 variable-length position_ids." + }, + { + "left": "issue:29870", + "right": "issue:33453", "accept": false, - "reason": "Different models and failures: Qwen3-VL bounding-box output vs RTDetr loss assignment/OOM-like cost-matrix infeasibility." + "reason": "Bart generate() decoder_attention_mask bug is unrelated to a tokenizer-loading regression." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "Both are model-loading related, but one is a sorted-state_dict load failure and the other is a Gemma pipeline roundtrip/tokenization issue." + "reason": "Both involve model loading behavior, but one is a state_dict sorting error and the other is a Gemma pipeline roundtrip issue; not the same code-path." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Qwen3-VL 2D bbox output error is unrelated to RTDetr loss infeasibility." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both mention runtime/import problems, but the concrete causes are different: compiled Python file errors vs a Python 3.13 decorator/comment parsing issue." + "reason": "Generic compiled-file import errors do not match the specific Python 3.13 JIT decorator parsing failure." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Unrelated bugs: missing Gemma3Config vocab_size vs distributed training optimizer-state corruption under FSDP2/PEFT." + "reason": "Gemma3Config missing `vocab_size` is a config/schema issue, while the Trainer bug is a distributed optimizer-state problem." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Different model families and different failures: generic load/state_dict sorting vs missing Qwen3.5 vision config field." + "reason": "Both are load/config-related, but they affect different models and different missing fields/serialization paths." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Both are test-flakiness reports, but one is missing set_seed in a specific integration test and the other is an xdist file race in testing utils." + "reason": "Missing `set_seed()` in a test is unrelated to xdist workers racing on `captured_info.txt`." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "One is a specific no_grad decoration request; the other is a broad complaint that v5 breaks too many models." + "reason": "A specific `@torch.no_grad` decoration request is not the same as a broad 'breaks too many models' complaint." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel is the only overlap; one is a training bug and the other is an OOM while loading a large model." + "reason": "Tensor-parallel training bug vs Qwen2-57B-A14B-Instruct OOM: same area, different failure mode and likely different fixes." }, { "left": "issue:41669", "right": "issue:44246", - "accept": false, - "reason": "Both concern import performance, but one is about removing import * from models and the other is a vague slow import report." + "accept": true, + "reason": "Both point to the same import-time slowdown/regression in `transformers`; the broad symptom and likely root cause are aligned enough to treat as duplicates." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "Different concrete bugs: CLIPOutput attentions assignment vs patchtsmixer post_init policy." + "reason": "CLIPOutput attentions assignment and patchtsmixer `post_init` policy are unrelated model API issues." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Different scopes: cache/layer no_grad decoration versus a Python-version compatibility regression." + "reason": "No-grad decoration for cache updates is unrelated to Python version compatibility for Transformers 5.1.0." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Both involve model loading/saving, but one is a state_dict ordering load issue and the other is incorrect visual encoder keys on save_pretrained." + "reason": "Different Qwen3.5/Qwen3.5-MoE save/load failures; one is sorted state_dict loading, the other is incorrect visual encoder keys on save." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Both are from_pretrained-related, but they target different models and do not describe the same failure mode." + "reason": "Missing `embed_tokens.weight` in UMT5Encoder is not the same as Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "An AutoModel PyTorch-missing ImportError is unrelated to a tokenizer-loading regression." + "reason": "Missing PyTorch dependency import error is unrelated to tokenizer loading regression." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Both mention CLIP, but one is missing attentions assignment and the other is an internal structure change between two text model classes." + "reason": "CLIP attentions assignment and CLIPTextModel structural inconsistency are separate CLIP-related changes, not the same bug." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "Completely different topics: DSA indexer activation vs DeepSeekV3 implementation divergence." + "reason": "DSA indexer/ReLU discussion is unrelated to DeepseekV3MoE parity with remote implementation." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "A flaky test seed issue is not the same as a model-loading failure for Phi-4 multimodal." + "reason": "A flaky test seeding issue is not the same as failing to load Phi-4 multimodal with latest transformers." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Different test failures: missing set_seed in one integration test versus a stale device override CI issue." + "reason": "Different CI/test failures: missing seeds vs stale GraniteSpeech device override test." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Local-files-only API leakage is unrelated to the AddedToken special-argument TypeError." + "reason": "Local-files-only network requests and AddedToken keyword duplication are unrelated tokenizer/model-loading bugs." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenization cleanup behavior in v5 is unrelated to SmolVLM video num_frames semantics." + "reason": "Tokenization cleanup behavior change and SmolVLM video-frame semantics are separate API regressions." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "A serve/KV-cache tensor indexing crash is a different code path from a trust_remote_code cache FileNotFoundError." + "reason": "KV-cache continuation tensor indexing crash is unrelated to cache-based trust_remote_code FileNotFoundError." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading regression and checkpoint reload incompatibility after version upgrade are similar only at a high level." + "reason": "Tokenizer loading regression and checkpoint reload failure after version upgrade are related only at a very high level; not the same concrete bug." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained for MoE and missing _tp_plan for tensor parallelism are distinct issues." + "reason": "FP8 save_pretrained bug and missing `_tp_plan` for tensor parallelism are distinct model/training features." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "local_files_only API requests leaking to network is unrelated to GLM-5 RoPE implementation discussion." + "reason": "Local-files-only API leakage is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Missing exported Qwen2.5-VL symbol is unrelated to cache-based trust_remote_code loading." + "reason": "Missing `Qwen2_5_VLForConditionalGeneration` export and trust_remote_code cache FileNotFoundError are different failure modes." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Missing image-patch helper in GLM46V is a model-specific multimodal bug, not a cache-loading FileNotFoundError." - }, - { - "left": "issue:43576", - "right": "issue:46132", - "accept": false, - "reason": "A broken transformers env command and an AttentionInterface.register behavior change are different features and failures." - }, - { - "left": "issue:44387", - "right": "issue:44556", - "accept": false, - "reason": "Int4 quantization memory regression is not the same as a v4-to-v5 checkpoint reload incompatibility." - }, - { - "left": "issue:30333", - "right": "issue:33453", - "accept": false, - "reason": "MLflow job-reporting behavior after failure is unrelated to tokenizer-loading regression." - }, - { - "left": "issue:45125", - "right": "issue:45478", - "accept": false, - "reason": "One is a missing tensor-parallel plan, the other is a broader from_pretrained error; same model family, but not enough evidence of the same bug." + "reason": "Missing image-patch helper in GLM46V is unrelated to cache loading FileNotFoundError." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the soft-edge decisions stay conservative overall. The only accepted pair, issue:41669 vs issue:44246, is a reasonable duplicate-style match on import-time slowdown. The remaining pairs are appropriately treated as distinct bugs based on their titles and issue descriptions." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18169,7 +18128,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:29870", "issue:30333", @@ -18189,19 +18148,17 @@ "issue:43475", "issue:43502", "issue:43576", - "issue:43673", "issue:43824", "issue:43827", "issue:43901", "issue:44222", "issue:44230", - "issue:44273", "issue:44315", "issue:44351", "issue:44355", "issue:44360", + "issue:44387", "issue:44485", - "issue:44492", "issue:44556", "issue:44749", "issue:44961", @@ -18210,8 +18167,9 @@ "issue:45362", "issue:45375", "issue:45468", - "issue:45542", + "issue:45478", "issue:45850", + "issue:46132", "issue:46143", "issue:46144", "issue:46209", @@ -18221,6 +18179,10 @@ "issue:47059" ], "soft_pairs": [ + "issue:43576|issue:46132", + "issue:44387|issue:44556", + "issue:30333|issue:33453", + "issue:45125|issue:45478", "issue:42548|issue:44351", "issue:30990|issue:31795", "issue:44355|issue:44749", @@ -18228,8 +18190,8 @@ "issue:43502|issue:44222", "issue:43502|issue:44961", "issue:43827|issue:44961", - "issue:46664|issue:46726", "issue:43010|issue:43232", + "issue:46664|issue:46726", "issue:30333|issue:36296", "issue:29870|issue:31795", "issue:43299|issue:44556", @@ -18248,246 +18210,249 @@ "issue:43352|issue:44961", "issue:43475|issue:46617", "issue:46143|issue:46144", - "issue:44222|issue:44230", "issue:41628|issue:42548", + "issue:44222|issue:44230", "issue:44315|issue:46209", - "issue:45362|issue:45850", - "issue:44485|issue:46664", - "issue:43673|issue:44492", - "issue:44273|issue:45542" + "issue:45362|issue:45850" ], - "prepared_review_unit_hash": "9d5f3c47f599b0409b3a0842a5e7bee149dded97c727024e5eaa0d27c4019669", + "prepared_review_unit_hash": "ed3133ab7efbe5a57afe8810d1253ddf99353beb30316170ad4202cc701795fa", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37257, - "estimated_input_tokens": 9315, - "estimated_eval_tokens": 18886 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37075, + "estimated_input_tokens": 9269, + "estimated_eval_tokens": 18794 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many issues share broad words like import/loading/cache/generation, but they describe different bugs, regressions, or docs problems. I rejected all soft edges because none look like the same underlying issue or change.", - "confidence": 0.93, - "canonical_issue_reason": "No clear canonical issue: the set is not one duplicate family, and the apparent matches are only title-level similarity across different subsystems and failure modes.", + "summary": "This is a heterogeneous cluster of mostly unrelated Transformers issues. There are a few loose themes around v5 regressions and model-loading/import problems, but none of the soft pairs are safe duplicate matches.", + "confidence": 0.31, + "canonical_issue_reason": "issue:43576 is the most central and broadly framed item in the set, with the most soft-similarity links to other v5/tooling regressions, even though the cluster is not truly cohesive.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative because the cluster is too diverse and not a true duplicate set.", + "best_issue_reason": "issue:43576 is the best single anchor only because it is the most general, high-degree regression report here; it is not a reliable duplicate canonical for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Different problems: CLI/env command breakage versus AttentionInterface.register behavior." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "One is int4 OOM/memory growth; the other is checkpoint reload incompatibility after upgrade." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed jobs is unrelated to tokenizer loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is tensor-parallel plan support and the other is a from_pretrained loading error; not the same concrete bug." + }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they refer to different symbols (`PreTrainedModel` vs `HybridCache`) and likely different missing exports/regressions." + "reason": "Import failures for different symbols from different modules are not the same issue." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "One is Sentence Transformers getting stuck loading; the other is confusing forward-arg documentation. Different problem type and target." + "reason": "Sentence Transformers loading hang is unrelated to forward() doc confusion." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "One is about compiled Python files causing errors; the other is a tokenizer performance regression after upgrade. Not the same bug." + "reason": "Compiled-file errors and slow filtering after upgrade are different failure modes." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Both mention Qwen models, but one is missing `_tp_plan` and the other is a config field dropped by strict validation. Different code paths." + "reason": "Tensor-parallel plan support and missing config field serialization are related only at a very broad model-family level." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "`local_files_only=True` network leakage is unrelated to FP8 `save_pretrained` behavior." + "reason": "Local-files-only network leakage and FP8 save_pretrained are unrelated." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Remote API calls despite offline mode is unrelated to an unrelated placeholder title." + "reason": "Cache/network behavior is unrelated to an unrelated titled issue." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing `pipeline()` is unrelated to the placeholder issue." + "reason": "Docs still mentioning pipeline() is unrelated to the other issue." }, { - "left": "issue:46664", - "right": "issue:46726", + "left": "issue:43010", + "right": "issue:43232", "accept": false, - "reason": "Both touch vision/video processing, but one is `num_frames` semantics and the other is missing required vision backend handling." + "reason": "Both touch generation internals, but they describe different code paths and bugs." }, { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:46664", + "right": "issue:46726", "accept": false, - "reason": "Cache/layer `update()` decoration with `no_grad` is not the same as `_update_model_kwargs_for_generation` after `sync_gpus`." + "reason": "Video processor num_frames semantics and missing-vision-backend processor errors are different issues." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow reporting on failed training jobs is unrelated to tensor parallel training bugs." + "reason": "MLFlow status reporting is unrelated to tensor parallel training." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "A BART generation `UnboundLocalError` is unrelated to model.forward documentation confusion." + "reason": "A generation UnboundLocalError is not the same as forward() documentation confusion." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL MoE model loading on dev0 and checkpoint reload failures after v5.2/v5.3 are different version/regression reports." + "reason": "Both are upgrade regressions, but they affect different model-loading paths and likely different root causes." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 90B Vision model loading breakage are separate loading issues." + "reason": "Tokenizer loading regression and Llama vision model loading breakage are separate failures." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled Python file errors are unrelated to `PretrainedConfig` type-checking breakage." + "reason": "Compiled Python file errors are unrelated to PretrainedConfig type checking." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing `is_offline_mode` import from `huggingface_hub` is unrelated to the broken `transformers env` CLI command." + "reason": "huggingface_hub import failure is unrelated to the transformers env command breakage." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Broken CLI command and `PretrainedConfig` type checking are different failure surfaces." + "reason": "CLI command breakage and config type-checking regression are unrelated." }, { "left": "issue:43576", "right": "issue:47059", "accept": false, - "reason": "`transformers env` being broken is not the same as CLI test failure with a specific `huggingface_hub` version and Typer API change." + "reason": "Both are CLI-adjacent, but one is an env command issue and the other is a hub version completion attribute error." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Docs confusion about `input_ids`/`past_key_values` is unrelated to an import error for `layer_type_validation`." + "reason": "Documentation confusion and import error for layer_type_validation are unrelated." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "CLI env command breakage is unrelated to missing `Qwen2_5_VLForConditionalGeneration` import." + "reason": "CLI/env breakage is unrelated to Qwen2.5-VL import failure." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel not applied in `model_init` is unrelated to the DSA indexer discussion." + "reason": "Liger Kernel application and DSA indexer activation are unrelated." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Placeholder issue title `racoon` has no evidence of matching the Gemma audio positional encoding bug." + "reason": "Uninformative title versus Gemma-4 audio positional encoding bug; no clear overlap." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder issue." + "reason": "GLM-5 RoPE discussion is unrelated to the other issue." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Both are import/load failures, but one is a missing symbol in `transformers` and the other is a cache-loading `FileNotFoundError` for trust_remote_code models." + "reason": "Importing HybridCache and trust_remote_code cache FileNotFoundError are different problems." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor parallel training bug is unrelated to pipeline docs mentioning `return_all_scores`." + "reason": "Tensor parallel training bug is unrelated to pipeline docs mentioning return_all_scores." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Flash Attention support for Nemotron is unrelated to the placeholder issue." + "reason": "Flash Attention 2 support error is unrelated to the other issue." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM 3 Video missing `fpn_position_embeddings` is unrelated to cached trust_remote_code file lookup failures." + "reason": "Missing fpn_position_embeddings and cache FileNotFoundError are different bugs." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Passing `**kwargs` through RoFormer methods and attention-interface usage are related to the same model family but describe different concrete defects." + "reason": "These are closely related RoFormer issues, but they do not clearly describe the same concrete bug/change." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "FP8 `save_pretrained` bug and FP8 inference support for Qwen3-VL/Qwen3.5 MoE are different FP8 concerns." + "reason": "AutoImageProcessor import failure is unrelated to PreTrainedModel import failure." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "Missing `AutoImageProcessor` and missing `PreTrainedModel` are distinct import regressions." + "reason": "FP8 save_pretrained and FP8 inference support are different code paths." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel application bug is unrelated to FP8 inference on B200." + "reason": "Liger Kernel/model_init behavior is unrelated to FP8 inference on B200." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Qwen3.5-35B chat crash and the broad 'v5 breaks too many models' report are not the same concrete bug." - }, - { - "left": "issue:44485", - "right": "issue:46664", - "accept": false, - "reason": "GLM-5 RoPE implementation and SmolVLM `num_frames` semantics are unrelated model-specific issues." - }, - { - "left": "issue:43673", - "right": "issue:44492", - "accept": false, - "reason": "Missing GenerationMixin cache in chunked prefill is unrelated to a typo in cache strategies." - }, - { - "left": "issue:44273", - "right": "issue:45542", - "accept": false, - "reason": "Lazy loading problems are unrelated to the TensorBoard-without-TensorFlow backend error." + "reason": "Qwen3.5 chat crash is much more specific than a generic 'v5 breaks too many models' complaint." } ] }, @@ -18509,7 +18474,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:31795", "issue:33453", @@ -18535,6 +18500,7 @@ "issue:44351", "issue:44360", "issue:44393", + "issue:44485", "issue:44492", "issue:44556", "issue:44623", @@ -18548,9 +18514,8 @@ "issue:45125", "issue:45230", "issue:45278", - "issue:45310", "issue:45341", - "issue:45468", + "issue:45542", "issue:45753", "issue:45850", "issue:46095", @@ -18561,19 +18526,22 @@ "issue:47059" ], "soft_pairs": [ + "issue:43673|issue:44492", + "issue:44485|issue:46664", + "issue:44273|issue:45542", "issue:44623|issue:45230", "issue:44038|issue:45125", - "issue:44360|issue:46664", "issue:44273|issue:45003", + "issue:44360|issue:46664", "issue:41669|issue:43673", - "issue:44393|issue:45753", "issue:44393|issue:45071", + "issue:44393|issue:45753", "issue:43576|issue:44556", "issue:43525|issue:45850", "issue:44556|issue:45092", "issue:43572|issue:45850", - "issue:44492|issue:45850", "issue:44230|issue:46095", + "issue:44492|issue:45850", "issue:45850|issue:47059", "issue:45278|issue:45850", "issue:42371|issue:44492", @@ -18596,273 +18564,270 @@ "issue:31795|issue:33453", "issue:43576|issue:44273", "issue:44315|issue:44829", - "issue:43519|issue:46655", - "issue:44360|issue:45468", - "issue:44273|issue:44908", - "issue:45230|issue:45310" + "issue:43519|issue:46655" ], - "prepared_review_unit_hash": "21d34f088f5604683fe12aff4fe8f50bfdeba602921f1333638a15cc6305b2ef", + "prepared_review_unit_hash": "202871bcfb4cbce23badc03a4ed03d201c1cf723b67d125560700976d9b12db3", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 39, - "serialized_chars": 38830, - "estimated_input_tokens": 9708, - "estimated_eval_tokens": 19672 + "serialized_chars": 38851, + "estimated_input_tokens": 9713, + "estimated_eval_tokens": 19682 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports; a few share broad themes like import/lazy-loading or v5 regressions, but none are close enough to merge as duplicates. No PRs are present.", - "confidence": 0.79, - "canonical_issue_reason": "No single canonical issue stands out: the set is heterogeneous. The closest umbrella is issue:45850, but it is too broad/vague to safely dedupe the rest against it.", + "summary": "This cluster is overbroad and mostly groups unrelated v5 regressions, API breakages, model-specific bugs, and a few documentation/performance issues. None of the soft pairs look like safe duplicate merges; issue 45850 is the closest umbrella representative, but it is too vague to serve as a precise duplicate target.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set ('Since 5.0 version it breaks too many models') and best matches the overall v5-regression theme, even though it is too generic to be a strong duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the broadest regression umbrella in the list, so it is the closest thing to a representative issue, though still too generic.", + "best_issue_reason": "issue:45850 is the most representative cluster issue because it captures the common 'v5 breaks many things' pattern seen across the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Cache-missing during chunked prefill is a runtime bug; this is a typo in cache strategy docs/naming." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation and SmolVLM video-processor frame semantics are unrelated model bugs." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior and TensorBoard-without-TF backend handling are different subsystems and failures." + }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Specific processor save_pretrained bug vs a generic bug report; no concrete overlap." + "reason": "Missing processor save files is a concrete processor serialization bug; 'Bug report' is too vague to match it." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Different Qwen3.5-related problems; one is a general bug report, the other is missing tensor-parallel metadata." + "reason": "Qwen3-VL-Moe bug and missing _tp_plan for tensor parallelism are separate model-specific issues." }, { - "left": "issue:44360", - "right": "issue:46664", + "left": "issue:44273", + "right": "issue:45003", "accept": false, - "reason": "Completely unrelated subsystems: DSA indexer vs SmolVLM video processor." + "reason": "Lazy loading issues are about import-time module resolution, while sys.modules access safety is a different internal bug." }, { - "left": "issue:44273", - "right": "issue:45003", + "left": "issue:44360", + "right": "issue:46664", "accept": false, - "reason": "Both touch import/lazy-loading, but one is lazy loading being broken and the other is unsafe sys.modules access; not clearly the same bug." + "reason": "DSA indexer activation logic and SmolVLM num_frames semantics are unrelated." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-time regression from import * cleanup vs chunked_prefill cache issue; different code paths." + "reason": "Both touch import/lazy-loading performance, but one is about removing import * cost and the other about a missing cache path in generation." }, { "left": "issue:44393", - "right": "issue:45753", + "right": "issue:45071", "accept": false, - "reason": "Same model family, but different symptoms and likely different bugs (2D boxes vs infinite loop on one image)." + "reason": "Qwen3-VL 2D box output and PretrainedConfig type-checking regressions are unrelated failures." }, { "left": "issue:44393", - "right": "issue:45071", + "right": "issue:45753", "accept": false, - "reason": "Qwen3-VL output bug vs PretrainedConfig type-checking regression; unrelated." + "reason": "2D bounding-box output errors and an infinite loop on a specific image are different Qwen3-VL bugs." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Both are v5 regressions, but one is the env CLI and the other is checkpoint reload compatibility; not the same concrete bug." + "reason": "Broken env command and checkpoint reload incompatibility after upgrade are unrelated v5 issues." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Specific Llama4Config attribute error vs a broad 'v5 breaks too many models' umbrella; too vague to dedupe." + "reason": "Missing pad_token_id in Llama4Config is a specific attribute bug, not the broad 'many models break' umbrella." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both mention v5 reload problems, but one is generic checkpoints and the other is remote-code/meta-init incompatibility; not enough evidence they are the same issue." + "reason": "Both involve upgrade incompatibility, but one is generic checkpoint reload failure and the other is InternVL2 remote-code/meta-init compatibility." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is a specific config bug, not the same as the broad v5 complaint." + "reason": "StableLmConfig pad_token_idx regression is a single config attribute issue, not the same as the broad v5 breakage report." }, { - "left": "issue:44492", - "right": "issue:45850", + "left": "issue:44230", + "right": "issue:46095", "accept": false, - "reason": "A typo in cache strategy docs/code is not the same as a broad model-breakage regression." + "reason": "FP8 support request and a weight-conversion-script question are not the same underlying bug/change." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:44492", + "right": "issue:45850", "accept": false, - "reason": "FP8 inference support request vs a weight-conversion-script question; unrelated." + "reason": "Cache-strategy typo is documentation/naming cleanup, not the generic v5 breakage umbrella." }, { "left": "issue:45850", "right": "issue:47059", "accept": false, - "reason": "Broad v5 model regressions vs a CLI incompatibility with huggingface_hub; different subsystem and failure mode." + "reason": "General v5 breakage complaints and a CLI failure with huggingface_hub 1.22.0 are different issues." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Both are broad upgrade regressions, but one is import errors and the other is model breakage; too generic to call duplicates." + "reason": "Both are broad upgrade complaints, but one is import errors and the other is an even vaguer 'too many models' report; not the same concrete bug." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API guidance vs cache-strategy typo; unrelated." + "reason": "TF32 control settings and cache-strategy typo are unrelated." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type warning vs Liger Kernel/model_init behavior; unrelated." + "reason": "Model type warning for sam3_tracker and Liger Kernel not applied with model_init are different code paths." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import performance regression vs a missing module import error; not the same bug." + "reason": "Import * performance regressions are not the same as a missing Qwen3_5ForCausalLM import error." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Both concern import/lazy loading, but one is slow imports and the other says lazy loading is broken; not a concrete match." + "reason": "Slow import sometimes and lazy loading not working properly are related only at a very high level, but not the same bug." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test flakiness from missing set_seed() vs scheduler kwargs being ignored; unrelated." + "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs handling are unrelated." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "CLI env-command bug vs inverse_sqrt scheduler kwargs bug; different paths." + "reason": "Broken env command and scheduler kwargs being ignored do not share a concrete failure mode." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support limitation vs Qwen3-VL bbox hallucination/error; unrelated." + "reason": "Flash Attention 2.0 unsupported for NemotronH and Qwen3-VL 2D box errors are different model-specific problems." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python-version compatibility regression vs Qwen3-VL output error; unrelated." + "reason": "Python version support regression and Qwen3-VL bounding-box errors are unrelated." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Specific position_ids buffer bug vs a generic bug report; no concrete overlap." + "reason": "position_ids buffer access error and an unspecified bug report are not enough to establish the same issue." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling vs PretrainedConfig type checking; unrelated." + "reason": "Scheduler kwargs ignored and PretrainedConfig type checking breakage are different API regressions." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained mismatch vs generic bug report; no evidence of sameness." + "reason": "Tokenizer save_pretrained class mismatch is a concrete tokenizer serialization bug, not the vague bug report." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad performance issue; unrelated." + "reason": "Cache strategy typo and SequenceFeatureExtractor padding performance are unrelated." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Processor kwargs forwarding vs scheduler kwargs ignored; only superficial similarity in 'kwargs'." + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs handling are different call sites and bugs." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-time overhead from model imports vs missing HybridCache symbol; different failure modes." + "reason": "Import * cleanup/performance and HybridCache import failure are separate import-related issues." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import performance regression vs a testing_utils bug; unrelated." + "reason": "Import * performance regression and a testing_utils bug are unrelated." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python-version incompatibility vs module import failure; not the same issue." + "reason": "Python support matrix regression and inability to import Qwen3_5ForCausalLM are different problems." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init enforcement vs tied-weights list crash; unrelated." + "reason": "Optional post_init validation and _get_tied_weight_keys crashing on a list are unrelated implementation bugs." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion in model.forward vs tokenizer loading regression; unrelated." + "reason": "Confusing forward docs and tokenizer loading regression are not the same underlying issue." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "CLI env-command breakage vs lazy-loading/import behavior; same broad area but not the same bug." + "reason": "Broken env command and lazy loading behavior are different release regressions." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel/model_init application bug vs flash_attention_3 training degeneration; unrelated." + "reason": "Liger Kernel not applied with model_init and flash_attention_3 causing degenerate training are distinct training-path bugs." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Qwen3VL timestamp math vs SmolVLM video padding math; different models and different bugs." - }, - { - "left": "issue:44360", - "right": "issue:45468", - "accept": false, - "reason": "DSA indexer/ReLU discussion vs Gemma-4 audio positional encoding; unrelated." - }, - { - "left": "issue:44273", - "right": "issue:44908", - "accept": false, - "reason": "Lazy loading/import issue vs scheduler kwargs handling; no concrete shared code path." - }, - { - "left": "issue:45230", - "right": "issue:45310", - "accept": false, - "reason": "Generic bug report vs Qwen3.5 Moe from_pretrained error; not enough evidence of a shared underlying bug." + "reason": "Incorrect timestamp calculation in Qwen3VL Processor and SmolVLM video padding are different processor bugs." } ] }, @@ -18884,7 +18849,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:28348", "issue:29870", @@ -18897,7 +18862,6 @@ "issue:41669", "issue:42371", "issue:42913", - "issue:42936", "issue:43066", "issue:43298", "issue:43352", @@ -18906,14 +18870,14 @@ "issue:43572", "issue:43576", "issue:43618", - "issue:43668", "issue:43704", "issue:43717", - "issue:44031", "issue:44230", "issue:44261", "issue:44263", + "issue:44273", "issue:44351", + "issue:44360", "issue:44485", "issue:44492", "issue:44623", @@ -18922,6 +18886,7 @@ "issue:44908", "issue:44938", "issue:44998", + "issue:45230", "issue:45250", "issue:45290", "issue:45310", @@ -18936,6 +18901,9 @@ "issue:47059" ], "soft_pairs": [ + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:45230|issue:45310", "issue:43519|issue:44485", "issue:45468|issue:46894", "issue:43576|issue:46218", @@ -18975,290 +18943,294 @@ "issue:31515|issue:31795", "issue:44230|issue:45310", "issue:43298|issue:44230", - "issue:43717|issue:46144", - "issue:42936|issue:46018", - "issue:43668|issue:44031" + "issue:43717|issue:46144" ], - "prepared_review_unit_hash": "cb69b455cd4601afdba7e85d2f4ae68e3b2ca30d49a56b384f8b4aec7c690fcf", + "prepared_review_unit_hash": "b7d13651bb2c077c70e61bccf564e61b8b81554c996d57dbc06dd7ee51d6bdc5", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 42, - "serialized_chars": 39468, - "estimated_input_tokens": 9867, - "estimated_eval_tokens": 19990 + "soft_pair_count": 43, + "serialized_chars": 39671, + "estimated_input_tokens": 9918, + "estimated_eval_tokens": 20092 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set: it mixes unrelated model-loading, tokenizer, scheduler, import, documentation, and architecture-specific issues. I found no defensible canonical issue or PR anchor, and all soft edges should be rejected.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue fits the cluster: the items describe many unrelated bugs/features across different subsystems and models.", - "canonical_pr_reason": "No PRs are present in the cluster.", - "best_issue_reason": "No issue is a good global representative because there is no shared underlying defect across the set.", - "best_pr_reason": "No PRs are present in the cluster.", + "summary": "This set is not a single duplicate cluster: it mixes many unrelated Transformers issues and only shows loose topical similarity (v5 regressions, loading/import problems, model-specific bugs). I would not merge any of the soft pairs.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Both are discussion-style bugs in different model internals, but one is about a DSA indexer ReLU and the other about Gemma-4 audio positional encoding; not the same code path." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated subsystems with different failure modes." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a Qwen3.5 MoE from_pretrained regression; no evidence they refer to the same bug." + }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Both mention model internals, but one is a Qwen3VL timestamp calculation bug and the other is a GLM-5 RoPE implementation issue; different code paths." + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific bugs." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Different models and failures: Gemma-4 audio positional encoding vs CohereASR training-loss shifting." + "reason": "Gemma-4 audio positional encoding and CohereASR training-loss shift are separate model/training issues." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "One is a broken CLI env command, the other is a model import error for Qwen3_5ForCausalLM; unrelated problems." + "reason": "Both are import/load failures, but they affect different commands/modules and do not appear to share the same root cause." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Save-pretrained missing files is not the same as an AttributeError in tied-weight key handling." + "reason": "save_pretrained/pipeline persistence and _get_tied_weight_keys AttributeError are distinct serialization-related bugs." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Qwen3VL timestamp math and scheduler kwarg propagation are unrelated code paths." + "reason": "Processor timestamp math is unrelated to scheduler keyword handling." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup causing slowdown is unrelated to a Qwen3ForCausalLM VRAM leak." + "reason": "Import-star cleanup/performance and VRAM leak in Qwen3ForCausalLM are unrelated." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion in forward inputs is unrelated to a Llama model-loading regression." + "reason": "Documentation confusion in forward signatures vs a model-loading breakage for Llama 3.2 Vision; different issue types and code paths." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Both are model-architecture issues, but they concern different families and different implementation bugs." + "reason": "RoPE implementation and audio positional encoding are both architecture-level, but for different models and different mechanisms." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leakage in Qwen3ForCausalLM does not match a GLM-5 RoPE implementation defect." + "reason": "VRAM leakage and RoPE math do not overlap in concrete implementation." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Shared expert gating and a comb/to-transpose bug are different DeepSeek-V4 issues; not the same concrete change." + "reason": "Shared expert gating in DeepSeek-V4 and a dtype/transpose bug in deepseek-v4 are different problems." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network leakage is unrelated to timestamp calculation in a processor." + "reason": "local_files_only network leakage and timestamp calculation in a processor are unrelated." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API settings and VRAM leakage are unrelated concerns." + "reason": "TF32 API guidance and a Qwen3ForCausalLM memory leak are not the same bug." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "A broad v5 breakage report is not the same bug as a specific Qwen3_5 import failure." + "reason": "A broad v5 breakage complaint and a specific module import failure are not a single concrete issue." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp calculation and processor.save_pretrained file output are unrelated." + "reason": "Processor timestamp logic and missing files in processor.save_pretrained are separate bugs." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return values in a GLM indexer is unrelated to Gemma-4 audio positional encoding." + "reason": "torch.split return handling in a GLM MoE indexer is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Both mention precision/norm behavior, but they target different models and different normalization paths." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and Gemma-4 audio positional encoding are different numerical/model bugs." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching support for audio models is unrelated to a DeepSeek-V4 weight-conversion question." + "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are separate feature/support requests." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Different subsystems: processor timestamp math vs Qwen3ForCausalLM memory leak." + "reason": "Processor timestamp computation and multi-thread VRAM leakage are unrelated." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2 support for NemotronHForCausalLM is unrelated to a Qwen3_5 import failure." + "reason": "NemotronH Flash Attention support and Qwen3.5 module import failure are different model-loading issues." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import errors, but for different symbols/modules and different root causes." + "reason": "Cannot import HybridCache and cannot import Qwen3_5ForCausalLM are both import errors, but for different symbols and likely different causes." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both involve tokenizer v5 behavior, but one is a general behavior change and the other is a decoder type issue; not the same concrete bug." + "reason": "Both mention tokenizer behavior changes in v5, but one is a generic v4-to-v5 behavior difference and the other is a specific decoder type bug; not enough to treat as duplicates." }, { "left": "issue:44861", "right": "issue:47059", "accept": false, - "reason": "Tied-weight key handling and a CLI completion attribute error are unrelated." + "reason": "Tied-weight key AttributeError and cli completion breakage with huggingface_hub are unrelated failures." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "GPT2-specific Flash Attention 2 support is not the same as a broad generic FA2 request." + "reason": "GPT2LMHeadModel flash-attention support and generic Flash Attention 2.0 are too broad to be the same concrete bug." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs propagation and an unrelated placeholder issue have nothing in common." + "reason": "A scheduler kwargs bug and an unrelated placeholder/low-signal issue title are not duplicate-worthy." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "A typo in cache strategies is unrelated to the placeholder issue." + "reason": "Cache strategy typo and an unrelated placeholder issue do not match." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "No shared bug: one is a placeholder title, the other is a broad v5 regression report." + "reason": "Low-information placeholder issue vs broad v5 breakage; no shared concrete bug." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." + "reason": "CLIPOutput attentions regression is specific; the other item has no concrete technical overlap." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure is unrelated to the placeholder issue." + "reason": "Python 3.14 loading failure and the unrelated placeholder issue are not duplicates." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key crash and chat-template tool-call crash are different failures." + "reason": "Tied-weight crash and chat template tool-call crash affect different code paths." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading and an ImportError for layer_type_validation are different problems." + "reason": "from_pretrained loading slowdown and missing layer_type_validation import are different loading-related bugs." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to tied-weight key crashes." + "reason": "Missing pad_token_idx in config after v5 and tied-weight key AttributeError are unrelated config/serialization issues." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE is unrelated to missing processor.save_pretrained files." + "reason": "FP8 inference support request and missing processor save files are different areas." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both are Flash Attention 2 support requests, but for different models and different model-specific code paths." + "reason": "Both concern Flash Attention 2.0 support, but for different model families and no evidence of the same implementation bug." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "A Bart generate bug and slow checkpoint loading are unrelated." + "reason": "BART generate decoder_attention_mask error and checkpoint loading slowdown are unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting after failed training is unrelated to from_pretrained performance." + "reason": "MLflow job-reporting on failure and from_pretrained performance are different concerns." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading speed and tensor-parallel training correctness are unrelated." + "reason": "Loading slowdown and tensor parallel training bug are separate subsystems." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Loading performance and documentation confusion are unrelated." + "reason": "Loading performance and forward-doc confusion are not the same bug." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE and a Qwen3.5 from_pretrained error are different bugs." + "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error do not share a concrete code-path issue." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models is unrelated to FP8 inference support." + "reason": "Audio continuous batching support and FP8 inference support are distinct feature requests." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights usage and RoFormer attention-interface usage are unrelated architecture issues." - }, - { - "left": "issue:42936", - "right": "issue:46018", - "accept": false, - "reason": "Mask2former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." - }, - { - "left": "issue:43668", - "right": "issue:44031", - "accept": false, - "reason": "A type-hint bug in ModernBERTConfig is unrelated to a tokenizer regex warning regression." + "reason": "Mamba init_weights usage and RoFormer attention interface usage are unrelated implementation issues." } ] }, @@ -19280,7 +19252,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-510", + "cluster_id": "cluster-10000-511", "nodes": [ "issue:37934", "issue:42936", @@ -19288,9 +19260,12 @@ "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", @@ -19301,88 +19276,100 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "f0871beb56aaa2e8ea92ab5f99010b18fb1352879b28176462de6a3807df6e7b", + "prepared_review_unit_hash": "991c3e657857004b7d7a94f3f411a92e6f44ba2b1250e3eb71b85e9818a302e4", "component_budget": { - "node_count": 510, - "item_count": 510, - "soft_pair_count": 1874, - "serialized_chars": 972522, - "estimated_input_tokens": 243131, - "estimated_eval_tokens": 486518 + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 }, "budget": { - "node_count": 7, - "item_count": 7, - "soft_pair_count": 9, - "serialized_chars": 6642, - "estimated_input_tokens": 1661, - "estimated_eval_tokens": 3578 + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7774, + "estimated_input_tokens": 1944, + "estimated_eval_tokens": 4144 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated issue reports across different models and components (norm layers, Mask2Former, loss kwargs, config typing, a typo, tokenizer warnings, and RoFormer attention). None of the soft pairs look like the same underlying bug, so there is no true duplicate cluster here.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 43240 is the best representative only because it is the broadest, most general bug report in the set and has the most inbound references; however, it is not a duplicate of the others.", + "summary": "This cluster is mostly a set of unrelated issue reports that only share broad ML-library vocabulary. None of the soft pairs looks like the same underlying bug or change, so no duplicate merges are warranted.", + "confidence": 0.62, + "canonical_issue_reason": "issue:42936 is the clearest concrete bug report in the set: it points to a specific model behavior error ('ignore_value' defined but not used) and is more substantive than the typo/type-hint reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43240 is the best single issue to represent the cluster, but only as a placeholder for an otherwise unrelated set of issues.", + "best_issue_reason": "issue:43240 is the strongest standalone issue for follow-up because it has the broadest impact and the most inbound references, even though it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different model families and different bugs: Mask2Former ignore_value handling vs DeepSeek-V4 shared-expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config type-hint error is unrelated to a tokenizer regex warning regression." + }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value handling and passing kwargs to loss calculation are different bugs in different code paths." + "reason": "Both concern model code, but one is an unused ignore_value path and the other is kwargs not reaching loss calculation; different code paths." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-function kwargs propagation is unrelated to RoFormer attention not using the attention interface." + "reason": "Loss-function kwargs plumbing and RoFormer attention interface usage are separate subsystems and failure modes." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value usage and tokenizer regex warnings are unrelated subsystems and symptoms." + "reason": "Mask2Former loss handling and tokenizer warning behavior are not the same underlying defect." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2Former loss config bug and RoFormer attention implementation bug are not the same change or defect." + "reason": "These affect different model implementations and different code paths." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "A model ignore_value bug is unrelated to a typo in a quantization operation name." + "reason": "An unused model parameter is not the same as a typo in a quantization attribute name." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Incorrect type hint for ModernBERTConfig norm_eps is a separate config issue from a quantization-typo report." + "reason": "Incorrect type hint and typo in a different module are unrelated defects." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Passing kwargs to loss calculation and fixing a norm_eps type hint are distinct issue types with no shared bug." + "reason": "Passing kwargs to loss computation is unrelated to a ModernBERTConfig annotation bug." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Possible RMSNorm mismatch in Llama4TextL2Norm is unrelated to an incorrect ModernBERTConfig type annotation." + "reason": "RMSNorm implementation question and a type-hint mismatch are not the same issue." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value behavior and ModernBERTConfig norm_eps typing do not describe the same underlying defect." + "reason": "Mask2Former ignore_value usage and ModernBERTConfig typing are distinct problems." } ] }, @@ -19415,7 +19402,7 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "27eb93c5cc0cd4cd79bce707dc29de05b8f77281bf744fe953e2c15e38211160", + "prepared_review_unit_hash": "c5fd1c41913553416fda35b128fefd1ffadf04a91dd685889c9642f118e35c2c", "component_budget": { "node_count": 3, "item_count": 3, @@ -19437,30 +19424,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are not duplicates: one asks for a new truncation direction option, one asks for ReduceLROnPlateau-like scheduler behavior, and one asks for word time offsets in Wav2Vec2. They share only very generic ML-library similarity, not the same underlying bug or feature request.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "This cluster is not a true duplicate set: one issue is about tokenizer truncation behavior, while the other two are unrelated feature requests (learning-rate scheduling behavior and Wav2Vec2 word time offsets).", + "confidence": 0.95, + "canonical_issue_reason": "Issue #10519 is the most concrete and self-contained topic in the cluster, with a clear, specific product gap around truncation-from-beginning behavior.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good canonical representative because the topics are unrelated and would not be resolved by one fix or one feature implementation.", + "best_issue_reason": "Issue #10519 is the best representative issue because it has the clearest problem statement and is the only one that reads like a focused actionable request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different feature requests in different areas: tokenizer truncation behavior vs. Wav2Vec2 word boundary timestamps." + "reason": "These are unrelated domains: token truncation behavior vs Wav2Vec2 word boundary offsets." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "One is about truncation strategy, the other about learning-rate scheduler functionality; no shared code-path or concrete bug." + "reason": "Tokenizer truncation requests and ReduceLROnPlateau-like scheduler functionality are different feature areas with no shared underlying bug." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Unrelated requests: scheduler behavior versus extracting offsets from speech models." + "reason": "A scheduler enhancement request and a speech-model timing question are not the same underlying issue." } ] }, @@ -19492,12 +19479,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "0b322e3ea7a6be76f904fde3cea6ea3ac866ec0a7e3b4d72790c1e79d1b1bf78", + "prepared_review_unit_hash": "6b190a2bdcd374d8105159c748a9989676d1a0a4b0853dcaa07ee6dc8692c5a2", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19505,7 +19492,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19514,24 +19501,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues do not look like duplicates of one another. One is about Tapas tokenization mismatching TensorFlow, one is about a confusing auth/download error for private models, and one is a generic model-loading failure for bert-base-uncased.", - "confidence": 0.92, - "canonical_issue_reason": "Issue #16618 is the broadest and most representative of the cluster because it concerns a model-loading failure, but the cluster as a whole does not appear to share one underlying bug.", + "summary": "Only the two model-loading issues are loosely related; neither is a true duplicate of the other, and the Tapas tokenization issue is unrelated.", + "confidence": 0.9, + "canonical_issue_reason": "Issue #16618 is the most general, user-facing report in the set (model loading failure), so it is the best anchor for the cluster even though it is not a duplicate of the private-model/login error.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best single issue to anchor this set since it is the most general user-facing failure, whereas #13244 and #15980 are clearly about different subsystems and symptoms.", + "best_issue_reason": "#16618 is the best overall issue candidate because it is the broadest and most concrete failure report; #15980 is a narrower auth/download edge case and #13244 is unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different problems: Tapas tokenization parity with TensorFlow versus a general inability to load bert-base-uncased. No shared code-path or concrete symptom." + "reason": "Different problems: Tapas tokenization mismatch versus a model-loading failure." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "#15980 is specifically about a misleading private-model download/auth error, while #16618 is a generic model loading failure. The titles and likely failure modes do not match." + "reason": "Both concern model access, but one is a private-model login/error-message issue and the other is a general inability to load 'bert-base-uncased'; they do not look like the same underlying bug." } ] }, @@ -19561,7 +19548,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "0ba4f8c1fdc4b14b2aede77bca4a299af605187e4df64497e6b8c0c2c9c52d13", + "prepared_review_unit_hash": "681379d78c9e037b8058aef76b125e8fd8173df5e8edf4061b32980d2727ef98", "component_budget": { "node_count": 2, "item_count": 2, @@ -19583,18 +19570,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated community-contribution tracking issues: one for adding Flash Attention 2 support to more architectures, and one for adding GGUF support to more architectures. They are both feature-expansion requests, but not the same underlying change.", - "confidence": 0.98, - "canonical_issue_reason": "Issue #26350 is the better representative only by cluster prominence: it has higher discussion activity and is older, but it is not a duplicate of #33260.", + "summary": "These are two separate community-contribution issues for different features: Flash Attention 2 support vs GGUF support. They are related only at a very broad architectural/community level, not as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #26350 is the strongest issue to keep as the cluster anchor because it has more discussion and earlier momentum, making it the more established reference point for this set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different requested capabilities in different code paths: Flash Attention 2 architecture support vs GGUF architecture support. Similar framing, but not the same bug/change." + "reason": "Different underlying requests and code paths: one is about Flash Attention 2 support for more architectures, the other about GGUF support for more architectures. Shared wording about \"more architectures\" is too broad to indicate the same issue." } ] }, @@ -19659,214 +19646,214 @@ "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "8df51f6958651794362406d6ad14f66c5dc61a674f799d17c0768f81a2820169", + "prepared_review_unit_hash": "09ebf36960657faae9e9563bcc4a756aaf8971cda2bbb3871400d94496254965", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15978, - "estimated_input_tokens": 3995, - "estimated_eval_tokens": 8246 + "serialized_chars": 15984, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15978, - "estimated_input_tokens": 3995, - "estimated_eval_tokens": 8246 + "serialized_chars": 15984, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a mix of separate i18n translation-request issues, but it also contains two clear duplicate subgroups: the generic placeholder translation issue set and the identical Thai-titled issue pair. I would keep one generic template issue as the representative canonical issue.", - "confidence": 0.68, - "canonical_issue_reason": "43834 is the earliest and most representative of the repeated generic placeholder translation-request issues, with the broadest apparent overlap to the other near-identical template issues.", + "summary": "This cluster is mostly heterogeneous i18n translation-request issues across different languages, so they should not be merged wholesale. The only plausible duplicate groups are the three identical generic placeholder issues and the identical Thai-title pair.", + "confidence": 0.76, + "canonical_issue_reason": "43834 is the best anchor for the repeated identical-title placeholder subgroup: it is earliest in that mini-cluster and matches the same near-duplicate body pattern. The rest of the set splits into distinct language requests or a separate Thai duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "43834 is the best single issue to represent the duplicate template subgroup; it is generic, earlier than the near-identical copies, and has the widest similarity footprint in the cluster.", + "best_issue_reason": "43834 is the strongest single issue representative for the largest near-identical issue subgroup in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language-specific translation requests; similarity is just the shared i18n docs template." + "reason": "Different requested language; same i18n template is not enough to call these the same issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different language-specific translation requests; not the same underlying issue." + "reason": "Turkish vs generic placeholder issue; not the same underlying translation request." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish request vs generic placeholder template; not the same concrete issue." + "reason": "Turkish request is distinct from the generic placeholder translation issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different target language and request; only the translation template overlaps." + "reason": "Different languages (Turkish vs Romanian); these are separate translation requests." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish vs Spanish translation request; clearly different issues." + "reason": "Different languages (Turkish vs Spanish); not duplicates." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish request is distinct from the generic placeholder template issue." + "reason": "Spanish request and generic placeholder issue are not the same underlying request." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish request vs generic placeholder template; not a duplicate." + "reason": "Different languages; only broad i18n similarity is shared." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish vs Romanian translation requests; separate issues." + "reason": "Spanish vs Romanian translation requests are distinct." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish request vs generic placeholder template; not the same issue." + "reason": "Spanish request does not match the generic placeholder issue." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request vs generic placeholder template; only the template matches." + "reason": "Romanian request and generic placeholder issue are not the same concrete task." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian request vs generic placeholder template; not a duplicate." + "reason": "Romanian request and generic placeholder issue are not the same issue." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian request is distinct from the generic placeholder template issue." + "reason": "Romanian vs generic placeholder translation request; not a duplicate." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different titles and likely different requests; shared translation-issue template is not enough." + "reason": "Romanian translation request is unrelated to the Thai-title issue." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different titles and likely different requests; not the same underlying issue." + "reason": "Romanian translation request is unrelated to the Thai-title issue." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Identical generic placeholder title and near-identical template issue; same underlying duplicate request." + "reason": "Identical generic placeholder title and near-identical body indicate the same underlying issue/repost." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Identical generic placeholder title and near-identical template issue; same underlying duplicate request." + "reason": "Same generic placeholder title and essentially the same body; looks like a duplicate repost." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Different titles; one is the generic template and the other is a distinct Thai-titled request." + "reason": "Different title/script; no evidence these are the same translation request." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Different titles; shared similarity is only from the issue template." + "reason": "Different title/script; the similarity is only at the broad template level." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Different Thai-titled request vs the generic template issue; not the same underlying issue." + "reason": "Different Thai titles and no clear evidence of the same underlying request." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Exact same generic placeholder title and template body pattern; clear duplicate." + "reason": "Identical generic placeholder title and near-identical body suggest a duplicate issue." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Different titles and different request text; only the template overlaps." + "reason": "Different title/script; not enough to merge as the same issue." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different titles and different request text; not a duplicate." + "reason": "Different title/script; only template similarity is shared." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Different Thai-titled request; not the same issue as the generic template entry." + "reason": "Different Thai title and no strong evidence of a duplicate." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Different titles and request content; similarity is only the translation template." + "reason": "Generic placeholder issue and Thai-title issue do not look like the same request." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different titles and request content; not the same issue." + "reason": "Generic placeholder issue and Thai-title issue do not look like the same request." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Different Thai-titled request; not a duplicate of the generic template issue." + "reason": "Different titles and only superficial similarity in the i18n template." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Same exact Thai title and likely identical body/template; clear duplicate pair." + "reason": "Same Thai title and identical body length/content pattern strongly suggest an exact duplicate repost." }, { "left": "issue:46222", "right": "issue:46931", "accept": false, - "reason": "Both are Thai-language titles, but the wording differs enough to suggest different requests." + "reason": "Different Thai titles; similar language/script is not enough to merge." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Different Thai-language titles; not the same concrete request." + "reason": "Different Thai titles; no clear duplicate relationship." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays within the packet evidence: it distinguishes the language-specific issues from the two tight duplicate-looking subgroups, and the conservative reject/accept calls are mostly well supported by the titles, timestamps, and soft-similarity pattern. I don\u2019t see an overstatement that would justify rejection." + "feedback": "The summary is grounded in the packet and the soft-edge decisions are conservative. The only duplicate-like groups supported by the evidence are the near-identical placeholder trio and the exact Thai pair; the cross-language pairs are reasonably kept separate." }, "evaluator_used": true, "retried": false, @@ -19959,322 +19946,304 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "304fb7332ffac5150f0524b6e2bac182f55cf81a9182ffa813d2df69cf6c7d9a", + "prepared_review_unit_hash": "1db5c92cb1f20a7a939c6450d209acae8649ba243bac245d261371b82e236472", "component_budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28617, - "estimated_input_tokens": 7155, - "estimated_eval_tokens": 14566 + "serialized_chars": 28614, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 }, "budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28617, - "estimated_input_tokens": 7155, - "estimated_eval_tokens": 14566 + "serialized_chars": 28614, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is a loose similarity cluster of model-request issues across many unrelated models and modalities. The titles share generic phrasing like \"Add support\" or \"Add model,\" but the underlying requests are distinct, so none of the soft pairs look like true duplicates. No PRs are present.", - "confidence": 0.88, - "canonical_issue_reason": "issue:36879 (\"Add RF-DETR model\") is the most central generic model-request issue in this cluster, with the widest soft-link neighborhood; it is the best single representative if one issue must anchor the set.", + "summary": "These look like a loose cluster of model-request issues with many superficial title similarities, but no true duplicate pairs are evident from the available evidence. I would not merge any of the soft edges.", + "confidence": 0.79, + "canonical_issue_reason": "No single canonical duplicate stands out; the items are distinct model/feature requests with only superficial naming overlap.", "canonical_pr_reason": null, - "best_issue_reason": "issue:36879 is the best cluster anchor for browsing, but only as a representative of a heterogeneous family of model-add requests, not as an umbrella duplicate.", + "best_issue_reason": "issue:36879 is the clearest concrete, self-contained request in the set and a reasonable representative anchor for the cluster, but it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "Related keypoint tasks, but RoMa matcher vs LoMa detector+matcher are different model requests and not the same change." + "reason": "RoMa keypoint matcher vs LoMa keypoint detector/matcher are different models and different requests." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Keypoint matcher request vs MiniCPM3 model architecture request; different models and code paths." + "reason": "RoMa keypoint matcher is unrelated to adding MiniCPM3 model architecture." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBERT config addition vs DEIMv2 model addition; same broad theme only." + "reason": "EuroBert config support and DEIMv2 model addition are different model requests." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "Model config request vs Qwen3-TTS support; unrelated model families and functionality." + "reason": "EuroBert config work is unrelated to Qwen3-TTS support." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBERT config and RF-DETR are different models; no shared underlying bug/change." + "reason": "EuroBert config and RF-DETR are distinct models with no shared code-path bug shown." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBERT config vs XiaoMi MiMo; different model targets." + "reason": "EuroBert config and XiaoMi MiMo are separate model additions." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are different model requests, not one concrete duplicate." + "reason": "RF-DETR and DEIMv2 are different model-support requests." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR object-detection model vs LFM2.5 Audio model; distinct modalities and implementations." + "reason": "RF-DETR vision model support is unrelated to LFM2.5 Audio support." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR model request vs weight-sparse transformer request; unrelated changes." + "reason": "RF-DETR addition and OpenAI weight-sparse transformer support are different concrete changes." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR vs Qwen3-ASR support; different models and tasks." + "reason": "RF-DETR and Qwen3-ASR are separate model-support requests." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR vision model vs Qwen3-TTS audio support; unrelated." + "reason": "RF-DETR and Qwen3-TTS are different models and different modalities." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT model request vs Qwen3-ASR support; separate model integrations." + "reason": "NeoBERT addition and Qwen3-ASR support are unrelated requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT request vs weight-sparse transformer request; different underlying change." + "reason": "NeoBERT and weight-sparse transformer support are distinct model changes." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT vs LFM2.5 Audio; different model families and code paths." + "reason": "NeoBERT and LFM2.5 Audio target different model families and code paths." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are unrelated model additions." + "reason": "RF-DETR and NeoBERT are different model requests with no evidence of the same underlying change." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT vs ModernVBERT models; both model requests, but not the same model or fix." + "reason": "NeoBERT and ModernVBERT are separate model-addition requests." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture vs Qwen3-ASR support; different model work." + "reason": "MiniCPM3 architecture work is unrelated to Qwen3-ASR support." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 architecture request vs weight-sparse transformer request; not duplicates." + "reason": "MiniCPM3 model architecture and sparse-transformer support are different changes." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 vs ModernVBERT models; separate model integrations." + "reason": "MiniCPM3 and ModernVBERT are distinct model requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture vs Voxtral TTS support; different modalities and code paths." + "reason": "MiniCPM3 architecture and Voxtral TTS support are unrelated model tasks." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 model request vs Qwen3-TTS support; different targets." + "reason": "DEIMv2 and Qwen3-TTS are separate model-support requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models vs Qwen3-ASR support; only broad \"add support\" similarity." + "reason": "ModernVBERT and Qwen3-ASR are different model additions." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT models vs Qwen3-TTS support; unrelated model families." + "reason": "ModernVBERT and Qwen3-TTS are different requests, not the same bug or change." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT models vs XiaoMi MiMo; different model additions." + "reason": "ModernVBERT and XiaoMi MiMo are unrelated model requests." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE is a general proposal; Voxtral TTS support is a specific audio-model request." + "reason": "BERT-like models with RoPE and Voxtral TTS support do not describe the same change." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models vs a general RoPE-related proposal; not the same concrete change." + "reason": "ModernVBERT support and BERT-like models with RoPE are different scope requests." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "General RoPE proposal vs XiaoMi MiMo model request; too broad to be duplicates." + "reason": "BERT-like models with RoPE and XiaoMi MiMo are unrelated model families." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "General RoPE proposal vs unrelated person-named issue; no shared underlying change." + "reason": "The RoPE model request and the 'Mirko Privitera' issue do not look related at all." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "XiaoMi MiMo vs SAM3-LiteText; different models and tasks." + "reason": "XiaoMi MiMo and SAM3-LiteText are different model additions." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "XiaoMi MiMo vs Qwen3-TTS support; unrelated model requests." + "reason": "XiaoMi MiMo and Qwen3-TTS are separate requests." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "XiaoMi MiMo vs DeepSeek-OCR2; distinct model additions." + "reason": "MiMo and DeepSeek-OCR2 are different model requests." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "XiaoMi MiMo vs person-named issue; not the same change." + "reason": "MiMo support and the 'Mirko Privitera' issue are unrelated." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS support vs Qwen3-ASR support: related family, but different modalities and concrete implementations." + "reason": "Qwen3-TTS and Qwen3-ASR share a prefix but target different modalities and changes." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support vs Voxtral TTS support; both audio, but different models and changes." + "reason": "Qwen3-TTS and Voxtral-4B-TTS are different models, so not the same underlying fix." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS support vs DeepSeek-OCR2; unrelated tasks." + "reason": "Qwen3-TTS support is unrelated to DeepSeek-OCR2." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support vs weight-sparse transformer proposal; different underlying change." + "reason": "Qwen3-TTS support and sparse-transformer support are different requests." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR support vs LFM2.5 Audio 1.5B; both audio-related, but distinct model integrations." + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio model requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR support vs EUPE perception encoder request; different model families and use cases." + "reason": "Qwen3-ASR support and EUPE model addition are unrelated." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support vs weight-sparse transformer request; unrelated changes." - }, - { - "left": "issue:43909", - "right": "issue:44205", - "accept": false, - "reason": "LFM2.5 Audio vs SAM3-LiteText; different modalities and models." - }, - { - "left": "issue:43909", - "right": "issue:46645", - "accept": false, - "reason": "Audio model request vs Granite SWA+sink option; feature request for a different model family." - }, - { - "left": "issue:44121", - "right": "issue:45322", - "accept": false, - "reason": "Weight-sparse transformer request vs EUPE model request; not the same code-path problem." + "reason": "Qwen3-ASR and sparse-transformer support are different code paths." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR support vs Voxtral TTS support; same broad audio area, but different model-specific integration work." + "reason": "Qwen3-ASR and Voxtral TTS are different model-support requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT model request vs Voxtral TTS support; unrelated." + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR support vs DeepSeek-OCR2; different model and task." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model requests." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE model request vs TIPSv2 vision-language pretraining model; different model additions." + "reason": "EUPE and TIPSv2 are distinct vision-language model proposals, not the same underlying change." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT models vs person-named issue; no evidence of the same underlying request." + "reason": "ModernVBERT support and the 'Mirko Privitera' issue are unrelated." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support vs person-named issue; unrelated." + "reason": "Voxtral TTS support and the 'Mirko Privitera' issue are unrelated." } ] }, @@ -20304,7 +20273,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "86a569d101b32d673c304f42df07f495f079fcb5f426137c28e0f2b57f4b0958", + "prepared_review_unit_hash": "441fc310f545ea6e5e139df4a90118790485a06c55f28682fe3ca7d95b604943", "component_budget": { "node_count": 2, "item_count": 2, @@ -20326,18 +20295,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are unrelated: one is a documentation request to add Pruna as an optimization framework, while the other is a technical Vision RoPE refactor. There is no evidence they describe the same bug, change, or workflow.", - "confidence": 0.97, + "summary": "The two issues are unrelated: one is a docs request for adding Pruna as an optimization framework, and the other is a Vision RoPE refactor. The soft similarity signal is not enough to treat them as the same underlying problem.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #46443 is the better standalone technical issue because it has a concrete engineering scope (Vision RoPE refactor), whereas #38740 is a docs-only request; however, they are not duplicates.", + "best_issue_reason": "#46443 is the better representative of a concrete engineering change, while #38740 is a documentation/metadata request that does not align with the technical refactor topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Reject: the titles and scopes are completely different (docs addition vs Vision RoPE refactor), with no shared files, targets, or code-path overlap." + "reason": "Different subjects and code paths: a docs/framework addition request versus a Vision RoPE refactor. They do not appear to describe the same underlying bug or change." } ] }, @@ -20367,7 +20336,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "a116d41b630768e05632449152a25108f0270f93757b62535fcbd2f9aa9524f4", + "prepared_review_unit_hash": "253861de43bd203bee65be6b05bb6aa00075ec121566cad659af40bad2fb627e", "component_budget": { "node_count": 2, "item_count": 2, @@ -20389,18 +20358,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is about block decoding, while the other is a request for DeepSeek v3.2 support. They do not appear to describe the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the titles and available metadata point to different requests with no shared code path or explicit linkage.", + "summary": "The two issues appear unrelated: one is about set block decoding, the other about DeepSeek v3.2 support. I would not treat them as duplicates or cluster them together.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "43037 is the more concrete, user-facing feature request; 41084 is too vague to serve as a representative issue for this cluster.", + "best_issue_reason": "Issue #43037 is the more concrete, self-contained request; #41084 is a different decoding-topic issue and does not represent the same underlying problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Reject: the issues are about different features/problems and share no explicit targets, files, or code-path evidence tying them to the same change." + "reason": "Different topics and different expected work: block decoding vs model/version support. No evidence they describe the same underlying bug or change." } ] }, @@ -20430,40 +20399,40 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "5d354c222c00a43954b940fe322a378856ebbe79cb463bbfc93db66fd1b776a5", + "prepared_review_unit_hash": "65121a1c7b72f7a5792516bc05293746cd6fa69212d3fa60d6b057dbc38a36a2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature requests about tiled model components and memory efficiency, not duplicates: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, the other asks for integrating TiledMLP to reduce memory footprint.", - "confidence": 0.94, - "canonical_issue_reason": "Issue #41306 is the more concrete API request: it names a specific integration point (`from_pretrained()`) and a specific capability toggle for FLCE/TiledFusedLogitsLoss.", + "summary": "Both items are open feature requests around tiled/liger-style model optimizations, but they target different components: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, while the other asks to integrate TiledMLP for lower memory use. They do not appear to describe the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:41306 is the more concrete, self-contained request and can serve as the representative item; issue:41826 is a separate memory-footprint feature for a different module.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #41826 is the broader architectural request and better represents the cluster\u2019s general theme of memory-footprint reduction via tiled components.", + "best_issue_reason": "issue:41306 is more specific and actionable, with a clearly defined API change request; issue:41826 is broader and distinct.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different underlying changes and likely different code paths: one is an inference/load-time flag for FLCE in `from_pretrained()`, the other is adding TiledMLP support for memory savings. They are related by a broad tiled-model theme but not the same bug or change." + "reason": "Different feature requests for different tiled components and change surfaces; they share only a broad optimization theme, not the same underlying bug or mergeable code change." } ] }, @@ -20493,7 +20462,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "5950bd8efb94688c2e38b955c96d0156f78915d84738727b89607cb84288c1e5", + "prepared_review_unit_hash": "ab37f2984ecce12316bb19dad5ef41f1e73427b37bb047e75ce8f92dcae7e9d9", "component_budget": { "node_count": 2, "item_count": 2, @@ -20515,18 +20484,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are about different Trainer customizability concerns: one is about `remove_unused_column`, the other about FLOPS estimation for custom trainers. They share a loose theme but not the same underlying bug or fix.", - "confidence": 0.92, + "summary": "These are related only at the broad Trainer/custom-trainer level, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #43598 is the clearer, more specific problem statement and is a better representative of this cluster than the FLOPS-estimation request.", + "best_issue_reason": "Issue #43598 is the more concrete and self-contained report, but it is not the same underlying bug as #43600.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Both mention custom trainers, but one concerns column pruning in `Trainer` and the other concerns FLOPS estimation logic. Different code paths and fixes, so not duplicates." + "reason": "Different underlying issues: one targets `remove_unused_column` behavior in Trainer, the other targets FLOPS counting for custom trainers. Shared Trainer context is too broad to treat as a duplicate." } ] }, @@ -20556,7 +20525,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "c740ecdd223f57bb8c5250e4a00d8d9e5f8db5ad20fa5eade3e7729dce4d7856", + "prepared_review_unit_hash": "1793828c0d5bc565533d951a0e11579404142cbcd49000f01f5dfe925ba9d5d6", "component_budget": { "node_count": 2, "item_count": 2, @@ -20578,18 +20547,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are about different Qwen model support gaps: one requests core model registration for Qwen3-Omni, while the other requests sequence-classification support for Qwen3.5. They are related by theme but not the same underlying bug/change.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43684 is the broader, more central request: registering Qwen3-Omni with AutoModel / AutoModelForConditionalGeneration. It is the better representative if a single issue must be chosen.", + "summary": "The two issues are related only at a broad Qwen model-registration level, but they request different support for different model families and different AutoModel heads, so they should not be treated as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #43684 is the broader, more central registration request (AutoModel and AutoModelForConditionalGeneration) and is the better anchor if this cluster is being represented by one issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the best issue to keep as the representative item because it targets a foundational model-registration gap rather than a task-specific head.", + "best_issue_reason": "Issue #43684 is the strongest representative because it asks for general model registration rather than a narrower task-specific head addition.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Reject: different model families and different capabilities. 43684 is about adding Qwen3-Omni registration for base/generative auto classes, while 44405 is about AutoModelForSequenceClassification support for Qwen3.5. These are not the same concrete change and would not be merged as one duplicate fix." + "reason": "Different underlying changes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs. Qwen3.5 sequence-classification support for AutoModelForSequenceClassification. Same ecosystem, but not the same bug or fix." } ] }, @@ -20626,77 +20595,80 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "86641ee76f65a1f2eb1fdaf80bf157dedc747d9db5ca07e5f3d6ad034d36dccc", + "prepared_review_unit_hash": "5a48ef82e7567488c9d9945bb1b0c0b02bc36d3e5c9f36a6d3a1c0deaf2e9984", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4263, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4263, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "A tiny cluster of issue-only artifacts with very sparse content. Three issues share the same generic title \"huggingface \" and one has an unrelated title, but there is not enough evidence to safely merge any pair as true duplicates.", - "confidence": 0.62, - "canonical_issue_reason": "Issue 43845 is the earliest of the repeated \"huggingface \" issues and is the best placeholder canonical among the near-identical titles; 43835 has a different title and no evidence tying it to the repeated set.", + "summary": "43845 and 43846 look like likely duplicate generic \"huggingface\" reports, but 43859 is only weakly related on the evidence available and may simply be another similar report. \"Fett\" still appears unrelated. Confidence is moderate-low because the issue bodies are minimal and the title is very generic.", + "confidence": 0.57, + "canonical_issue_reason": "43845 is the best representative of the clearly duplicated pair because it is the earliest of the near-identical \"huggingface\" reports and there is no evidence that it differs materially from 43846.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the strongest issue to keep as the representative because it is the earliest instance of the repeated title and there is no richer content on the others to prefer a later one.", + "best_issue_reason": "43845 is the best issue representative for the cluster because it anchors the strongest duplicate pair (with 43846) and appears earliest among the matching reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no body detail, links, or targets showing the same underlying bug." + "reason": "Different title and no concrete shared details beyond weak soft similarity; not enough evidence for the same underlying issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no concrete evidence they describe the same problem." + "reason": "Same as above: no concrete overlap beyond a generic similarity signal." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no shared code-path evidence; too little detail to treat as duplicates." + "reason": "The \"Fett\" report does not show concrete overlap with the generic \"huggingface\" issues, so duplicate status is unsupported." }, { "left": "issue:43845", "right": "issue:43846", - "accept": false, - "reason": "Identical generic titles, but no description or technical evidence to confirm the same bug." + "accept": true, + "reason": "Exact same generic title and very close creation times; with no distinguishing content, these are plausibly duplicate reports of the same issue." }, { "left": "issue:43845", "right": "issue:43859", "accept": false, - "reason": "Same generic title, but the records are too empty to prove they are the same issue." + "reason": "The title matches, but 43859 is much later and there are no body details or other shared signals, so the evidence is too thin to confidently call it the same underlying issue." }, { "left": "issue:43846", "right": "issue:43859", "accept": false, - "reason": "Same generic title, but no substantive content to establish a duplicate relationship." + "reason": "The title matches, but the later timestamp and lack of content/details make this too tentative to accept as a duplicate." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall grouping is plausible, but one soft-edge reason overstates the evidence: issue 43859 is not \"close in time\" to 43845/43846 in the packet (it is ~13 hours later). With only identical generic titles, the duplicate assessment should stay more tentative. The summary would be safer if it said the three \"huggingface\" issues may be related/duplicative rather than asserting repeated reports." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -20734,106 +20706,106 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "04e57cba22dcb0de3b80262c257ea02897c98c9fb3ba3b209e58159cb484affa", + "prepared_review_unit_hash": "9803f5816f0eb01f4e01bb86e86eca1b939e4544efd9e9b213357096ceb14648", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7349, - "estimated_input_tokens": 1838, - "estimated_eval_tokens": 3932 + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7349, - "estimated_input_tokens": 1838, - "estimated_eval_tokens": 3932 + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster does not look like a duplicate set: most items are generic spam, and the few non-spam titles point to unrelated topics (documentation, benchmark tips, company mention).", - "confidence": 0.95, - "canonical_issue_reason": "issue:47036 is the only somewhat substantive, non-spam issue, so it is the best representative of this noisy set.", + "summary": "This cluster is dominated by low-signal, mostly unrelated spam/marketing/documentation-style issues. The only evidence is generic soft similarity; there are no bodies, targets, filenames, or links showing a shared underlying bug or request, so none of the soft edges should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:47036 is the least noisy and most informative issue, but it still is not a true match for the others.", + "best_issue_reason": "Issue 47036 is the most substantive and least spam-like item ('Community benchmark tip' with some discussion activity), but the cluster is too heterogeneous to treat it as a canonical duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are spam-like, but there is no evidence they describe the same underlying bug or change." + "reason": "Both are titled '', but there is no concrete evidence they describe the same report or change; generic similarity alone is not enough." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are spam-like, but the titles and context do not indicate a shared issue." + "reason": "Both are titled '', yet the items contain no body details, targets, or references tying them to one underlying issue." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "Spam placeholder vs. documentation suggestion; clearly different content." + "reason": "'' and 'Documentation Enhancement Suggestion' are only superficially similar; the titles point to different kinds of reports with no shared concrete problem." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder and a community benchmark tip are unrelated." + "reason": "'' does not match 'Community benchmark tip' as the same underlying issue; the evidence is too weak and generic." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. a Google LLC mention; no shared bug/change." + "reason": "'' and 'Check out \"Google LLC\"' look like unrelated spam/low-quality submissions rather than one duplicate bug." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement and spam are not the same underlying issue." + "reason": "'Documentation Enhancement Suggestion' and '' do not describe the same concrete request; no shared issue target or content is present." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation enhancement and spam are unrelated." + "reason": "These are generic, unrelated submissions with no body evidence that they refer to one bug or PR-worthy change." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam-like, but there is no specific shared problem to dedupe." + "reason": "Two '' titles are not enough to conclude a duplicate; there is no supporting content showing the same underlying report." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder vs. benchmark tip; not the same issue." + "reason": "'' and 'Community benchmark tip' are different on their face and lack any shared concrete failure mode or target." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. Google LLC mention; unrelated." + "reason": "No evidence connects a generic spam issue to 'Check out \"Google LLC\"' as the same underlying item." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder vs. benchmark tip; no evidence of a common bug or change." + "reason": "A generic spam issue and 'Community benchmark tip' are not demonstrably the same bug/change; similarity is too weak." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. Google LLC mention; not a duplicate." + "reason": "These titles suggest unrelated low-signal submissions, with no concrete overlap to justify duplicate merging." } ] }, @@ -20863,50 +20835,50 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "ed549b84b47e479c0e553ed4b0c5dfa6143c63b48d887c361042414b03aa517a", + "prepared_review_unit_hash": "98a23c1dddb162dae94d2b29a1996a4cbe783e1f8175d1e2b57b8044042266f8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1644, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1644, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are near-identical duplicates with the same title and very similar body size/content, so they should be clustered together. Issue #45145 is the better canonical issue because it was opened first and already has an inbound reference.", - "confidence": 0.98, - "canonical_issue_reason": "#45145 is the earliest opened issue and has existing inbound reference activity, making it the better canonical representative for this duplicate report.", + "summary": "The two issues share the same title and similar metadata, which makes them strong candidates for a duplicate relationship, but the packet does not expose enough body content to confirm they describe the exact same problem. #45145 remains the best canonical issue because it was created first and has an inbound reference.", + "confidence": 0.74, + "canonical_issue_reason": "#45145 is the earlier issue and has an inbound reference, so it is the best canonical representative among the two.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue to keep as the cluster anchor because it appears first chronologically and is already slightly more established in discussion/reference flow.", + "best_issue_reason": "#45145 is the strongest issue representative on chronology and linkage, but the duplicate signal is only suggestive rather than fully proven.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": true, - "reason": "Same title, highly similar body length, and no evidence of different scope; they look like duplicate reports of the same underlying item." + "accept": false, + "reason": "Same title and similar body size make this look like a likely duplicate, but the packet does not provide enough content to confirm they are the same underlying issue, so I would not accept it as a definitive duplicate." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: both issues share the exact same title, have very similar body lengths, and the earlier issue (#45145) also has an inbound reference, so choosing it as the canonical issue is reasonable. The soft-edge acceptance is conservative enough given the strong title match and similarity signal, with no conflicting scope evidence in the packet." + "accept": false, + "feedback": "The canonical choice (#45145) is grounded by earlier creation time and the inbound reference, but the response overstates the evidence for duplication. The packet only shows identical titles plus similar body lengths and a soft-similarity signal; it does not establish that the issues have the same content or that this is a clear/ exact duplicate pair. The soft-edge verdict should be more conservative (e.g., likely duplicate), not definitive." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -20983,40 +20955,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "d5b669d1ea1f2f3b5d31b9b490917a93cea42dc8a36bf8efbbe7d40a6c72c167", + "prepared_review_unit_hash": "d952b3237d314c1f7ea40180324537a246688970bd88b3c58722d5de5745b6a1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1475, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1475, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are unrelated-looking placeholders with different personal names and dates, and there is no evidence they describe the same bug or request. The soft duplicate edge should be rejected.", + "summary": "Both items look like unrelated low-signal issues containing only personal names and birth dates, with no evidence of a shared bug or feature request.", "confidence": 0.98, - "canonical_issue_reason": "Neither issue contains actionable bug/report content; if forced, issue 45762 is no more canonical than 45763, so there is no meaningful canonical issue here.", + "canonical_issue_reason": "Neither issue contains a describable product problem; they appear unrelated and equally non-informative, so there is no sensible canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "No issue in this pair is a good canonical representative because both are effectively standalone, content-free entries.", + "best_issue_reason": "No issue is suitable as a canonical representative because neither provides actionable bug or change details.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different named subjects and dates with no shared problem description, targets, or evidence of the same underlying issue." + "reason": "Only soft text similarity is present; the titles are different people and dates, with no shared bug, code path, or explicit linkage." } ] }, @@ -21046,7 +21018,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "fd9173dac0b68b58aba75f339306c59d2c416b31d42edf81ce911023c169bbce", + "prepared_review_unit_hash": "6dbdd800d421a90c3f0e1bcc41228d2831a8292ba26a5c6f1bbc479f901d96bc", "component_budget": { "node_count": 2, "item_count": 2, @@ -21068,18 +21040,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are just unrelated name/date titles with no body or linkage evidence; they do not look like duplicates or the same underlying bug.", + "summary": "Two closed, empty issues with different personal-name/date titles and no supporting context; they do not appear to describe the same underlying bug or request.", "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue: the titles appear to be unrelated personal-name entries, and there is no body or linking evidence tying them to one problem.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If one had to be selected, issue 45764 is only marginally earlier, but there is no substantive basis to prefer it as a duplicate target.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "The issues have different names and dates in the titles, no bodies, and no shared references or targets; they do not appear to describe the same underlying issue." + "reason": "No shared problem statement, code path, or references; only unrelated names/dates in the titles." } ] }, @@ -21109,12 +21081,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "4eae2660c300d151b4d89a930739425d13e1c52e5b3f2bf429a7ff4675b4e762", + "prepared_review_unit_hash": "ce3f4edeb6e30adb3568c6e8eb21e131fa6a73f2054f7d0544b7747900b05150", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1542, + "serialized_chars": 1541, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -21122,7 +21094,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1542, + "serialized_chars": 1541, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -21131,18 +21103,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one asks for a new Qwen3_5 token-classification model, while the other requests FP8 training support. They should not be clustered as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 46295 is the broader, more central tracker in this pair, with inbound references and a general platform feature request scope.", + "summary": "The two open issues are unrelated feature requests: one asks for Qwen3_5 token-classification/value-model support, the other asks for FP8 training support. They do not describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the issues request different functionality in unrelated areas.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46295 is the better representative issue for the cluster because it is more general and appears to be the more externally referenced request.", + "best_issue_reason": "issue:46295 is the broader request, but this pair is not a duplicate so there is no meaningful global best issue for deduping.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different underlying requests: model-specific token classification support vs FP8 training support. No shared code path or concrete duplicate relationship is evident." + "reason": "Different requests with no shared code path: Qwen3_5 token-classification/value-model support vs FP8 training support." } ] }, @@ -21182,92 +21154,92 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "5dedefb44bec7366729fc5da5d6a16ff3ac75cc1e5676ae2efe917ed09bd9877", + "prepared_review_unit_hash": "3bcfc8621ba9f476ecccf02b9640ca161391b2de18da17fe98d4dbf5a1d393f8", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5720, - "estimated_input_tokens": 1430, - "estimated_eval_tokens": 3116 + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5720, - "estimated_input_tokens": 1430, - "estimated_eval_tokens": 3116 + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two exact duplicate issue pairs are present: 45870/45871 and 45872/45873. The dataset bundle issue (45869) is related by theme but not the same underlying request as either example issue, and the example/scraping-service pair is also distinct.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 45870 is the best canonical among the exact duplicate pair because it is the earlier-created copy and has slightly more discussion activity, making it the cleaner representative of that duplicate issue.", + "summary": "This cluster splits into one related-but-distinct issue and two strong near-duplicate issue pairs: 45870/45871 and 45872/45873. 45869 is on the same financial/DataForge theme but asks for a different dataset bundle, so it should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": "45870 is the best canonical issue anchor for the example-request pair because it is the clearest representative of that near-duplicate topic, while 45872/45873 appear to be a separate near-duplicate pair and 45869 is related but distinct. The evidence supports strong similarity, but not an exact body/content match.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45870 is the strongest single issue to keep from this cluster because it is an exact duplicate with 45871 and appears marginally more established; however, the cluster is not one unified duplicate set since 45872/45873 are a separate duplicate pair.", + "best_issue_reason": "45870 is the best overall issue anchor because it represents one of the strongest duplicate-like threads in the cluster and has the broadest, most reusable wording for the example request. It is the cleanest single representative even though the cluster contains a separate request variant.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different artifacts: a financial data bundle versus a time-series prediction example. Same general domain, but not the same request/change." + "reason": "Same broad financial/DataForge theme, but a dataset-bundle request is not the same underlying issue as an example request." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different artifacts: a financial data bundle versus a time-series prediction example. Shared theme is not enough to make them duplicates." + "reason": "Related topic only; dataset bundle versus example request are different asks and should not be merged as duplicates." }, { "left": "issue:45870", "right": "issue:45871", - "accept": true, - "reason": "Exact duplicate titles and matching content indicate the same underlying example issue." + "accept": false, + "reason": "These look like near-duplicates with identical titles and very strong similarity, but the packet does not prove exact body/content equality, so I would not assert they are the same underlying issue." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both are finance/DataForge related, but one is an example and the other is a time-series + scraping service request; these are distinct issues." + "reason": "Shared DataForge/financial-time-series language, but the scraping-service addition makes this a different concrete request." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same as the other cross-pair: the example issue and the scraping-service issue are not the same concrete request." + "reason": "Same as 45870 vs 45872: overlapping domain wording, but a different underlying request." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different issue topics: identical example request versus a separate scraping-service request." + "reason": "Very similar theme, but the example-request issue and the scraping-service issue are not the same change request." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different issue topics: identical example request versus a separate scraping-service request." + "reason": "Related topic only; this is a distinct scraping-service request, not the same underlying issue as the example request." }, { "left": "issue:45872", "right": "issue:45873", - "accept": true, - "reason": "Exact duplicate titles and matching content indicate the same underlying service/request issue." + "accept": false, + "reason": "These are strong near-duplicates with identical titles and very strong similarity, but the available evidence is not enough to confirm exact content identity, so I would keep them as likely duplicates rather than assert a merge." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 have identical titles and strong content similarity, while 45869 is only thematically related. The canonical choice for 45870 is conservative and supported by earlier creation plus slightly more discussion activity. The non-duplicate pair verdicts also stay appropriately cautious." + "accept": false, + "feedback": "The cluster-level interpretation is mostly grounded, but the duplicate claims are overstated. The packet only shows identical titles, identical body lengths, and soft_similarity for 45870/45871 and 45872/45873; it does not prove exact body/content matches. So the two accept=true soft-edge verdicts are too strong and should be stated more conservatively (e.g., likely duplicates / near-duplicates). Likewise, the canonical_issue_reason should not say the issues match exactly in title/body. The 45869 theme-related-but-distinct assessment is fine." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -21290,12 +21262,12 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "8a31cff2d899c3a9aa3d2d30a3d638d5c0859b76cfe96eb71b4272e403487cef", + "prepared_review_unit_hash": "e41ed8491a60a7d7017431fb79ae263ba15d6565ee498a6e879c7021cfe7b3cb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1637, + "serialized_chars": 1640, "estimated_input_tokens": 410, "estimated_eval_tokens": 1076 }, @@ -21303,7 +21275,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1637, + "serialized_chars": 1640, "estimated_input_tokens": 410, "estimated_eval_tokens": 1076 }, @@ -21312,27 +21284,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues appear related to static-cache behavior around linear attention, but the evidence is limited to titles and a soft-similarity signal. They should be treated as possibly overlapping reports, not the same confirmed bug.", - "confidence": 0.51, - "canonical_issue_reason": "Issue 46439 is the broader, more root-cause-oriented report: it names `early_initialization` and a linear-attention shape corruption, which makes it the better umbrella triage target given the limited evidence.", + "summary": "Both issues concern `cache_implementation=\"static\"` interacting badly with linear-attention support, but they describe different failure modes (`RuntimeError` from shape corruption vs `KeyError: 'linear_attention'`). They are related, yet not clearly the same concrete bug.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states the broader underlying malfunction in static-cache early initialization and describes the likely root cause more directly.", "canonical_pr_reason": null, - "best_issue_reason": "46439 is the most general and useful issue to anchor triage because it describes the underlying static-cache/linear-attention failure without tying it to a specific model.", + "best_issue_reason": "Issue 46439 is the strongest representative of this cluster since it captures the static-cache/linear-attention corruption path rather than one model-specific crash symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "The overlap is plausible, but the packet only provides title-level evidence plus soft similarity, and the second issue is explicitly Qwen3.5-specific with a `KeyError` rather than the shape-corruption/runtime-error path described in 46439. This is not enough to conclude they are the same issue." + "reason": "Related static-cache/linear-attention failures, but the reported errors differ enough that they do not clearly look like the same underlying bug or a single duplicate fix target." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The summary is too strong for the packet. We only have the issue titles plus a soft-similarity signal, and the pair is explicitly non-deterministic. Saying both issues point to the same failure path overstates the evidence; at most they appear related. The soft-edge verdict should be more conservative (e.g., 'possible overlap' rather than accept as same issue)." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -21356,7 +21325,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "9668994713c95e6cbbc1fee0fd35bd0f17e39e495af43da290ed4a33530d34f3", + "prepared_review_unit_hash": "a8219f64c02bc1a32db6a8773d82d802ed5db9e740df057537ec66b3118401b4", "component_budget": { "node_count": 2, "item_count": 2, @@ -21378,27 +21347,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are very likely duplicate issue reports with identical titles and highly similar content; issue 46552 is the better canonical representative because it is open and has inbound references.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 46552 is the best canonical issue because it is open and has inbound references, making it the better current representative for this report.", + "summary": "The two issues are near-identical reports of the same Wav2Vec2CTCTokenizer v5 special-token leakage bug, so they should be clustered together; issue 46551 is the better canonical representative because it is the earlier, closed report.", + "confidence": 0.99, + "canonical_issue_reason": "Issue 46551 is the earlier of two identical reports and is already closed, making it the better canonical issue for the duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46552 is the best overall issue for the same reason: it is the open copy that appears to be the main live report.", + "best_issue_reason": "Issue 46551 is the best issue to anchor the cluster because it matches the same bug exactly and has the resolved/closed status.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "The two issues have the same title and matching body length, with soft similarity/Jaccard evidence indicating they describe the same underlying bug report. The packet does not prove exact duplicate direction, but they are close enough to treat as duplicates." + "reason": "Same title and same underlying tokenizer bug; these are duplicate reports of the same issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The pair looks like a strong near-duplicate match, and choosing 46552 as the canonical/open representative is reasonable. However, the writeup overstates the evidence by claiming 46552 is the \"active duplicate target\" and that the issues have the \"same exact\" body/content. The packet only supports identical titles, equal body length, and soft similarity/jaccard=1.0; it does not explicitly establish duplicate direction or exact body text. Please keep the verdict more conservative." + "accept": true, + "feedback": "The conclusion is grounded: the two issues have identical titles, the same body length, and were created minutes apart, with one already closed. Treating them as duplicates and using issue 46551 as the canonical representative is conservative and supported by the packet." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21422,7 +21391,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "43245472ae708c27453f3c0be3a7e21ee744137612cb6ff39149cac8a062ed81", + "prepared_review_unit_hash": "fc8ff8106799bbab2ad88378cb82dbaa3e29260697756d9de411195b4c33137d", "component_budget": { "node_count": 2, "item_count": 2, @@ -21444,18 +21413,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are about different training failures: one reports a tensor shape mismatch, the other reports out-of-memory after several epochs. They share a broad training context but not the same underlying bug.", + "summary": "These two issues are not duplicates: one reports a tensor size mismatch during object-detection training, while the other reports an out-of-memory failure after several epochs when training RT-DETR v2. They describe different failure modes and likely different root causes.", "confidence": 0.94, - "canonical_issue_reason": "Issue #46657 is the better canonical representative only because it is closed and describes a concrete failure mode; however, it is not a duplicate of #46692.", + "canonical_issue_reason": "Issue 46657 is the better representative of a concrete training bug report because it describes an explicit runtime error path (tensor size mismatch) rather than a broad resource symptom.", "canonical_pr_reason": null, - "best_issue_reason": "#46657 is the clearer issue to anchor the cluster if one must be chosen, since its problem statement is specific and actionable. #46692 appears to be a different runtime issue, not the same defect.", + "best_issue_reason": "Issue 46657 is the clearest standalone issue in this pair; 46692 appears to be a separate model-specific memory problem and should not be merged into the same canonical bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "The titles describe different symptoms and likely different root causes: tensor size mismatch versus out-of-memory after epochs. Shared training context alone is not enough to treat them as duplicates." + "reason": "Different underlying problems: tensor shape mismatch vs. gradual OOM during RT-DETR v2 training. The titles and reported symptoms do not indicate the same code-path bug." } ] }, @@ -21485,7 +21454,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "b639db359da6662aeb0dd369e6fa0b125e451cc8ffb447b2cbf74d03e6db0826", + "prepared_review_unit_hash": "fd3e07f89df583eaf21f0b308fa4c10fd05935824bcab7dc4d4c134a5abf5667", "component_budget": { "node_count": 2, "item_count": 2, @@ -21507,18 +21476,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are related thematically (loading/memory placement) but they are not duplicates: one is a ZeRO-3 `zero.Init` partitioning bug for a composite model submodule, the other is a 4-bit `device_map='auto'` dispatch bug that wrongly falls back to CPU. Treat them as separate issues.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical duplicate issue: the titles describe different code paths and different failures (ZeRO-3 partitioning vs 4-bit dispatch to CPU).", + "summary": "These two issues are not duplicates: one is a ZeRO-3/zero.Init partitioning failure causing OOM during multi-GPU load, while the other is a 4-bit + device_map='auto' + max_memory dispatch bug that incorrectly sends modules to CPU and raises ValueError.", + "confidence": 0.98, + "canonical_issue_reason": "If a representative issue must be chosen, #46823 is more actionable because it names the exact loading configuration and the observed exception, making the failure mode easier to reproduce and diagnose.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46823 is the stronger standalone report to anchor if one must be chosen: it has more inbound references and a crisp, reproducible symptom, but it should not subsume #46822.", + "best_issue_reason": "#46823 is the clearest standalone issue to keep visible: it has a precise setup, a concrete mis-dispatch symptom, and an explicit error path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different underlying bugs in different loading mechanisms; shared memory/loading theme is too broad to consider them the same duplicate." + "reason": "Different bug classes and code paths: ZeRO-3 zero.Init partitioning/OOM versus 4-bit device_map/max_memory CPU dispatch/ValueError. They share only a broad theme of model loading." } ] }, @@ -21540,7 +21509,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46906-10", + "cluster_id": "cluster-46906-11", "nodes": [ "issue:46906", "issue:46940", @@ -21551,7 +21520,8 @@ "issue:47037", "issue:47049", "issue:47053", - "issue:47091" + "issue:47091", + "issue:47102" ], "soft_pairs": [ "issue:46906|issue:46940", @@ -21568,231 +21538,252 @@ "issue:46948|issue:46998", "issue:46969|issue:46985", "issue:46969|issue:47037", - "issue:46969|issue:47091", + "issue:46969|issue:47102", "issue:46985|issue:47037", - "issue:46985|issue:47049", + "issue:46985|issue:47102", "issue:46998|issue:47053", "issue:46998|issue:47037", "issue:46998|issue:47049", "issue:46985|issue:46998", "issue:46998|issue:47091", + "issue:47037|issue:47102", "issue:47037|issue:47049", "issue:47037|issue:47091", - "issue:47037|issue:47053", "issue:47049|issue:47053", - "issue:47049|issue:47091", + "issue:47049|issue:47102", + "issue:46985|issue:47049", "issue:47053|issue:47091", - "issue:46985|issue:47053", + "issue:47053|issue:47102", + "issue:47037|issue:47053", + "issue:47091|issue:47102", "issue:46985|issue:47091" ], - "prepared_review_unit_hash": "6c2300d8213be06903ec0fadb9c5e286c477bfebbe12cba798ee0d6e2b82bdfd", + "prepared_review_unit_hash": "56411abd848beadecf145d2c7f5791607c1203a99da6b7d0cb7a22e4d43d5770", "component_budget": { - "node_count": 10, - "item_count": 10, - "soft_pair_count": 30, - "serialized_chars": 16417, - "estimated_input_tokens": 4105, - "estimated_eval_tokens": 8466 + "node_count": 11, + "item_count": 11, + "soft_pair_count": 33, + "serialized_chars": 18050, + "estimated_input_tokens": 4513, + "estimated_eval_tokens": 9282 }, "budget": { - "node_count": 10, - "item_count": 10, - "soft_pair_count": 30, - "serialized_chars": 16417, - "estimated_input_tokens": 4105, - "estimated_eval_tokens": 8466 + "node_count": 11, + "item_count": 11, + "soft_pair_count": 33, + "serialized_chars": 18050, + "estimated_input_tokens": 4513, + "estimated_eval_tokens": 9282 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are date-stamped \u001b[?1;31m[serge] integration failure triage\u001b[0m issues that look like daily triage threads, not the same underlying bug. The similarity is from shared template/title structure, so the soft edges should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 46906 is the earliest thread and has the strongest inbound/reference activity, so it is the best representative if one issue must be chosen.", + "summary": "All items appear to be separate dated instances of the same Serge integration triage template, not duplicates of one underlying bug. I\u2019d keep the earliest issue as the canonical representative and reject every soft-edge merge.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 46906 is the earliest entry in the dated triage series and has the strongest inbound reference count among the first reports, making it the best anchor for this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "46906 is the most central-looking issue in this set by age and inbound references; it is the safest single issue to anchor the cluster.", + "best_issue_reason": "Issue 46906 is the most suitable representative because it starts the series, is clearly the same triage template as the rest, and already has substantial external references.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same daily triage template, but different dates imply different failure reports rather than one duplicate issue." + "reason": "Different daily triage reports for adjacent dates; same template and subsystem, but not the same underlying issue." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "High text similarity from the repeated triage title only; the date difference suggests a separate report." + "reason": "These look like separate dated triage entries, not one bug report duplicated across days." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "These look like adjacent daily triage issues, not the same underlying incident." + "reason": "Same recurring integration-triage series, but each issue appears to cover a different day\u2019s failure set." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Different day-specific triage threads; too template-driven to merge as duplicates." + "reason": "Highly similar template text, but no evidence they describe the exact same failure or change." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "Same series of daily triage issues, but not the same concrete problem." + "reason": "These are separate daily triage issues rather than duplicates of one concrete problem." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Shared wording is expected for the series; the date-stamped triage context indicates separate items." + "reason": "Adjacent daily triage reports; similarity comes from the template, not a shared underlying bug." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "These are consecutive daily triage reports, not duplicate reports of one bug." + "reason": "No clear indication of one identical failure; these are recurring reports for different dates." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "Same project/template, but no evidence they describe the same incident." + "reason": "Same triage pattern, but not the same concrete issue instance." }, { "left": "issue:46940", "right": "issue:47049", "accept": false, - "reason": "Title similarity alone is insufficient; these appear to be different day-specific triage threads." + "reason": "The titles are nearly identical, but they represent different days in a recurring triage sequence." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "The near-identical titles reflect the recurring triage format, not the same underlying issue." + "reason": "Recurring daily triage posts; similarity is structural, not evidence of duplication." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "Different dates and independent triage threads; not a duplicate pair." + "reason": "These appear to be separate day-specific triage logs, not a single bug twice reported." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "These are separate daily reports in the same series, so they should not be merged." + "reason": "Same subsystem and template, but no evidence they target the same underlying failure." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Same recurring triage label, but no shared concrete bug/change is evident." + "reason": "Different dated triage reports; merging would conflate separate daily incidents." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "The date progression indicates separate triage issues, not duplicate tracking." + "reason": "These are distinct daily integration-failure triage issues, not one duplicate report." }, { "left": "issue:46969", - "right": "issue:47091", + "right": "issue:47102", "accept": false, - "reason": "Looks like another daily triage thread rather than the same problem instance." + "reason": "No concrete shared bug/change is visible beyond the recurring triage template." }, { "left": "issue:46985", "right": "issue:46998", "accept": false, - "reason": "These are adjacent date-based triage issues with only template-level similarity." + "reason": "Separate daily entries in the same triage series, not the same underlying bug." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "No evidence of one exact bug; just repeated triage formatting." + "reason": "The overlap is only in wording and topic; they are different triage instances." }, { "left": "issue:46985", - "right": "issue:47049", + "right": "issue:47102", "accept": false, - "reason": "Different daily triage entries; similarity is superficial." + "reason": "These look like distinct date-stamped triage reports, not duplicates." }, { - "left": "issue:46985", + "left": "issue:46998", "right": "issue:47053", "accept": false, - "reason": "Same series, but not the same concrete incident or change." - }, - { - "left": "issue:46985", - "right": "issue:47091", - "accept": false, - "reason": "Date-stamped triage issue, so this is a separate report." + "reason": "Same recurring integration triage template, but not evidence of one shared failure." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "Repeated triage title across days is not enough to treat these as duplicates." + "reason": "Daily triage artifacts should stay separate unless they point to the same exact bug, which is not shown here." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "Looks like a distinct daily failure triage thread." - }, - { - "left": "issue:46998", - "right": "issue:47053", - "accept": false, - "reason": "Different date and no concrete shared bug evidence." + "reason": "Different day-specific reports; title similarity alone is insufficient for a merge." }, { "left": "issue:46998", "right": "issue:47091", "accept": false, - "reason": "Same series of issue templates, but separate underlying reports." + "reason": "No concrete code-path or incident identity matches; these are separate triage issues." }, { "left": "issue:47037", - "right": "issue:47049", + "right": "issue:47102", "accept": false, - "reason": "These are neighboring date-based triage issues, not one fixable duplicate." + "reason": "These are separate dated triage logs from the same series, not the same bug." }, { "left": "issue:47037", - "right": "issue:47053", + "right": "issue:47049", "accept": false, - "reason": "No specific shared failure is exposed; only the common triage label." + "reason": "Same template and subsystem, but different daily triage entries." }, { "left": "issue:47037", "right": "issue:47091", "accept": false, - "reason": "Daily triage posts should stay separate unless the underlying bug matches, which is not shown here." + "reason": "No evidence of a single duplicated incident; just recurring failure triage." }, { "left": "issue:47049", "right": "issue:47053", "accept": false, - "reason": "Same recurring title, but likely distinct day-specific integration failures." + "reason": "Adjacent daily triage reports with identical framing, but not the same underlying issue." }, { "left": "issue:47049", - "right": "issue:47091", + "right": "issue:47102", "accept": false, - "reason": "Not enough evidence they describe the same concrete issue." + "reason": "These look like separate date-stamped reports, not one bug reported twice." }, { - "left": "issue:47053", - "right": "issue:47091", - "accept": false, - "reason": "Both are triage threads, but the date difference makes them separate reports." + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Recurring triage template only; no shared concrete failure is demonstrated." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Same family of reports, but each corresponds to a different day\u2019s triage contents." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "The similarity is superficial and date-driven; do not collapse separate triage issues." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "These are distinct daily triage entries, not a single underlying bug or change." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "No evidence they represent the same failure; they are separate daily reports." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Same recurring integration triage series, but not the same exact issue instance." } ] }, @@ -21822,7 +21813,7 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "6b16496331e7c94db2a2f99c7a971f0326a3195f994f3a966416cb77766b0500", + "prepared_review_unit_hash": "cc0df52025ecdf74e12871172ce881df97e5bec939c5f89cfee459b74ac6b107", "component_budget": { "node_count": 2, "item_count": 2, @@ -21844,24 +21835,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are duplicate issues requesting RWKV7 model support; the open issue is the best canonical tracker.", + "summary": "The two issues are effectively duplicates: both request RWKV7 model support and have identical titles with very similar bodies.", "confidence": 0.99, - "canonical_issue_reason": "Both issues have the same title and clearly describe the same feature request, so they are duplicates; the open issue is the better live tracker.", + "canonical_issue_reason": "Issue #46983 is the better canonical issue because it is already closed and likely represents the earlier tracker for the same RWKV7 support request.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46984 is open and therefore the most suitable place to continue discussion and track progress on the RWKV7 support request.", + "best_issue_reason": "Issue #46983 is the strongest representative issue due to its closed state and identical topic, making it a stable reference for the duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Same title, same requested capability, and no evidence of distinct scope; these are the same underlying issue." + "reason": "Same title and same requested feature (RWKV7 model support); this is the same underlying issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusion is grounded in the packet: both issues have the exact same title, one is open and the other closed, and the only pair evidence is soft similarity. The soft-edge verdict is conservative enough, and using the open issue as the live tracker is appropriate." + "feedback": "The summary is grounded in the packet: both issues have the same title, the same feature request (RWKV7 support), and high textual similarity. The soft-edge verdict is conservative enough for a duplicate-style issue pair, and using the earlier closed issue as the canonical reference is supported by the timestamps and states." }, "evaluator_used": true, "retried": false, @@ -21888,7 +21879,7 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "8660640bf0b7df8e86397141f15184e3d0f54bbed8e34295241a5de2ab316491", + "prepared_review_unit_hash": "362fd32ba2f86726545af049f8336f81a3e80a03cba5f09cb73e14a224bd9218", "component_budget": { "node_count": 2, "item_count": 2, @@ -21910,18 +21901,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues are about AI-assisted vulnerability discovery, but they read like separate discussion/article ideas with different framing rather than the same concrete bug or request. The overlap is thematic, not duplicate-level.", - "confidence": 0.89, - "canonical_issue_reason": null, + "summary": "The two issues are thematically similar AI/cybersecurity writeups, but they do not describe the same concrete bug, request, or change. They look related at a topic level, not duplicate at an issue level.", + "confidence": 0.62, + "canonical_issue_reason": "No clear duplicate exists. If one issue must represent the cluster, #47015 is the broader and more generic framing of the AI vulnerability-discovery topic.", "canonical_pr_reason": null, - "best_issue_reason": "issue #47015 is the more general and concise formulation of the shared topic, so it is the better representative if a single issue must be picked.", + "best_issue_reason": "#47015 is the better cluster anchor only because its title is broader and more central to the shared theme; however, it is not a true duplicate target for #47007.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "High topical overlap, but the titles describe different writeups/angles on AI-based vulnerability discovery rather than one identical underlying issue or change." + "reason": "Both are about AI-assisted vulnerability discovery, but they read like distinct high-level topics/articles rather than the same underlying issue or identical fix request." } ] }, @@ -21943,7 +21934,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-57", + "cluster_id": "cluster-40546-58", "nodes": [ "pull_request:44517", "pull_request:46196", @@ -21992,7 +21983,7 @@ "pull_request:47089", "pull_request:47090", "pull_request:47093", - "pull_request:47094" + "pull_request:47098" ], "soft_pairs": [ "pull_request:47083|pull_request:47088", @@ -22012,9 +22003,9 @@ "pull_request:46927|pull_request:47055", "pull_request:46908|pull_request:46928", "pull_request:46907|pull_request:46926", - "pull_request:46927|pull_request:46986", "pull_request:46926|pull_request:46928", "pull_request:46928|pull_request:47057", + "pull_request:46927|pull_request:46986", "pull_request:46986|pull_request:47058", "pull_request:46926|pull_request:46941", "pull_request:46908|pull_request:47058", @@ -22046,336 +22037,428 @@ "pull_request:46196|pull_request:46995", "pull_request:46957|pull_request:46965", "pull_request:46965|pull_request:47093", + "pull_request:47078|pull_request:47098", "pull_request:46266|pull_request:46707", "pull_request:46707|pull_request:46961", "pull_request:46707|pull_request:46968", "pull_request:46912|pull_request:47025", - "pull_request:47078|pull_request:47094", "pull_request:46707|pull_request:46957", + "pull_request:47089|pull_request:47098", "pull_request:46707|pull_request:47082", + "pull_request:47069|pull_request:47098", "pull_request:46961|pull_request:47082", + "pull_request:46196|pull_request:46965", "pull_request:46912|pull_request:47082", "pull_request:46968|pull_request:47062", - "pull_request:46196|pull_request:46965", "pull_request:46912|pull_request:47078", "pull_request:46658|pull_request:47062" ], - "prepared_review_unit_hash": "3395aaa3c035dc0f20d5ac750f330353c85b222b6e4fdab78d1f51e9c8b60251", + "prepared_review_unit_hash": "e27bf83128bcfa6d97a881c490bc22b5f80f2de7b0f168a8bc483237dd4ca48a", "component_budget": { - "node_count": 57, - "item_count": 57, - "soft_pair_count": 176, - "serialized_chars": 202190, - "estimated_input_tokens": 50548, - "estimated_eval_tokens": 101352 + "node_count": 58, + "item_count": 58, + "soft_pair_count": 185, + "serialized_chars": 207963, + "estimated_input_tokens": 51991, + "estimated_eval_tokens": 104238 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 64, - "serialized_chars": 128960, - "estimated_input_tokens": 32240, - "estimated_eval_tokens": 64736 + "soft_pair_count": 66, + "serialized_chars": 129519, + "estimated_input_tokens": 32380, + "estimated_eval_tokens": 65016 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated PRs. The only clear duplicate groups are the CANINE attention-mask dtype fix, the CohereASR double-shift loss fix, and two load/OOM test hotfix pairs; everything else is broader or targets different bugs.", - "confidence": 0.88, + "summary": "This is a mixed cluster: most PRs are unrelated model additions, docs tweaks, or test-only fixes. The only clear duplicate-looking subclusters are the CANINE fp16 attention-mask dtype fix and the CohereASR training-loss double-shift fix. I would not treat the rest as duplicates.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47090 is the cleanest representative: it is narrowly scoped, explicitly bug-focused, and directly fixes the CohereASR training-loss double-shift path.", + "canonical_pr_reason": "No single canonical PR fits the whole cluster because the items are heterogeneous; if a representative is needed for the only clear duplicate subcluster, PR 46903 is the strongest anchor thanks to its explicit issue target and concrete bug fix.", "best_issue_reason": null, - "best_pr_reason": "PR 47090 is the best standalone PR in the set because it has a precise title, a focused code change, and an explicit issue target tied to the concrete bug.", + "best_pr_reason": "PR 46903 is the best representative among the duplicate-like items because it has the clearest bug description, an explicit linked issue, and a direct code fix in the relevant model path.", "soft_edge_verdicts": [ { "left": "pull_request:47083", "right": "pull_request:47088", "accept": true, - "reason": "Same CANINE fp16 attention-mask dtype fix in the same code path; 47088 is a restated/focused version of the same change." + "reason": "Same CANINE fp16 attention-mask dtype bug in the same attention code path; the fixes are functionally the same." }, { "left": "pull_request:46903", "right": "pull_request:47090", - "accept": false, - "reason": "Both touch CohereASR loss logic, but 46903 also bundles PPFormulaNet and targets a different issue; not the same single change." + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug in the same loss path; both PRs patch the same underlying issue." }, { "left": "pull_request:46903", "right": "pull_request:46958", - "accept": false, - "reason": "Shared model area and similar loss fix, but 46903 is a broader multi-model PR with a different target; too loose to treat as duplicates." + "accept": true, + "reason": "Same CohereASR double-shift loss bug; both modify the same model forward/loss behavior." }, { "left": "pull_request:46950", "right": "pull_request:46951", "accept": false, - "reason": "Both mention test failures, but one is a model runtime OOM fix and the other is a PEFT loading tweak; different bugs." + "reason": "Different models and different fixes; shared OOM/test context is too broad to indicate the same change." }, { "left": "pull_request:46950", "right": "pull_request:47057", "accept": false, - "reason": "Both are deepseek_v32-related, but the fixes are different: model/runtime OOM behavior versus test loading/offload handling." + "reason": "Both mention Mamba2/OOM themes, but one is a model kernel change and the other is a test/load workaround, not the same concrete fix." }, { "left": "pull_request:46927", "right": "pull_request:47054", "accept": false, - "reason": "Same model family and similar test symptom, but one is a model code fix and the other is a test/offload workaround." + "reason": "Different models and different failure modes; no shared code path or bug." }, { "left": "pull_request:46927", "right": "pull_request:46951", "accept": false, - "reason": "Different subsystems and different failure modes; only broad test-failure labels overlap." + "reason": "Unrelated models and fixes; similarity is only superficial." }, { "left": "pull_request:46951", "right": "pull_request:46971", "accept": false, - "reason": "Both are Mamba2 test-related, but one changes PEFT loading and the other changes test model dtype arguments; not the same bug." + "reason": "Same broad test-fix pattern, but not the same model or code path." }, { "left": "pull_request:46949", "right": "pull_request:46971", "accept": false, - "reason": "Only the model name overlaps in part; 46949 fixes attention-cache behavior, while 46971 is a test memory/loading tweak." + "reason": "Whisper cache-state fix vs Mamba2 test loading tweak are unrelated." }, { "left": "pull_request:46951", "right": "pull_request:47057", "accept": false, - "reason": "Different models and different fixes; both are test hotfixes, but not the same underlying bug." + "reason": "Unrelated model/test fixes; no evidence of the same underlying bug." }, { "left": "pull_request:46941", "right": "pull_request:46970", "accept": false, - "reason": "Shared file surface in generation/model code, but the actual changes are for different model paths and failures." + "reason": "Both are large test-fix PRs, but they target different models and different code changes." }, { "left": "pull_request:47056", "right": "pull_request:47058", "accept": false, - "reason": "Both are whisper/Mamba2 test-failure fixes, but one changes model cache initialization and the other changes test loading arguments." + "reason": "Whisper attention-state fix and Mamba2 OOM/test fix are unrelated." }, { "left": "pull_request:47006", "right": "pull_request:47058", "accept": false, - "reason": "Same general generation/test-failure area, but the concrete changes and affected bug are different." + "reason": "Different models and different fixes; not the same bug." }, { "left": "pull_request:46908", "right": "pull_request:47006", "accept": false, - "reason": "Different models and different failure classes; only both are auto-generated test fixes." + "reason": "Different models and different failure categories; only the generic 'integration test fix' label overlaps." }, { "left": "pull_request:46927", "right": "pull_request:47055", "accept": false, - "reason": "Both touch edgetam-style cleanup, but the code paths and specific removed kwargs differ enough that this is not a duplicate." + "reason": "Different models and different changes; no shared underlying issue." }, { "left": "pull_request:46908", "right": "pull_request:46928", "accept": false, - "reason": "One is DeepSeekV3.2 load handling, the other is BLIP-2 tokenizer registration; unrelated fixes." + "reason": "Different models; one is a load-error workaround, the other is a tokenizer mapping change." }, { "left": "pull_request:46907", "right": "pull_request:46926", "accept": false, - "reason": "Different models and different fix types; only the test-failure triage pattern is shared." - }, - { - "left": "pull_request:46927", - "right": "pull_request:46986", - "accept": false, - "reason": "Both are integration-test fixes, but they target different models and distinct runtime issues." + "reason": "Same general testing-fix style, but different models and different bug surfaces." }, { "left": "pull_request:46926", "right": "pull_request:46928", "accept": false, - "reason": "MiniMax-M3-VL load fix versus BLIP-2 tokenizer registration; unrelated." + "reason": "Different models and unrelated test-only adjustments." }, { "left": "pull_request:46928", "right": "pull_request:47057", "accept": false, - "reason": "No shared bug: tokenizer auto-mapping change versus DeepSeekV3.2 load_error workaround." + "reason": "Different models; no same underlying code-path problem." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46986", + "accept": false, + "reason": "Different models and different fixes; similarity is only that both address test failures." }, { "left": "pull_request:46986", "right": "pull_request:47058", "accept": false, - "reason": "Different models and different failure symptoms; not one underlying change." + "reason": "Unrelated model fixes with no shared code path." }, { "left": "pull_request:46926", "right": "pull_request:46941", "accept": false, - "reason": "MiniMax load_error workaround versus broad output-mismatch fixes across many models; different bugs." + "reason": "Different models and different underlying failures." + }, + { + "left": "pull_request:46908", + "right": "pull_request:47058", + "accept": false, + "reason": "Different models and bug types; not a duplicate." + }, + { + "left": "pull_request:46928", + "right": "pull_request:47058", + "accept": false, + "reason": "Different models; same broad failure label is insufficient." + }, + { + "left": "pull_request:46928", + "right": "pull_request:47054", + "accept": false, + "reason": "Different models and unrelated fixes." + }, + { + "left": "pull_request:46941", + "right": "pull_request:46986", + "accept": false, + "reason": "Both are multi-model test-fix PRs, but they patch different code paths in different model families." + }, + { + "left": "pull_request:46941", + "right": "pull_request:47006", + "accept": false, + "reason": "Different model families and different fixes; no same underlying bug." + }, + { + "left": "pull_request:46928", + "right": "pull_request:46941", + "accept": false, + "reason": "Unrelated fixes across different models." }, { "left": "pull_request:46954", "right": "pull_request:46961", "accept": false, - "reason": "Unrelated fixes: one is a pytest-v9 compatibility change, the other is a workflow for Serge branch normalization." + "reason": "Pytest/FSDP-related changes versus workflow normalization; not the same artifact or bug." }, { "left": "pull_request:46958", "right": "pull_request:46961", "accept": false, - "reason": "CohereASR loss fix versus CI/workflow automation; no shared underlying bug." + "reason": "CohereASR loss bug versus workflow/branch normalization; unrelated." }, { "left": "pull_request:46954", "right": "pull_request:46968", "accept": false, - "reason": "Pytest-v9 compatibility fix versus docs autolink cleanup; different domains." + "reason": "Pytest-related model fix and docs autolink cleanup are unrelated." }, { "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "Different underlying problems: pytest compatibility versus CohereASR double-shift training loss." + "reason": "Different model fixes and different code paths; only the general 'fix failure' theme overlaps." }, { "left": "pull_request:46961", "right": "pull_request:46974", "accept": false, - "reason": "Workflow automation and a Musicgen generate typo are unrelated." + "reason": "Workflow normalization and a MusicGen generate typo are unrelated." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "CohereASR loss logic versus Musicgen cache-length typo; different code paths." + "reason": "CohereASR loss bug and MusicGen generate typo are different code paths." }, { "left": "pull_request:46954", "right": "pull_request:46971", "accept": false, - "reason": "Pytest-v9 compatibility fix and Mamba2 test OOM workaround are unrelated." + "reason": "Unrelated fixes in different areas of the codebase." }, { "left": "pull_request:46971", "right": "pull_request:46974", "accept": false, - "reason": "Mamba2 test loading/memory workaround versus Musicgen generate typo; not the same bug." + "reason": "Mamba2 test/load tweak and MusicGen generation typo are unrelated." }, { "left": "pull_request:46968", "right": "pull_request:46974", "accept": false, - "reason": "Docs autolink cleanup and Musicgen generation typo are unrelated." + "reason": "Docs autolink cleanup and MusicGen code typo are unrelated." }, { "left": "pull_request:46961", "right": "pull_request:46968", "accept": false, - "reason": "Workflow normalization versus docs autolink cleanup; no duplicate relationship." + "reason": "Workflow normalization and docs autolink cleanup are unrelated." }, { "left": "pull_request:46958", "right": "pull_request:46968", "accept": false, - "reason": "CohereASR loss bug fix versus docs-only cleanup; unrelated." + "reason": "Different model/code fix versus docs-only cleanup." }, { "left": "pull_request:47072", "right": "pull_request:47089", "accept": false, - "reason": "Chat-template schema parsing bug versus AQLM config error-message fix; different subsystems and changes." + "reason": "Chat schema enum parsing and AqlmConfig validation messages are unrelated." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Both are Japanese docs updates, but they change different text and sections; not the same documentation change." + "reason": "Both touch Japanese docs, but they are different documentation changes with different goals." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "DINO conversion mapping/weight conversion work versus generation-time fused-kernel optimization; unrelated." + "reason": "Different subsystems: DINO conversion mapping versus generation-time kernel switching." }, { "left": "pull_request:44517", "right": "pull_request:47082", "accept": false, - "reason": "Qwen3-TTS integration versus RoMa model addition; only broad model-registration plumbing overlaps." + "reason": "Different model additions with no shared underlying change." }, { "left": "pull_request:47034", "right": "pull_request:47035", "accept": false, - "reason": "Neuron training scripts/workflow versus a small torch-compile backend default tweak; not the same PR." + "reason": "Related Neuron/compile work, but one is a training script plus trainer changes and the other is a backend default tweak." }, { "left": "pull_request:47062", "right": "pull_request:47077", "accept": false, - "reason": "Different Japanese docs updates with different aims; not a duplicate change." + "reason": "Different docs changes in different languages and topics." }, { "left": "pull_request:47069", "right": "pull_request:47089", "accept": false, - "reason": "Num-labels property typing versus AQLM config validation; unrelated." + "reason": "Different utility/config changes; no shared bug." }, { "left": "pull_request:46196", "right": "pull_request:46995", "accept": false, - "reason": "Wav2Vec2 SDPA dispatch work versus flash-linear-attention availability on MLU; different feature changes." + "reason": "Different model-family dispatch and availability-check changes." }, { "left": "pull_request:46957", "right": "pull_request:46965", "accept": false, - "reason": "Both touch DeepSeekV4 generation/loading behavior, but one is FP8/generation optimization and the other is use_cache support; different bugs." + "reason": "Different generation/runtime behaviors in different DeepSeek V4-related fixes." + }, + { + "left": "pull_request:46965", + "right": "pull_request:47093", + "accept": false, + "reason": "Different models and unrelated changes." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47098", + "accept": false, + "reason": "Japanese docs wording and English quicktour grammar are unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46707", + "accept": false, + "reason": "Different model families and different code paths." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46961", + "accept": false, + "reason": "Distributed/FSDP infrastructure versus workflow normalization; unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46968", + "accept": false, + "reason": "Distributed/FSDP infrastructure and docs autolink cleanup are unrelated." }, { "left": "pull_request:46912", + "right": "pull_request:47025", + "accept": false, + "reason": "Both are test-heavy PRs, but they target different models and different issues." + }, + { + "left": "pull_request:46707", "right": "pull_request:47082", "accept": false, - "reason": "RoPE-test cleanup and RoMa model addition are unrelated." + "reason": "Distributed/FSDP infrastructure and RoMa model addition are unrelated." }, { - "left": "pull_request:46968", - "right": "pull_request:47062", + "left": "pull_request:47089", + "right": "pull_request:47098", "accept": false, - "reason": "Docs autolink cleanup versus IMDb link correction in sequence classification; separate documentation fixes." + "reason": "Quantization-config validation and quicktour grammar are unrelated." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47098", + "accept": false, + "reason": "Configuration API typing change and docs grammar cleanup are unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:47082", + "accept": false, + "reason": "Workflow normalization and model addition are unrelated." }, { "left": "pull_request:46196", "right": "pull_request:46965", "accept": false, - "reason": "Different model changes and different behavior fixes; no duplicate bug." + "reason": "Different generation/model fixes with no shared underlying bug." }, { "left": "pull_request:46912", - "right": "pull_request:47078", + "right": "pull_request:47082", "accept": false, - "reason": "RoPE test/model changes versus Japanese docs wording improvements; unrelated." + "reason": "RoPE test expansion and RoMa model addition are unrelated." }, { - "left": "pull_request:46658", + "left": "pull_request:46968", "right": "pull_request:47062", "accept": false, - "reason": "Step-3.7-Flash model conversion work versus a docs link correction; different scopes and artifacts." + "reason": "Docs autolink cleanup and dataset-link correction are different documentation fixes." }, { - "left": "pull_request:47056", - "right": "pull_request:47058", + "left": "pull_request:46912", + "right": "pull_request:47078", + "accept": false, + "reason": "RoPE tests and Japanese docs wording are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47062", "accept": false, - "reason": "Whisper attention-state initialization fix versus Mamba2 OOM/load fixes; no shared concrete bug." + "reason": "Step 3.7 Flash implementation work and docs dataset-link correction are unrelated." } ] }, @@ -22397,7 +22480,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-57", + "cluster_id": "cluster-40546-58", "nodes": [ "pull_request:43451", "pull_request:44517", @@ -22436,75 +22519,80 @@ "pull_request:47069", "pull_request:47077", "pull_request:47078", - "pull_request:47079", "pull_request:47082", "pull_request:47088", "pull_request:47089", "pull_request:47090", "pull_request:47092", - "pull_request:47094" + "pull_request:47096", + "pull_request:47098", + "pull_request:47100" ], "soft_pairs": [ "pull_request:43451|pull_request:47082", "pull_request:46965|pull_request:47062", "pull_request:47035|pull_request:47089", + "pull_request:47077|pull_request:47098", + "pull_request:47025|pull_request:47098", "pull_request:43451|pull_request:46995", "pull_request:46836|pull_request:46995", "pull_request:46196|pull_request:47025", "pull_request:46707|pull_request:47025", - "pull_request:46266|pull_request:47034", "pull_request:45694|pull_request:47069", - "pull_request:43451|pull_request:47079", - "pull_request:47088|pull_request:47094", + "pull_request:46266|pull_request:47034", "pull_request:47035|pull_request:47069", "pull_request:46836|pull_request:46965", + "pull_request:46995|pull_request:47096", "pull_request:46995|pull_request:47003", "pull_request:46836|pull_request:46961", "pull_request:46957|pull_request:46961", "pull_request:46961|pull_request:47035", - "pull_request:43451|pull_request:47025", "pull_request:46912|pull_request:47077", - "pull_request:46707|pull_request:47077", - "pull_request:43451|pull_request:46266", "pull_request:47069|pull_request:47082", - "pull_request:46196|pull_request:46961", "pull_request:45694|pull_request:47035", + "pull_request:46961|pull_request:47098", + "pull_request:46196|pull_request:46961", "pull_request:46658|pull_request:46965", - "pull_request:46266|pull_request:47003", + "pull_request:43451|pull_request:46266", + "pull_request:46266|pull_request:47096", "pull_request:43451|pull_request:47078", - "pull_request:47003|pull_request:47078", + "pull_request:47078|pull_request:47096", "pull_request:46658|pull_request:46961", "pull_request:43451|pull_request:44517", "pull_request:45694|pull_request:46707", + "pull_request:46912|pull_request:47100", "pull_request:46961|pull_request:47088", - "pull_request:44517|pull_request:46836", "pull_request:46658|pull_request:47088", - "pull_request:46961|pull_request:47069", + "pull_request:44517|pull_request:46836", "pull_request:43451|pull_request:47088", + "pull_request:44517|pull_request:47096", "pull_request:44517|pull_request:47003", "pull_request:43451|pull_request:46957", - "pull_request:44517|pull_request:47092", + "pull_request:46895|pull_request:47098", "pull_request:46658|pull_request:46895", "pull_request:46836|pull_request:47088", "pull_request:43451|pull_request:46961", + "pull_request:46961|pull_request:47096", "pull_request:46961|pull_request:47003", - "pull_request:46961|pull_request:47094", "pull_request:46961|pull_request:47034", "pull_request:46961|pull_request:47092", "pull_request:46912|pull_request:46961", "pull_request:43451|pull_request:47089", - "pull_request:47003|pull_request:47089", + "pull_request:47088|pull_request:47098", + "pull_request:46196|pull_request:47100", + "pull_request:43451|pull_request:47100", + "pull_request:47096|pull_request:47100", "pull_request:43451|pull_request:45694", + "pull_request:45694|pull_request:47096", "pull_request:43451|pull_request:46895", - "pull_request:45694|pull_request:47003", - "pull_request:46895|pull_request:47003", + "pull_request:46707|pull_request:47100", "pull_request:46880|pull_request:47092", "pull_request:46895|pull_request:47090", "pull_request:46895|pull_request:46958", "pull_request:46958|pull_request:47090", "pull_request:46907|pull_request:47055", - "pull_request:46950|pull_request:46971", "pull_request:46949|pull_request:47056", + "pull_request:46950|pull_request:46971", "pull_request:46950|pull_request:47058", "pull_request:46971|pull_request:47058", "pull_request:46926|pull_request:47054", @@ -22512,352 +22600,360 @@ "pull_request:46949|pull_request:46950", "pull_request:47054|pull_request:47057", "pull_request:46949|pull_request:46951", - "pull_request:46927|pull_request:46949", - "pull_request:46907|pull_request:46927", - "pull_request:46908|pull_request:47054", - "pull_request:46926|pull_request:47057", - "pull_request:46927|pull_request:46971" + "pull_request:46927|pull_request:46949" ], - "prepared_review_unit_hash": "1bc54af64d5891cb5e77f01e864c70209797acd204ab882ed48f49461910f3bd", + "prepared_review_unit_hash": "03eed1fed1e87919a57835e68a4e5124b3189fae282e387a03bb7eca721e08b6", "component_budget": { - "node_count": 57, - "item_count": 57, - "soft_pair_count": 176, - "serialized_chars": 202190, - "estimated_input_tokens": 50548, - "estimated_eval_tokens": 101352 + "node_count": 58, + "item_count": 58, + "soft_pair_count": 185, + "serialized_chars": 207963, + "estimated_input_tokens": 51991, + "estimated_eval_tokens": 104238 }, "budget": { - "node_count": 44, - "item_count": 44, + "node_count": 45, + "item_count": 45, "soft_pair_count": 72, - "serialized_chars": 121341, - "estimated_input_tokens": 30336, - "estimated_eval_tokens": 60928 + "serialized_chars": 123468, + "estimated_input_tokens": 30867, + "estimated_eval_tokens": 61990 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of unrelated PRs, with a few real duplicate chains around the same concrete bug/fix; the clearest ones are CohereASR loss shifting, EdgeTam kwargs cleanup, Whisper cache init, and several integration-test load/OOM fixes.", - "confidence": 0.79, + "summary": "The cluster is mostly a mix of unrelated PRs across docs, model additions, test tweaks, and bug fixes. The only clear duplicate chain is the CohereASR training-loss double-shift fix; a few other near-matches are same-model test OOM/load issues but not the same change path.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue nodes are present. Among the actual duplicate families, PR 47090 is the best representative: it targets a single concrete CohereASR double-shift bug, has an explicit issue link, and reads like the most complete version of that fix.", + "canonical_pr_reason": "PR 47090 is the clearest representative of the CohereASR double-shift fix: it targets the same issue as the earlier variants and states the bug more explicitly.", "best_issue_reason": null, - "best_pr_reason": "PR 47090 is the strongest standalone representative in the set: narrow bug scope, explicit issue target, and it cleanly supersedes the earlier CohereASR variants.", + "best_pr_reason": "PR 47090 is the best canonical PR here because it is the most explicit and self-contained description of the shared CohereASR bug, while still matching the same code path as the other true duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:43451", "right": "pull_request:47082", "accept": false, - "reason": "Different models/features (Molmo2 vs RoMa); shared auto-registration files alone are not enough." + "reason": "Different model additions (Molmo2 vs RoMa); same auto-mapping edits are broad, not the same fix." }, { "left": "pull_request:46965", "right": "pull_request:47062", "accept": false, - "reason": "Unrelated fixes: DeepSeek V4 cache/use_cache behavior vs an IMDb docs link update." + "reason": "DeepSeek V4 cache behavior vs an IMDb docs link fix; unrelated changes." }, { "left": "pull_request:47035", "right": "pull_request:47089", "accept": false, - "reason": "Different bugs in different areas: Neuron compile backend default vs AqlmConfig error text." + "reason": "Neuron compile backend default vs AqlmConfig error-message wording; unrelated changes." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47098", + "accept": false, + "reason": "Different docs work: DistilBERT translation vs quicktour grammar cleanup." + }, + { + "left": "pull_request:47025", + "right": "pull_request:47098", + "accept": false, + "reason": "Diffusion Gemma test fixes vs quicktour grammar; not the same underlying bug or change." }, { "left": "pull_request:43451", "right": "pull_request:46995", "accept": false, - "reason": "Different features/models: Molmo2 addition vs flash-linear-attention availability on MLU." + "reason": "Molmo2 model addition vs flash-linear-attention availability check; unrelated." }, { "left": "pull_request:46836", "right": "pull_request:46995", "accept": false, - "reason": "Different models and problems: Unlimited OCR vs flash-linear-attention availability." + "reason": "Unlimited OCR model addition vs import-utils hardware availability change; unrelated." }, { "left": "pull_request:46196", "right": "pull_request:47025", "accept": false, - "reason": "Different subsystems: wav2vec2 SDPA dispatch vs diffusion-gemma test cleanup." + "reason": "Wav2Vec2 SDPA dispatch work vs Diffusion Gemma test cleanup; different code paths." }, { "left": "pull_request:46707", "right": "pull_request:47025", "accept": false, - "reason": "Native FSDP2 migration and diffusion-gemma test fixes are unrelated." - }, - { - "left": "pull_request:46266", - "right": "pull_request:47034", - "accept": false, - "reason": "Different changes: DINO conversion mapping vs Neuron SFT experiment scripts/training args." + "reason": "Native FSDP2 work vs Diffusion Gemma test fixes; unrelated." }, { "left": "pull_request:45694", "right": "pull_request:47069", "accept": false, - "reason": "Training batch-size behavior and num_labels return-type docs are unrelated." + "reason": "Training batch-size split_batches fix vs num_labels None typing/doc fix; unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47079", - "accept": false, - "reason": "Different model additions/fixes: Molmo2 vs AltCLIP resize behavior." - }, - { - "left": "pull_request:47088", - "right": "pull_request:47094", + "left": "pull_request:46266", + "right": "pull_request:47034", "accept": false, - "reason": "Both touch masking/attention, but they fix different concrete bugs in different code paths." + "reason": "DINO conversion mapping/model modernization vs Neuron LoRA training script; different features." }, { "left": "pull_request:47035", "right": "pull_request:47069", "accept": false, - "reason": "Unrelated: Neuron compile backend default vs num_labels None typing/doc behavior." + "reason": "Neuron compile backend default vs num_labels returning None; unrelated." }, { "left": "pull_request:46836", "right": "pull_request:46965", "accept": false, - "reason": "Different models/features: Unlimited OCR vs DeepSeek V4 cache handling." + "reason": "Different model work: Unlimited OCR vs DeepSeek V4 cache handling." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47096", + "accept": false, + "reason": "Hardware availability helper vs exportability fix for Kimi; unrelated code paths." }, { "left": "pull_request:46995", "right": "pull_request:47003", "accept": false, - "reason": "Unrelated exporter/availability work: flash-linear-attention support vs OpenVINO exporter." + "reason": "Import-utils hardware check vs OpenVINO exporter; different subsystems." }, { "left": "pull_request:46836", "right": "pull_request:46961", "accept": false, - "reason": "Different workstreams: Unlimited OCR vs workflow normalization." + "reason": "Unlimited OCR model addition vs Serge workflow normalization; unrelated." }, { "left": "pull_request:46957", "right": "pull_request:46961", "accept": false, - "reason": "Finegrained FP8 generation changes are unrelated to the CI normalization workflow." + "reason": "Finegrained FP8 decode optimization vs Serge branch normalization workflow; unrelated." }, { "left": "pull_request:46961", "right": "pull_request:47035", "accept": false, - "reason": "Workflow normalization and Neuron compile defaults are unrelated." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47025", - "accept": false, - "reason": "Molmo2 model addition vs diffusion-gemma test fixes are unrelated." + "reason": "Workflow normalization vs neuron compile backend default; no shared bug." }, { "left": "pull_request:46912", "right": "pull_request:47077", "accept": false, - "reason": "RoPE test work and Japanese DistilBERT docs translation are unrelated." + "reason": "RoPE test coverage vs Japanese DistilBERT docs translation; unrelated." }, { - "left": "pull_request:46707", - "right": "pull_request:47077", + "left": "pull_request:47069", + "right": "pull_request:47082", "accept": false, - "reason": "FSDP2 migration and docs translation are unrelated." + "reason": "num_labels typing change vs RoMa model addition; unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:46266", + "left": "pull_request:45694", + "right": "pull_request:47035", "accept": false, - "reason": "Molmo2 model addition vs DINO conversion mapping are unrelated." + "reason": "Batch-size split_batches fix vs neuron backend default; different training issues." }, { - "left": "pull_request:47069", - "right": "pull_request:47082", + "left": "pull_request:46961", + "right": "pull_request:47098", "accept": false, - "reason": "num_labels None typing change and RoMa model addition are unrelated." + "reason": "Workflow normalization vs grammar fix; unrelated." }, { "left": "pull_request:46196", - "right": "pull_request:46961", + "right": "pull_request:47096", "accept": false, - "reason": "wav2vec2 SDPA dispatch and workflow normalization are unrelated." + "reason": "Wav2Vec2 SDPA dispatch vs exportable Kimi work; unrelated." }, { - "left": "pull_request:45694", - "right": "pull_request:47035", + "left": "pull_request:46658", + "right": "pull_request:46961", "accept": false, - "reason": "Different areas: batch-size handling vs Neuron compile backend default." + "reason": "Step 3.7 Flash implementation vs workflow normalization; unrelated." }, { - "left": "pull_request:46658", - "right": "pull_request:46965", + "left": "pull_request:43451", + "right": "pull_request:47089", "accept": false, - "reason": "Step-3.7-Flash model work and DeepSeek V4 cache support are unrelated." + "reason": "Model addition vs AqlmConfig error-message fix; unrelated." }, { - "left": "pull_request:46266", - "right": "pull_request:47003", + "left": "pull_request:47088", + "right": "pull_request:47098", "accept": false, - "reason": "DINO conversion mapping and OpenVINO exporter are unrelated." + "reason": "CANINE fp16 mask dtype fix vs grammar/docs edit; unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47078", + "left": "pull_request:46196", + "right": "pull_request:47100", "accept": false, - "reason": "Molmo2 addition vs Japanese wording/docs cleanup are unrelated." + "reason": "Wav2Vec2 SDPA dispatch vs kernels API fix; unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47078", + "left": "pull_request:43451", + "right": "pull_request:47100", "accept": false, - "reason": "OpenVINO exporter work and Japanese docs wording cleanup are unrelated." + "reason": "Molmo2 model addition vs kernels API fix; unrelated." }, { - "left": "pull_request:46658", - "right": "pull_request:46961", + "left": "pull_request:47096", + "right": "pull_request:47100", "accept": false, - "reason": "Step-3.7-Flash work and workflow normalization are unrelated." + "reason": "Kimi exportability fix vs kernels API fix; different code paths." }, { - "left": "pull_request:46961", - "right": "pull_request:47003", + "left": "pull_request:43451", + "right": "pull_request:45694", "accept": false, - "reason": "Workflow normalization and OpenVINO exporter are unrelated." + "reason": "Model addition vs training batch-size fix; unrelated." }, { - "left": "pull_request:46961", - "right": "pull_request:47094", + "left": "pull_request:45694", + "right": "pull_request:47096", "accept": false, - "reason": "Workflow normalization and masking-utils SDPA changes are unrelated." + "reason": "TrainingArguments split_batches fix vs Kimi exportability work; unrelated." }, { - "left": "pull_request:46961", - "right": "pull_request:47034", + "left": "pull_request:43451", + "right": "pull_request:46895", "accept": false, - "reason": "Workflow normalization and Neuron SFT experiment changes are unrelated." + "reason": "Molmo2 model addition vs CohereASR training-loss fix; unrelated." }, { - "left": "pull_request:46961", - "right": "pull_request:47092", + "left": "pull_request:46995", + "right": "pull_request:47088", "accept": false, - "reason": "Workflow normalization and MiniCPM3 XPU expectations are unrelated." + "reason": "Import-utils availability helper vs CANINE attention-mask fix; unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47069", + "left": "pull_request:44517", + "right": "pull_request:46836", "accept": false, - "reason": "RoPE testing and num_labels None typing/docs are unrelated." + "reason": "Qwen3-TTS addition vs Unlimited OCR addition; different models." }, { - "left": "pull_request:43451", - "right": "pull_request:47089", + "left": "pull_request:44517", + "right": "pull_request:47096", "accept": false, - "reason": "Molmo2 model addition vs AqlmConfig error-message cleanup are unrelated." + "reason": "Qwen3-TTS addition vs Kimi exportability fix; unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47089", + "left": "pull_request:44517", + "right": "pull_request:47003", "accept": false, - "reason": "OpenVINO exporter work and AqlmConfig error-message cleanup are unrelated." + "reason": "Qwen3-TTS addition vs OpenVINO exporter; unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:45694", + "left": "pull_request:46961", + "right": "pull_request:47003", "accept": false, - "reason": "Molmo2 model addition vs batch-size/split-batches fix are unrelated." + "reason": "Workflow normalization vs OpenVINO exporter; unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:46895", + "left": "pull_request:46961", + "right": "pull_request:47034", "accept": false, - "reason": "Molmo2 model addition and CohereASR loss-shift fix are unrelated." + "reason": "Workflow normalization vs Neuron training script; unrelated." }, { - "left": "pull_request:45694", - "right": "pull_request:47003", + "left": "pull_request:46961", + "right": "pull_request:47092", "accept": false, - "reason": "Batch-size/split-batches fix and OpenVINO exporter work are unrelated." + "reason": "Workflow normalization vs MiniCPM3 test expectations; unrelated." }, { - "left": "pull_request:46895", - "right": "pull_request:47003", + "left": "pull_request:46912", + "right": "pull_request:46961", "accept": false, - "reason": "CohereASR loss-shift fix and OpenVINO exporter work are unrelated." + "reason": "RoPE test expansion vs workflow normalization; unrelated." }, { - "left": "pull_request:46880", - "right": "pull_request:47092", + "left": "pull_request:43451", + "right": "pull_request:47088", "accept": false, - "reason": "Different test suites for different models; XPU expectations are not enough to make them duplicates." + "reason": "Molmo2 model addition vs CANINE fp16 mask fix; unrelated." }, { - "left": "pull_request:46895", + "left": "pull_request:46958", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR double-shift bug in the same loss path; 47090 is the cleaner later fix." + "reason": "Same CohereASR double-shift bug in the same code path; both would merge cleanly into one fix." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR training-loss double-shift bug; both patch the same forward/loss path." + "reason": "Same CohereASR training-loss double-shift fix; only implementation details differ." }, { - "left": "pull_request:46958", + "left": "pull_request:46895", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR loss-shift bug; 47090 is a later, clearer variant of the same fix." + "reason": "Same CohereASR bug and same files touched; 47090 is just the clearer formulation." }, { "left": "pull_request:46907", "right": "pull_request:47055", "accept": true, - "reason": "Same EdgeTam backbone-kwargs leak; 47055 is just a slightly broader cleanup of the same fix." - }, - { - "left": "pull_request:46950", - "right": "pull_request:46971", - "accept": false, - "reason": "Related model-family OOM reports, but one is a model-code change and the other is a test-load tweak; not the same concrete fix." + "reason": "Same EdgeTAM import_or_config issue; same backbone kwargs cleanup in the same files." }, { "left": "pull_request:46949", "right": "pull_request:47056", "accept": true, - "reason": "Same Whisper cache/update initialization bug in the attention path." + "reason": "Same Whisper cache/is_updated initialization bug in the same attention code path." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46971", + "accept": false, + "reason": "Both mention Mamba2 OOM, but one changes model runtime and the other only test loading; not the same concrete fix." }, { "left": "pull_request:46950", "right": "pull_request:47058", "accept": false, - "reason": "Same broad Mamba2 OOM theme, but code-path and test-harness changes are different fixes." + "reason": "Model-kernel runtime change vs test OOM workaround; different underlying change." }, { "left": "pull_request:46971", "right": "pull_request:47058", "accept": true, - "reason": "Both are test-side fixes for the same Mamba2 integration-test OOM/load issue." + "reason": "Both are the same Mamba2 test OOM/load_error workaround and could be merged into one test PR." }, { "left": "pull_request:46926", "right": "pull_request:47054", "accept": true, - "reason": "Same MiniMax-M3-VL integration-test load_error/offload fix." + "reason": "Same MiniMax-M3-VL load_error test fix, same file and same mitigation." }, { "left": "pull_request:46908", "right": "pull_request:47057", "accept": true, - "reason": "Same DeepSeekV3.2 integration-test load_error/offload fix." + "reason": "Same DeepSeekV3.2 load_error test fix; same test path and same offload_folder mitigation." }, { "left": "pull_request:46949", "right": "pull_request:46950", "accept": false, - "reason": "Different models and bugs: Whisper/audioflamingo cache handling vs Mamba2 OOM behavior." + "reason": "Whisper bug fix vs Mamba2 runtime bug/test fix; unrelated models and code paths." + }, + { + "left": "pull_request:47054", + "right": "pull_request:47057", + "accept": false, + "reason": "MiniMax-M3-VL test OOM vs DeepSeekV3.2 load_error; different models." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46951", + "accept": false, + "reason": "Whisper runtime fix vs PEFT integration load logic; unrelated." } ] }, @@ -22879,7 +22975,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-57", + "cluster_id": "cluster-40546-58", "nodes": [ "pull_request:40546", "pull_request:43451", @@ -22891,7 +22987,9 @@ "pull_request:46908", "pull_request:46912", "pull_request:46926", + "pull_request:46927", "pull_request:46970", + "pull_request:46971", "pull_request:46986", "pull_request:47003", "pull_request:47006", @@ -22906,9 +23004,14 @@ "pull_request:47062", "pull_request:47077", "pull_request:47092", - "pull_request:47094" + "pull_request:47096", + "pull_request:47098" ], "soft_pairs": [ + "pull_request:46907|pull_request:46927", + "pull_request:46908|pull_request:47054", + "pull_request:46926|pull_request:47057", + "pull_request:46927|pull_request:46971", "pull_request:46908|pull_request:46926", "pull_request:46986|pull_request:47006", "pull_request:47054|pull_request:47055", @@ -22926,268 +23029,325 @@ "pull_request:46970|pull_request:47055", "pull_request:46907|pull_request:46986", "pull_request:47025|pull_request:47092", - "pull_request:46196|pull_request:47094", - "pull_request:46912|pull_request:47094", "pull_request:46707|pull_request:47034", "pull_request:46836|pull_request:47062", "pull_request:46658|pull_request:46836", "pull_request:43451|pull_request:46836", "pull_request:46836|pull_request:47092", "pull_request:43451|pull_request:47077", - "pull_request:46836|pull_request:47003", + "pull_request:46836|pull_request:47096", "pull_request:40546|pull_request:43451", + "pull_request:43451|pull_request:47098", "pull_request:43451|pull_request:46196", + "pull_request:46196|pull_request:47096", "pull_request:43451|pull_request:46658", - "pull_request:46658|pull_request:47003", + "pull_request:46658|pull_request:47096", "pull_request:43451|pull_request:47092", + "pull_request:43451|pull_request:47096", "pull_request:43451|pull_request:47003", + "pull_request:47003|pull_request:47096", "pull_request:43451|pull_request:47034", + "pull_request:47034|pull_request:47096", + "pull_request:47092|pull_request:47096", "pull_request:43451|pull_request:47035", + "pull_request:47035|pull_request:47096", "pull_request:43451|pull_request:46912", - "pull_request:47003|pull_request:47034", - "pull_request:47003|pull_request:47092", - "pull_request:47003|pull_request:47035", - "pull_request:43451|pull_request:47094", - "pull_request:47003|pull_request:47094" + "pull_request:46912|pull_request:47096", + "pull_request:46836|pull_request:47003", + "pull_request:47003|pull_request:47034" ], - "prepared_review_unit_hash": "22b133ed0fdfe9489613795f02786055c6fa5465cf4375b4b464b6f7ba303004", + "prepared_review_unit_hash": "aaa2dc4b9142354beb2d24e61fc4f58b6a13e0581fd3d873eea22b3f4691e867", "component_budget": { - "node_count": 57, - "item_count": 57, - "soft_pair_count": 176, - "serialized_chars": 202190, - "estimated_input_tokens": 50548, - "estimated_eval_tokens": 101352 + "node_count": 58, + "item_count": 58, + "soft_pair_count": 185, + "serialized_chars": 207963, + "estimated_input_tokens": 51991, + "estimated_eval_tokens": 104238 }, "budget": { - "node_count": 26, - "item_count": 26, - "soft_pair_count": 40, - "serialized_chars": 75344, - "estimated_input_tokens": 18836, - "estimated_eval_tokens": 37928 + "node_count": 29, + "item_count": 29, + "soft_pair_count": 47, + "serialized_chars": 83673, + "estimated_input_tokens": 20919, + "estimated_eval_tokens": 42094 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly unrelated PRs spanning new models, docs, test-only fixes, and tooling; there are only two true duplicate subclusters: MiniMax-M3-VL load_error test fixes and EdgeTam import_or_config test fixes.", - "confidence": 0.93, + "summary": "The cluster is mostly heterogeneous false positives. Only one soft edge looks like a true duplicate pair: the two DeepSeekV3.2 load_error PRs. Everything else spans different models, bugs, or unrelated docs/tests changes.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR fits the whole set: the items split into unrelated topics, with only two separate duplicate pairs that should be triaged independently.", + "canonical_pr_reason": "Use 47054 as the canonical PR: it is the cleaner representative of the only confirmed duplicate pair (same DeepSeekV3.2 load_error fix). The remaining PRs are unrelated to that change.", "best_issue_reason": null, - "best_pr_reason": "No global best PR exists for this mixed set; if a representative is needed, 46907 is the clearest concrete bugfix in model code, but it only represents one duplicate subcluster.", + "best_pr_reason": "47054 is the best standalone representative because it matches the only real duplicate subcluster. There is no single PR that meaningfully covers the whole heterogeneous set.", "soft_edge_verdicts": [ + { + "left": "pull_request:46907", + "right": "pull_request:46927", + "accept": false, + "reason": "Different bugs and models: Edgetam backbone kwarg cleanup vs glm46v input-id casting." + }, + { + "left": "pull_request:46908", + "right": "pull_request:47054", + "accept": true, + "reason": "Same model and same load_error fix for DeepSeekV3.2; these are clearly duplicate test-adjustment PRs." + }, + { + "left": "pull_request:46926", + "right": "pull_request:47057", + "accept": false, + "reason": "Different models and different failures: MiniMax-M3-VL load_error vs DeepSeekV3.2 load_error." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46971", + "accept": false, + "reason": "Unrelated changes: glm46v dtype handling vs Mamba2 OOM/test dtype tweaks." + }, { "left": "pull_request:46908", "right": "pull_request:46926", "accept": false, - "reason": "Different models and different failure modes (DeepSeek-V3.2 load_error vs MiniMax-M3-VL load_error). Same broad category, not the same bug." + "reason": "Same failure class in title, but different models and unrelated fixes; not a duplicate change." }, { "left": "pull_request:46986", "right": "pull_request:47006", "accept": false, - "reason": "Both are output-mismatch fixes, but for different models and different code paths (glm_ocr vs gemma3)." + "reason": "Different models and code paths: glm_ocr output mismatch vs gemma3 generation behavior." }, { "left": "pull_request:47054", "right": "pull_request:47055", - "accept": true, - "reason": "Same MiniMax-M3-VL integration-test load_error fix: both add an offload folder for the same model-loading path, so they are mergeable duplicates." + "accept": false, + "reason": "Different models and bugs: DeepSeekV3.2 load_error vs Edgetam import_or_config." }, { "left": "pull_request:46970", "right": "pull_request:47006", "accept": false, - "reason": "Different models and unrelated generation behaviors (musicgen_melody vs gemma3)." + "reason": "Unrelated model fixes: musicgen_melody output mismatch vs gemma3 generation/cache behavior." }, { "left": "pull_request:46970", "right": "pull_request:46986", "accept": false, - "reason": "Different models and different output mismatches; no shared concrete bug." + "reason": "Different models and failure modes; only broad test-failure similarity." }, { "left": "pull_request:47057", "right": "pull_request:47058", "accept": false, - "reason": "DeepSeek-V3.2 load_error test fix vs Mamba2 OOM test fix; unrelated failures." + "reason": "DeepSeekV3.2 load_error vs Mamba2 OOM/test dtype; not the same underlying bug." }, { "left": "pull_request:46907", "right": "pull_request:47054", "accept": false, - "reason": "Different models and different failures (EdgeTam import_or_config vs MiniMax-M3-VL load_error)." + "reason": "Different models and fixes; Edgetam kwarg cleanup is not the DeepSeekV3.2 load_error issue." }, { "left": "pull_request:47055", "right": "pull_request:47056", "accept": false, - "reason": "Different models and different fixes; only the general area of integration-test flakiness overlaps." + "reason": "Different model families and different issues: Edgetam import_or_config vs Whisper attention state bug." }, { "left": "pull_request:46907", "right": "pull_request:47056", "accept": false, - "reason": "EdgeTam backbone-key cleanup is unrelated to Whisper's attention-state fix." + "reason": "Edgetam backbone kwarg filtering is unrelated to Whisper cache/attention behavior." }, { "left": "pull_request:47054", "right": "pull_request:47056", "accept": false, - "reason": "MiniMax-M3-VL load_error and Whisper cache/attention fix are unrelated." + "reason": "Different models and unrelated fixes." }, { "left": "pull_request:47054", "right": "pull_request:47058", "accept": false, - "reason": "Different models and failure classes; no shared code path." + "reason": "DeepSeekV3.2 load_error vs Mamba2 OOM; not mergeable as one PR." }, { "left": "pull_request:47055", "right": "pull_request:47057", "accept": false, - "reason": "Different models and different integration-test failures." + "reason": "Edgetam import_or_config vs DeepSeekV3.2 load_error; different code paths and models." }, { "left": "pull_request:46907", "right": "pull_request:47006", "accept": false, - "reason": "EdgeTam import_or_config fix is unrelated to Gemma3 output-mismatch fixes." + "reason": "Edgetam test/import_or_config fix is unrelated to gemma3 generation behavior." }, { "left": "pull_request:46907", "right": "pull_request:46970", "accept": false, - "reason": "Different models and unrelated failure signatures." + "reason": "Edgetam kwarg cleanup vs musicgen_melody output mismatch; unrelated." + }, + { + "left": "pull_request:46970", + "right": "pull_request:47055", + "accept": false, + "reason": "MusicGen-Melody output mismatch is unrelated to Edgetam import_or_config." }, { "left": "pull_request:46907", "right": "pull_request:46986", "accept": false, - "reason": "Different models and different bug classes." + "reason": "Different models and issues; no shared code-path bug." + }, + { + "left": "pull_request:47025", + "right": "pull_request:47092", + "accept": false, + "reason": "DiffusionGemma test skipping vs MiniCPM3 XPU expectations; unrelated test updates." }, { - "left": "pull_request:47025", - "right": "pull_request:47092", + "left": "pull_request:46707", + "right": "pull_request:47034", "accept": false, - "reason": "Different models; one is a diffusion-gemma test adjustment and the other is XPU expectation updates." + "reason": "Both touch trainer/distributed code, but one is native FSDP2 migration and the other is Neuron training support; different changes." }, { - "left": "pull_request:46196", - "right": "pull_request:47094", + "left": "pull_request:46836", + "right": "pull_request:47062", "accept": false, - "reason": "Related attention/sdpa area, but one is model-specific sdpa dispatch support and the other is a generic masking heuristic; not the same concrete fix." + "reason": "Unlimited OCR model add vs IMDb docs link fix; completely different scope." }, { - "left": "pull_request:46912", - "right": "pull_request:47094", + "left": "pull_request:46658", + "right": "pull_request:46836", "accept": false, - "reason": "RoPE test coverage changes are unrelated to sdpa/masking logic." + "reason": "Step-3.7-Flash model conversion work vs Unlimited OCR model addition; unrelated." }, { - "left": "pull_request:46707", - "right": "pull_request:47034", + "left": "pull_request:43451", + "right": "pull_request:46836", "accept": false, - "reason": "FSDP2 runtime/migration work is unrelated to Neuron training support." + "reason": "Molmo2 model addition vs Unlimited OCR model addition; same broad area but not the same underlying change." }, { "left": "pull_request:46836", - "right": "pull_request:47062", + "right": "pull_request:47092", "accept": false, - "reason": "Unlimited OCR model addition vs IMDb docs link fix; unrelated." + "reason": "Unlimited OCR model work vs MiniCPM3 test expectations; unrelated." }, { - "left": "pull_request:46658", - "right": "pull_request:46836", + "left": "pull_request:40546", + "right": "pull_request:43451", "accept": false, - "reason": "Different model additions (Step-3.7-Flash vs Unlimited OCR); not the same change." + "reason": "VibeVoice implementation vs Molmo2 implementation; different models and code paths." }, { "left": "pull_request:43451", "right": "pull_request:47077", "accept": false, - "reason": "Model addition vs Japanese docs translation; unrelated." + "reason": "Molmo2 addition vs DistilBERT Japanese docs translation; unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:46196", + "left": "pull_request:46836", + "right": "pull_request:47096", + "accept": false, + "reason": "Unlimited OCR model addition vs Kimi exportability changes; different subsystems." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47096", "accept": false, - "reason": "Molmo2 model implementation vs wav2vec2 sdpa dispatch work; unrelated." + "reason": "Wav2Vec2 SDPA dispatch vs Kimi exporter changes; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46658", "accept": false, - "reason": "Different model additions and code paths; not mergeable as one PR." + "reason": "Molmo2 addition vs Step-3.7-Flash conversion/model code; unrelated." }, { "left": "pull_request:46658", - "right": "pull_request:47003", + "right": "pull_request:47096", "accept": false, - "reason": "Model implementation vs OpenVINO exporter; unrelated." + "reason": "Step-3.7-Flash model/conversion work vs Kimi exportability; different changes." }, { "left": "pull_request:43451", "right": "pull_request:47092", "accept": false, - "reason": "Molmo2 model add vs Minicpm3 XPU test expectations; unrelated." + "reason": "Molmo2 model addition vs MiniCPM3 XPU test expectations; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47096", + "accept": false, + "reason": "Molmo2 addition vs Kimi exporter work; different features and code paths." }, { "left": "pull_request:43451", "right": "pull_request:47003", "accept": false, - "reason": "Molmo2 model addition vs OpenVINO exporter; different features." + "reason": "Molmo2 addition vs OpenVINO exporter work; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "OpenVINO exporter vs Kimi exporter; same broad area, but different backends and code paths." }, { "left": "pull_request:43451", "right": "pull_request:47034", "accept": false, - "reason": "Molmo2 model addition vs Neuron training experiment; unrelated." + "reason": "Molmo2 addition vs Neuron SFT experiment; unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47035", + "left": "pull_request:47034", + "right": "pull_request:47096", "accept": false, - "reason": "Molmo2 model addition vs neuron torch.compile backend default; unrelated." + "reason": "Neuron training experiment vs Kimi exporter; different functionality." }, { "left": "pull_request:43451", - "right": "pull_request:46912", + "right": "pull_request:47035", "accept": false, - "reason": "Model addition vs RoPE test coverage; unrelated." + "reason": "Molmo2 addition vs torch compile backend default for Neuron; unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47034", + "left": "pull_request:47035", + "right": "pull_request:47096", "accept": false, - "reason": "OpenVINO exporter and Neuron training support are unrelated subsystems." + "reason": "Neuron backend default vs Kimi exporter; unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47092", + "left": "pull_request:43451", + "right": "pull_request:46912", "accept": false, - "reason": "OpenVINO exporter vs Minicpm3 XPU expectation updates; unrelated." + "reason": "Molmo2 model addition vs RoPE test improvements; unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47035", + "left": "pull_request:46912", + "right": "pull_request:47096", "accept": false, - "reason": "OpenVINO exporter vs neuron backend defaulting; different changes." + "reason": "RoPE test/modeling changes vs Kimi exporter; unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47094", + "left": "pull_request:46836", + "right": "pull_request:47003", "accept": false, - "reason": "Molmo2 model addition vs masking/sdpa optimization; unrelated." + "reason": "Unlimited OCR model addition vs OpenVINO exporter addition; not the same change." }, { "left": "pull_request:47003", - "right": "pull_request:47094", + "right": "pull_request:47034", "accept": false, - "reason": "OpenVINO exporter vs masking/sdpa optimization; different code paths." + "reason": "OpenVINO exporter work vs Neuron SFT experiment; different features." } ] }, @@ -23217,7 +23377,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "c736c568cd16029e9548afc85ee42258b2f547c48a98f8f5cf99ef95c498767c", + "prepared_review_unit_hash": "c62e2c463ac8cf44b7e8c8d583e4d1df8b0b41a24d7d8f8c5e3db0c88d4c3403", "component_budget": { "node_count": 2, "item_count": 2, @@ -23239,18 +23399,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated: one adds TimesFM covariate forecasting support, while the other adds DINOv3 image classification support. They do not fix the same code path or implement the same change, so they should not be clustered as duplicates.", + "summary": "The two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be deduplicated.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #41224 is the more self-contained and clearly scoped feature addition, with substantial review activity; however, it is not a duplicate of #40755.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #41224 is the best single representative of the cluster only by virtue of being the more focused and reviewed PR, but the cluster does not contain duplicate PRs.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and features with no shared bug/change: TimesFM covariate forecasting vs DINOv3 classification support. They are not mergeable as one PR and do not address the same underlying issue." + "reason": "Different products and code paths: TimesFM covariate regression/forecasting vs. DINOv3 image classification. Shared \"model support\" framing is too broad to indicate the same underlying change." } ] }, @@ -23371,154 +23531,148 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "280a3a71b45eec2ec6f4b0d03cb1140ab6830ba2c3f5aac0cc9852fb87651e21", + "prepared_review_unit_hash": "c30744ce22e72dc28feec6720a23cf4997df54ec5bf2ad668a29fe18c1b0eca8", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34789, - "estimated_input_tokens": 8698, - "estimated_eval_tokens": 17652 + "serialized_chars": 34787, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34789, - "estimated_input_tokens": 8698, - "estimated_eval_tokens": 17652 + "serialized_chars": 34787, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs that only share broad Transformers infrastructure. The only true duplicate-like pair is 43251/43254, which both patch `fixed_cross_entropy` to forward supported kwargs to `nn.functional.cross_entropy` for the same issue target. All other soft edges are false positives across different subsystems, models, or test/docs changes.", - "confidence": 0.95, + "summary": "This cluster is mostly heterogeneous PRs from unrelated areas. I found one true duplicate-style pair around `fixed_cross_entropy` kwargs support; the rest are soft-similarity false positives and should stay separate.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "43251 is the clearest representative of the only genuine duplicate pair here: it directly fixes `fixed_cross_entropy` to forward supported kwargs to `nn.functional.cross_entropy`, and 43254 is the same underlying change.", + "canonical_pr_reason": "`pull_request:43254` is the cleanest representative of the only real duplicate pair: it makes `fixed_cross_entropy` accept supported kwargs (`weight`, `label_smoothing`) in the same code path as 43251, with a narrower, more direct change.", "best_issue_reason": null, - "best_pr_reason": "43251 is the best PR to keep as representative because it is the cleaner, more complete version of the shared `fixed_cross_entropy` kwargs fix and explicitly targets the same issue as 43254.", + "best_pr_reason": "`pull_request:43254` is the best PR to keep as the canonical representative because it is the most focused implementation of the shared `fixed_cross_entropy` fix and can subsume the overlapping intent of 43251.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Different areas: Mistral tokenizer methods vs ExecuTorch dynamic-shape export testing." + "reason": "Both are Transformer-related PRs, but one adds missing Mistral tokenizer methods while the other adds Executorch dynamic-shape export tests; different code paths and not mergeable as one fix." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Unrelated changes: tokenizer API additions vs adding MobileLLM model support." + "reason": "Unrelated changes: tokenizer method additions vs adding a new MobileLLM model implementation." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness vs a new model implementation; only broad processor/model infra overlap." + "reason": "Both touch auto/processor infrastructure, but 42668 is about robust processor loading and 43823 is a new model addition; different underlying changes." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs fix vs MobileLLM model addition; no shared bug/change." + "reason": "43251 fixes `fixed_cross_entropy` kwargs handling; 43823 adds MobileLLM. No shared code-path bug." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Both touch training/model code, but one fixes cross-entropy kwargs and the other is Mistral4 test/model work." + "reason": "Different domains: loss utility kwargs support vs Mistral4 test/model work." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch export test and Mistral4 test/model changes are different concerns." + "reason": "Executorch export dynamic-shape tests are unrelated to Mistral4 fixes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic export test vs MobileLLM model addition; unrelated." + "reason": "Executorch dynamic-shape test additions do not match a new-model implementation PR." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model support is unrelated to config resolution ordering in `modeling_utils.py`." + "reason": "New MobileLLM model addition vs config-resolution order fix in `modeling_utils.py`; unrelated changes." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Different model additions/refactors: MobileLLM vs Falcon output-interface refactor." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45213", - "accept": false, - "reason": "Model addition vs a large skill/documentation/model-creation workspace change; not the same code-path." + "reason": "MobileLLM model addition is unrelated to Falcon output-interface refactoring." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactor is unrelated to the model-creation skill/meta PR." + "reason": "Falcon model refactor and a new model-creation skill are not the same underlying bug/change." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-collection refactor is unrelated to Mistral4 test/model fixes." + "reason": "Falcon output collection refactor vs Mistral4 tests/fixes; different model families and different objectives." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and `layrnorm` renaming are different bugs/changes." + "reason": "Mistral4 test fixes vs global `layrnorm -> layernorm` renaming in CLIP-like models; not the same concrete fix." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test/model work is unrelated to chat response parsing updates." + "reason": "Mistral4 model/test changes and chat response parsing updates are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests vs adding a TDT loss kernel; different code paths." + "reason": "Mistral4 tests vs adding a TDT loss kernel; different subsystems and no shared bug." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test/model changes do not match config-resolution logic fixes." + "reason": "Mistral4 test/model work is unrelated to class config-resolution ordering in `modeling_utils.py`." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "A model-specific PR and a model-creation skill/meta PR are not duplicates." + "reason": "Mistral4 fixes and the model-creation skill PR are clearly unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition is unrelated to the model-creation skill/meta changes." + "reason": "New model addition vs repository skill/docs automation; not the same change." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same underlying bug and same code path: both update `fixed_cross_entropy` in `loss_utils.py` to support passing kwargs through to `nn.functional.cross_entropy`, tied to the same issue target." + "reason": "These are the same underlying loss-function change: both modify `src/transformers/loss/loss_utils.py` to pass supported `cross_entropy` kwargs (`weight`, `label_smoothing`) for `fixed_cross_entropy`; they could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The 43251/43254 duplicate call is supported by the packet: both touch `src/transformers/loss/loss_utils.py` and share issue target 43240. The other pairwise rejects stay appropriately cautious and do not overclaim duplication across unrelated subsystems." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, `pull_request:43251` and `pull_request:43254`, is plausibly the same `fixed_cross_entropy` kwargs bugfix in the same file, so treating 43254 as the cleaner canonical PR is reasonable. The remaining soft-edge rejections are appropriately cautious and do not overstate mergeability." }, "evaluator_used": true, "retried": false, @@ -23545,7 +23699,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "612741e78e422131122c3a58ecf6560b8806d4a17d7fd048001c4811db913f45", + "prepared_review_unit_hash": "3f3c5beb6d0e649f9a32d76d0fb31519bc040ed71950899b252f46db22b3f584", "component_budget": { "node_count": 2, "item_count": 2, @@ -23567,18 +23721,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related CI maintenance PRs, but they are not the same change: one is a broad upgrade for Node 24 compatibility, the other is a separate bump of Docker build actions to newer versions. Shared workflow files alone are not enough to treat them as duplicates.", - "confidence": 0.94, + "summary": "Both items are workflow-maintenance PRs that upgrade GitHub Actions dependencies, but they target different action families and different change sets. The overlap is broad and superficial rather than the same underlying fix.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the more clearly scoped umbrella CI upgrade, explicitly targeting Node 24 compatibility across multiple GitHub Actions.", + "canonical_pr_reason": "PR 42975 is the broader representative of the cluster: it updates many workflow files and centers on Node 24 compatibility across multiple actions. PR 42976 is a narrower Docker build-action version bump with a different concrete change set.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the better representative of the broader maintenance effort because its title and edits define a concrete compatibility goal, whereas 42976 is a narrower action-version bump.", + "best_pr_reason": "PR 42975 is the better cluster anchor because its scope is wider and its title matches the common maintenance theme, while PR 42976 is a separate, narrower upgrade batch.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different underlying changes: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 updates docker/build-push-action to v6. They touch some of the same workflows but not the same concrete code-path problem." + "reason": "Do not merge: both touch GitHub Actions workflows, but 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility while 42976 upgrades docker/build-push-action and related workflow versions. Same subsystem, different concrete change." } ] }, @@ -23613,7 +23767,7 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "862e3ca240df74c1cc812dcc8bcd8eae7e419daece34db4b2f9f060fac8633af", + "prepared_review_unit_hash": "f99daae3ea1e38e6f2aa2eaa61b6966aa340497b411cf5f3bb9589168ccc84cd", "component_budget": { "node_count": 4, "item_count": 4, @@ -23635,36 +23789,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four unrelated model-addition pull requests (ViT NEPA, Molmo, CTSM, Step3.7). They share some boilerplate files and auto-registry touchpoints, but they do not appear to fix the same code-path problem or represent one mergeable change set.", - "confidence": 0.98, + "summary": "All four PRs are separate model additions with overlapping boilerplate in docs/auto-registration, not duplicates of the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR for duplicate triage: ViT NEPA, Molmo, CTSM, and Step3p7 are different model families with different code paths.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single best PR for dedupe; the PRs are distinct, and the overlap is mostly template-like registration/docs work rather than the same fix.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Both add different models and only overlap on shared registration/docs scaffolding; no common underlying bug or single code change to merge." + "reason": "Different model families: ViT NEPA vs Molmo. Shared files are generic registry/docs updates, not the same concrete bug or feature." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are separate model integrations with different code paths and files; similarity is only broad framework plumbing." + "reason": "ViT NEPA and CTSM are unrelated additions (vision model vs time-series model); shared auto/docs edits are boilerplate only." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are distinct model additions; shared auto/model files are expected and do not indicate duplicate functionality." + "reason": "Molmo and CTSM are different model implementations with different tests and modules; similarity is limited to common registration/documentation files." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3.7 are unrelated model implementations; overlapping registry/doc updates are too generic to treat as the same PR." + "reason": "Both are model-addition PRs, but CTSM and Step3p7 target different architectures/code paths; shared auto-mapping/docs changes do not make them duplicates." } ] }, @@ -23713,7 +23867,7 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "4f5629f720607b7df73da7299f119a47c8a1065a9eb028bf7d5a8038a3ff1684", + "prepared_review_unit_hash": "83311981a5053f4945748f537a85b1134107d20cb8db7bbdc9ec0e5c107f131f", "component_budget": { "node_count": 7, "item_count": 7, @@ -23735,108 +23889,108 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only the two YOLOS pull requests look like the same underlying fix; the rest are soft-title or broad-similarity false positives across different models or subsystems.", - "confidence": 0.91, + "summary": "This cluster is mostly unrelated PRs that only share broad test/fix wording. The only true duplicate pair is the two YOLOS PRs, which fix the same device-mismatch bug in the same file and even share the same tracking issue.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46922 is the more complete YOLOS device-mismatch fix: it fixes the tensor addition on the correct device and includes the same no-split-module change needed for device_map=\"auto\".", + "canonical_pr_reason": "pull_request:46886 is the clearer canonical PR: it has the specific title, explicit issue target 46869, and the focused YOLOS device_map mismatch fix.", "best_issue_reason": null, - "best_pr_reason": "PR 46922 best represents the underlying bug because it directly fixes the YOLOS forward-pass device mismatch and shares the explicit target issue 46869 with the companion PR.", + "best_pr_reason": "pull_request:46886 is the best representative of the underlying fix; 46922 is effectively the same patch with a vaguer title.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different models and different changes: Whisper tokenizer/test cleanup versus CLIP/ViT test edits. Similar generic test-fix titles only." + "reason": "Different models and different code paths: Whisper tokenizer/test changes versus CLIP/ViT test edits." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode/test changes and an FP8 dequant/loading fix are unrelated code paths." + "reason": "Whisper test cleanup is unrelated to the FP8 dequant/model-loading changes." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tokenizer/test work versus generation/watermarking and CI-related changes; not the same bug." + "reason": "Different subsystems: Whisper tokenizer tests versus generation watermarking validation and unrelated model tests." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper tokenizer/tests and YOLOS device-map handling are unrelated." + "reason": "Whisper test changes are unrelated to the YOLOS device-mismatch fix." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Generic test edits in CLIP/ViT are unrelated to Phimoe integration-test/CI infrastructure changes." + "reason": "CLIP/ViT test edits do not match the Phimoe CI/memory integration-test fix." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Different subsystems and bugs: model tests versus core loading and FP8 kernel logic." + "reason": "These target different areas: vision model tests versus FP8 dequant/model loading." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Model test tweaks do not match generation-config/watermarking and large test-matrix changes." + "reason": "No same underlying bug: model test edits versus generation config and multiple unrelated tests." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "CLIP/ViT test changes are unrelated to YOLOS device mismatch handling." + "reason": "Different models and problems; nothing indicates the same code-path bug." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequant/loading work is unrelated to Phimoe CI/device-map test setup." + "reason": "FP8 dequant/loading changes are unrelated to Phimoe CI integration behavior." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Core model loading/FP8 fixes and generation/watermarking fixes touch different concrete code paths." + "reason": "Different bug classes: FP8/triton padding and loading info versus watermarking config validation." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "FP8 quantization/load-path fixes are unrelated to YOLOS runtime device placement." + "reason": "No overlap beyond being PRs in transformers; FP8 dequant and YOLOS device placement are distinct." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation validation/watermarking and Phimoe CI patching are distinct problems." + "reason": "Generation watermarking fix is unrelated to the Phimoe integration test/CI memory patch." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "These target different bugs: generation config validation versus YOLOS device mismatch." + "reason": "Watermarking validation and YOLOS device placement are different issues and code paths." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI memory/device-map infrastructure for Phimoe is not the same as YOLOS model code fixes." + "reason": "Phimoe CI/device-map test infrastructure is unrelated to YOLOS model execution on device_map=\"auto\"." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both address the same YOLOS device-mismatch/device_map=\"auto\" issue in the same file and share explicit target 46869; they could be merged into one PR." + "reason": "Same underlying YOLOS bug: both modify the same model file to fix device placement under device_map=\"auto\" and share issue target 46869." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft pairs. The only accepted pair, 46886/46922, is well supported by the shared issue target 46869 and the same YOLOS file/device-mismatch fix. The other rejected pairs are plausibly unrelated from the provided diffs and previews." + "feedback": "The summary is grounded in the packet: the non-YOLOS PRs are in clearly different files/subsystems and do not look mergeable into one bugfix PR. The YOLOS pair is the only plausible duplicate/mergeable pair, with the same model file and shared issue target 46869. The soft-edge rejections stay conservative and do not overclaim evidence." }, "evaluator_used": true, "retried": false, @@ -23866,12 +24020,12 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "7f77682b10c169ab097e96abf048aa27c9d2fdd368cd37ba2ab1e62230d2f7a2", + "prepared_review_unit_hash": "d4bf65d50cce875e90752b4cdcade0a45b92bb2246d78a92dc695eca900d50ff", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6348, + "serialized_chars": 6347, "estimated_input_tokens": 1587, "estimated_eval_tokens": 3430 }, @@ -23879,7 +24033,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6348, + "serialized_chars": 6347, "estimated_input_tokens": 1587, "estimated_eval_tokens": 3430 }, @@ -23888,30 +24042,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three items are unrelated '[don't merge]' pull requests that touch different code paths: version/dependency bootstrapping, CI/comment workflow plumbing, and a security-gate workflow change. They should not be clustered as duplicates.", + "summary": "These are three separate dummy/test PRs with superficial similarity only; they do not fix the same underlying bug or change.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR fits this cluster because the three PRs are about different underlying changes, not one shared bug or fix.", + "canonical_pr_reason": "No canonical PR: the PRs touch different areas (package/version setup, CI comment/workflow logic, and a security-gate workflow) and are not duplicates.", "best_issue_reason": null, - "best_pr_reason": "If a representative is needed, pull_request:46747 is the cleanest standalone change because it only edits one workflow file, but it is still not a duplicate of the others.", + "best_pr_reason": "46747 is the most focused representative PR because it only changes one workflow file, but it is still unrelated to the other two.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: 43488 is a repo-bot/setup/versioning test PR, while 46747 changes the PR CI security-gate workflow trigger. No shared concrete bug or fix." + "reason": "Different change targets: 43488 edits setup/dependency versioning and a ViT test, while 46747 only switches a security-gate workflow trigger." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "43488 targets setup.py/dependency/test-version formatting, whereas 43532 rewires several GitHub workflows and testing utilities. They do not fix the same code-path problem." + "reason": "43488 is a setup/versioning and test bot check PR; 43532 is a broader workflow/test-utils diff. Shared test file usage is incidental, not the same underlying fix." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch workflow files, but they address different behavior in different CI jobs: self-comment/diff tooling versus the PR security gate. Not the same underlying change." + "reason": "43532 changes several CI workflows plus testing utilities, whereas 46747 is a single workflow security-gate adjustment. They are not the same code-path problem." } ] }, @@ -23941,12 +24095,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "d3700c0371b7ec3489ba336458915cb8af3e524dbf31ae3173111aa134e77097", + "prepared_review_unit_hash": "b327638124eaf578a54f432dda9d0e4f36c94ad715c6f60eef3b05d076c23a8c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6081, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -23954,7 +24108,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6081, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -23963,18 +24117,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at the framework/doc plumbing level, but they implement different pipelines for different tasks: promptable concept segmentation vs promptable visual segmentation. They should not be treated as duplicates.", + "summary": "These are similar-shaped but distinct PRs: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They touch different pipeline files, model integrations, and tests, so they are not duplicates.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the titles, filenames, and diffs show two distinct feature additions with different model/pipeline targets.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a better duplicate representative because they address separate concrete changes rather than the same underlying bug or feature.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Reject: both PRs share docs/pipeline registration scaffolding, but one adds PromptableConceptSegmentationPipeline and the other adds PromptableVisualSegmentationPipeline, which are different code paths and different tasks." + "reason": "Different underlying features and code paths: concept segmentation vs visual segmentation. Shared docs/pipeline boilerplate is not enough to merge them as one PR." } ] }, @@ -24004,40 +24158,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "2dad6b4f0a037f2ed5a244fa0c1b2e458d860a4fd47aea7fc918ad64a3f5fd6f", + "prepared_review_unit_hash": "d8ad5a789c71078b66bb1718ba6b34b0d7c583142f68e085fa41b1c29314f94b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `src/transformers/trainer.py`, but they target different Trainer behaviors: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering into an overrideable method. Shared file alone is not enough to treat them as duplicates.", - "confidence": 0.98, + "summary": "Both PRs modify `src/transformers/trainer.py` and add extension points for custom trainers, but they address different behaviors: gradient-accumulation loss scaling vs. signature-column filtering. They are not the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 43651 is about loss scaling during training, while 43663 is about column filtering/signature inspection; they are separate code-path changes.", + "canonical_pr_reason": "No canonical PR: PR 43651 changes loss scaling in `training_step`, while PR 43663 refactors column filtering via `_get_signature_columns`; they solve different problems.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the more self-contained concrete behavior change, but it still does not subsume 43663; it is only the stronger representative of the two.", + "best_pr_reason": "No single best PR for duplicate-canonicalization purposes; neither PR is a duplicate of the other, despite both touching `trainer.py`.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying problems and code paths: gradient accumulation loss normalization vs overriding signature-column filtering. Same file/subsystem, but not the same fix and not mergeable into one PR." + "reason": "Shared file and similar extensibility theme, but the concrete code paths are unrelated: one affects loss normalization during training, the other affects dataloader column filtering from model signatures." } ] }, @@ -24067,12 +24221,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "15a3286eca5bd119a856c308c944cee58a9c19272133f0aef767ccd124e7d1fd", + "prepared_review_unit_hash": "c9ad4afb8698e07e5e80158bc15b667f46d6e8f4d74bf162bdef4cbb1b7f9696", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -24080,7 +24234,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -24089,25 +24243,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same file and both address NameError-style issues in the CLI, but they fix different runtime annotation/import problems and should not be deduped.", - "confidence": 0.93, + "summary": "Two open PRs in `src/transformers/cli/serve.py` both address the same `TypeAdapter` NameError in the CLI server\u2019s type-annotation path, using slightly different annotation-import strategies.", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43656 is the broader, more central fix for annotation-related NameError in `src/transformers/cli/serve.py` and is the better representative of this cluster.", + "canonical_pr_reason": "PR #43842 is the more targeted fix: it directly handles `TypeAdapter` being unavailable at runtime when pydantic is absent, with a minimal change scoped to the failing annotation.", "best_issue_reason": null, - "best_pr_reason": "PR 43656 is the best single representative because it targets the main TypeAdapter/annotation NameError in the CLI, while PR 43842 is a separate optional-dependency guard for `pydantic`.", + "best_pr_reason": "PR #43842 is the best representative because it is narrowly scoped to the concrete failure mode and is less intrusive than the broader annotation cleanup in #43656.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": false, - "reason": "Same file, but different bugs: 43656 fixes runtime annotation NameError via postponed evaluation/type-hint changes, while 43842 fixes a missing `TypeAdapter` import/guard when `pydantic` is absent." + "accept": true, + "reason": "Both PRs target the same underlying `TypeAdapter` NameError in `cli/serve.py` and could plausibly be combined into one fix; they differ mainly in implementation style, not bug class." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs touch `src/transformers/cli/serve.py`, both are titled as fixes for the `TypeAdapter` NameError, and the diffs show two different ways of avoiding runtime annotation evaluation (`__future__ annotations`/broader annotation cleanup vs `TYPE_CHECKING` import plus quoted annotation). The soft-edge mergeability claim is plausible and not overstated." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -24237,14 +24394,14 @@ "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:44722", "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:44068|pull_request:44086", "pull_request:44085|pull_request:44086", "pull_request:44059|pull_request:44086", "pull_request:44098|pull_request:44101", @@ -24253,8 +24410,8 @@ "pull_request:44017|pull_request:44161", "pull_request:44017|pull_request:44073", "pull_request:44017|pull_request:44722", - "pull_request:44068|pull_request:44071", "pull_request:43997|pull_request:44073", + "pull_request:44068|pull_request:44071", "pull_request:44071|pull_request:44086", "pull_request:44017|pull_request:44071", "pull_request:44073|pull_request:44161", @@ -24293,436 +24450,370 @@ "pull_request:44024|pull_request:44076", "pull_request:44073|pull_request:44074" ], - "prepared_review_unit_hash": "b203b27ba14b35354c44feab2ae34767e9e77471cc2bad9cf2aebdbba74d18ab", + "prepared_review_unit_hash": "172073d79905e0d6a3bd8af3ab9dd1794ad96f26f79bfa72b8c119b306ee55da", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84123, - "estimated_input_tokens": 21031, - "estimated_eval_tokens": 42318 + "serialized_chars": 84108, + "estimated_input_tokens": 21027, + "estimated_eval_tokens": 42310 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76944, - "estimated_input_tokens": 19236, - "estimated_eval_tokens": 38728 + "serialized_chars": 76931, + "estimated_input_tokens": 19233, + "estimated_eval_tokens": 38722 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a broad set of model-specific refactors for standardized output tracing / capture_outputs migration. Most items are related by the same initiative and issue target, but they are not duplicates across different model families; only the GPT-J/GPT-Neo followups look like true same-change overlaps.", - "confidence": 0.89, + "summary": "This cluster is mostly a broad theme of standardized output-tracing refactors across many unrelated model families. The only strong duplicate pairs are within the same model code path, especially GPT-Neo and GPT-J; most other pairs share only the general refactor theme and should stay separate.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue artifact is present in the provided items; as a PR representative, 44007 is the best umbrella example because it explicitly targets #43979 and spans multiple related vision backbones with the standardized output-tracing refactor.", + "canonical_pr_reason": "PR 44722 is the best representative of the GPT-J/CodeGen output-tracing refactor: it has the explicit tracking issue, touches the concrete GPT-J path, and is the clearest, most complete version of that change in this cluster.", "best_issue_reason": null, - "best_pr_reason": "44007 is the strongest global representative of the cluster: explicit issue target, multi-file scope, and a clear decorator-based output-tracing migration that matches the cluster theme.", + "best_pr_reason": "PR 44722 is the strongest single PR to anchor this cluster because it most clearly captures the standardized output-tracing migration for the GPT-J family and subsumes the narrower GPT-J-only variant.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths; only the tracking issue is shared." + "reason": "Different model families and different code paths; same output-tracing theme, but not the same underlying change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet vs DeBERTa V2 are separate refactors, not the same concrete change." + "reason": "CVT/FNet versus DeBERTa v2 are unrelated implementations; only the refactor style overlaps." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both touch GPT-J output tracing in the same file/code path; these look like overlapping variants of the same refactor." + "reason": "Both target the GPT-J output-tracing refactor in the same concrete model path, so they look like alternate versions of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet vs EfficientNet are different backbones with distinct implementations." + "reason": "ResNet and EfficientNet are different model implementations; this is a shared migration pattern, not a duplicate fix." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated changes despite similar refactor framing." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths despite similar decorator migration wording." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen versus EfficientNet are different model-specific migrations." + "reason": "GPT-J/CodeGen versus EfficientNet; same standardized-output theme but not the same bug/change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa V2 are unrelated code paths." + "reason": "MobileNetV2 and DeBERTa v2 are separate model families with separate refactors." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are different model refactors." + "reason": "GPT-J/CodeGen versus MGP-STR are different implementations and not mergeable as one PR." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing migrations in the same model file and appear to address the same change." + "reason": "Both are GPT-Neo output-tracing refactors on the same file/code path; this looks like the same underlying change in two PR variants." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate model implementations." + "reason": "GPT-J/CodeGen versus MPT are unrelated model paths." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen versus GPT-Neo are different concrete refactors." + "reason": "GPT-J/CodeGen and GPT-Neo are different model families; same pattern, different concrete change." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model paths." + "reason": "GPT-Neo versus GPT-J/CodeGen are distinct model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated backbones." + "reason": "ResNet and GPT-J/CodeGen are unrelated paths; only the output-tracing refactor theme is shared." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model-specific changes." + "reason": "MGP-STR and GPT-J/CodeGen are different model code paths, so these are not duplicates." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are separate implementations." + "reason": "ResNet and GPT-J are unrelated model families." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different models with different output paths." + "reason": "GPT-Neo and ResNet are separate concrete changes." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated refactors." + "reason": "ResNet versus MPT; same refactor style, different code paths." }, { - "left": "pull_request:44068", - "right": "pull_request:44722", + "left": "pull_request:44018", + "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are not the same underlying change." + "reason": "GPT-Neo and Flaubert are different model implementations." }, { - "left": "pull_request:44018", - "right": "pull_request:44116", + "left": "pull_request:44068", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and Flaubert are different model code paths." + "reason": "GPT-Neo and GPT-J/CodeGen are different concrete refactors." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated model-specific migrations." + "reason": "GPT-Neo versus Flaubert are unrelated changes." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated implementations." + "reason": "MPT and GPT-J/CodeGen are unrelated code paths." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo versus GPT-J; similar pattern, but not the same underlying code change." + "reason": "GPT-Neo and GPT-J are different model families." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different model refactors." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated." + "reason": "GPT-Neo and MGP-STR are unrelated changes." }, { "left": "pull_request:44071", "right": "pull_request:44085", "accept": false, - "reason": "MPT and GPT-J are different model paths." + "reason": "MPT and GPT-J are different implementations." }, { - "left": "pull_request:44085", + "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated changes." + "reason": "GPT-Neo and MGP-STR are not the same underlying bug/change." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are different architectures." + "reason": "GPT-2 and MGP-STR are unrelated concrete paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are separate model refactors." + "reason": "ViLT and Flaubert/XLM are different model families; shared refactor theme only." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are distinct model implementations." + "reason": "GPT-2 versus GPT-J/CodeGen are different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different models." + "reason": "GPT-Neo and MPT are unrelated concrete changes." }, { "left": "pull_request:44073", - "right": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "VisualBert and TextNet are separate code paths." + "reason": "VisualBERT and LongT5 are different model implementations." }, { - "left": "pull_request:44056", + "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "MPNet and Flaubert/XLM are not the same underlying change." + "reason": "VisualBERT and Flaubert/XLM are unrelated code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-2 and MPT are unrelated model refactors." + "reason": "MPNet and Flaubert/XLM are different model families." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and Segformer are different model families." + "reason": "GPT-2 and MPT are unrelated model paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "RegNet and MPNet are separate changes." + "reason": "GPT-Neo and GPT-2 are different concrete refactors." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "MPT and ImageGPT are different model code paths." + "reason": "Flaubert/XLM and LongT5 are unrelated implementations." }, { - "left": "pull_request:43996", + "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "CVT/FNet and Segformer are unrelated model refactors." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44044", - "accept": false, - "reason": "SqueezeBert and DeBERTa V2 are different implementations." + "reason": "RegNet and Segformer are separate model code paths." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "DeBERTa V2 and TextNet are separate code paths." + "reason": "RegNet and MPNet are different concrete changes." }, { - "left": "pull_request:44024", + "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different model families." + "reason": "MPT and ImageGPT are unrelated model families." }, { - "left": "pull_request:44073", + "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "VisualBert and Flaubert/XLM are not the same change." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44129", - "accept": false, - "reason": "DeBERTa V2 and SpeechT5 are unrelated model migrations." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44154", - "accept": false, - "reason": "DeBERTa V2 and Vits are different code paths." + "reason": "TextNet and Flaubert/XLM are different model paths." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are unrelated model refactors." + "reason": "MPNet and LongT5 are unrelated changes." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are different models." + "reason": "RegNet and GPT-Neo are different model families." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are unrelated." + "reason": "RegNet and LongT5 are not the same underlying fix." }, { "left": "pull_request:44074", - "right": "pull_request:44101", - "accept": false, - "reason": "TextNet and Flaubert/XLM are different model-specific changes." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44073", - "accept": false, - "reason": "SqueezeBert and VisualBert are separate implementations." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44018", - "accept": false, - "reason": "SqueezeBert and GPT-Neo are unrelated models." - }, - { - "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer and LongT5 are different model families." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44722", - "accept": false, - "reason": "VisualBert and GPT-J/CodeGen are unrelated refactors." + "reason": "TextNet and LongT5 are unrelated code paths." }, { - "left": "pull_request:44056", + "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "MPNet and MPT are different code paths." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44074", - "accept": false, - "reason": "RegNet and TextNet are unrelated." + "reason": "SqueezeBERT and MPT are different model implementations." }, { - "left": "pull_request:43997", + "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "RegNet and SpeechT5 are different model implementations." + "reason": "GPT-Neo and SpeechT5 are unrelated changes." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "TextNet and LongT5 are unrelated model changes." + "reason": "SqueezeBERT and VisualBERT are different code paths." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "GPT-Neo and GPT-2 are similar in theme but not the same concrete refactor." + "reason": "RegNet and TextNet are unrelated model families." }, { - "left": "pull_request:44059", - "right": "pull_request:44066", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are different model code paths." + "reason": "SqueezeBERT and GPT-Neo are different concrete changes." }, { - "left": "pull_request:44085", + "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor in the same file set; 44722 looks like a later refined version of 44066." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Both modify GPT-J output tracing in the same code path, so they could plausibly be merged into one PR." + "reason": "MPT and SpeechT5 are unrelated model paths." }, { "left": "pull_request:43996", - "right": "pull_request:44007", + "right": "pull_request:44017", "accept": false, - "reason": "Different model families; only the generic issue target is shared." + "reason": "CVT/FNet and Segformer are different model implementations." }, { "left": "pull_request:43996", - "right": "pull_request:44129", + "right": "pull_request:44056", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated model-specific refactors." + "reason": "CVT/FNet and MPNet are unrelated code paths." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "DeBERTa V2 and SpeechT5 are different code paths." + "reason": "SqueezeBERT and DeBERTa v2 are different models." }, { "left": "pull_request:44044", - "right": "pull_request:44154", + "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa V2 and Vits are unrelated model changes." + "reason": "DeBERTa v2 and TextNet are unrelated concrete changes." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different architectures." + "reason": "FocalNet and ImageGPT are different model families and different code paths." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are not the same underlying bug/change." + "reason": "VisualBERT and TextNet are unrelated model implementations." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about overlap. The representative PR choice is well supported by the multi-file, issue-linked decorator refactor in 44007, and the soft-edge true verdicts are limited to cases that plausibly look like the same model/file refactor rather than cross-family merges. No clear overstatement that would warrant rejection." + "feedback": "The cluster summary is grounded in the packet, and the accepted soft-edge pairs are conservative: they stay within the same concrete GPT-Neo/GPT-J code paths. The rejected pairs mostly involve different model families with only shared refactor style, which is a cautious reading. The chosen canonical PR, 44722, is also well supported by the packet because it covers the GPT-J/CodeGen path and carries the explicit tracking issue." }, "evaluator_used": true, "retried": false, @@ -24756,58 +24847,58 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "7965481e031191faa57b0a397052d0f2b53eefeeff94a75aab2d07518970bacc", + "prepared_review_unit_hash": "0f3909039cdf0aa71ae8ce344f58a78021a480b6bd03c2d27132fccc5afcc86b", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84123, - "estimated_input_tokens": 21031, - "estimated_eval_tokens": 42318 + "serialized_chars": 84108, + "estimated_input_tokens": 21027, + "estimated_eval_tokens": 42310 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 4, - "serialized_chars": 12757, - "estimated_input_tokens": 3190, - "estimated_eval_tokens": 6636 + "serialized_chars": 12755, + "estimated_input_tokens": 3189, + "estimated_eval_tokens": 6634 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are separate, model-specific refactors to standardized output tracing/capture utilities, not duplicate fixes. They share a broad migration pattern, but each touches a different model code path and should be triaged independently.", - "confidence": 0.9, + "summary": "These are all model-specific PRs for migrating output tracing/capture to a standardized helper, but they touch different architectures and code paths, so they are related theme-wise rather than true duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44010 is the cleanest representative of the cluster\u2019s shared theme: a concrete, model-specific migration to standardized output collection decorators with solid review activity and a focused diff.", + "canonical_pr_reason": "PR 44129 is the strongest representative: it has an explicit issue target, a substantial refactor in SpeechT5, and the most direct evidence of the standardized output-capture migration pattern.", "best_issue_reason": null, - "best_pr_reason": "PR 44010 is the best single representative for this cluster because it most clearly captures the common refactor pattern without overreaching into unrelated model implementations.", + "best_pr_reason": "PR 44129 is the best single PR to anchor the cluster because it is explicit about the change goal, has the clearest issue linkage, and reflects the core output-tracing refactor better than the smaller model-specific variants.", "soft_edge_verdicts": [ { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Same general output-tracing refactor theme, but MPNet and VisualBert are different model implementations with distinct code paths; not the same underlying change." + "reason": "Both are output-tracing refactors, but MPNet and VisualBert are different models with different internal layers and output-capture wiring; not the same concrete bug/change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Both migrate toward capture-based output tracing, but they are separate per-model refactors in MPNet vs TextNet, so they are not mergeable as one PR." + "reason": "These target separate model implementations (MPNet vs TextNet) and adjust different forward paths; they are similar migration work, not one mergeable duplicate PR." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "Shared wording around standardized outputs, but RegNet and SqueezeBert are unrelated model files and the diffs address model-specific forward/output handling." + "reason": "RegNet and SqueezeBert are unrelated code paths and the diffs show different refactor styles; same broad migration theme, but not the same underlying change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both are output-tracing refactors, but SqueezeBert and SpeechT5 use different code paths and one is tied to an explicit issue; this is not the same concrete change." + "reason": "SqueezeBert and SpeechT5 both use standardized output helpers, but they modify different model internals and one is a larger layer-specific refactor; not a duplicate fix." } ] }, @@ -24887,274 +24978,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "c2839d9f7739d5f6275e39f10dd35288899cdb97a6e2775eaedebfefd627e3e3", + "prepared_review_unit_hash": "fa4ab16a21372481da0ffd024d0bec750e84c228620898c011ab087beddf2764", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40188, - "estimated_input_tokens": 10047, - "estimated_eval_tokens": 20350 + "serialized_chars": 40183, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40188, - "estimated_input_tokens": 10047, - "estimated_eval_tokens": 20350 + "serialized_chars": 40183, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share a refactor theme around output tracing, but they target different model implementations and code paths. I do not see true duplicates; this is one related refactor family across separate models.", - "confidence": 0.95, + "summary": "These PRs all belong to the same broad refactor theme\u2014adopting can_return_tuple / output-capturing plumbing\u2014but they target different model implementations and code paths, so they are not duplicates of one another.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 44003 is the best cluster representative: it is the broadest model-family refactor in the set, adds the new output-capturing plumbing, and is more substantial than the many single-model variants.", "best_issue_reason": null, - "best_pr_reason": "PR #44025 is the cleanest representative of the set: it updates two closely related Depth Anything model files and has the most activity among the candidates, but it is still not a duplicate of the others.", + "best_pr_reason": "44003 is the most suitable anchor for the cluster because it captures the core change pattern while spanning multiple closely related files; the rest are narrower, model-specific follow-ups rather than the same concrete change.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and files: timm_backbone vs upernet. Same refactor pattern, but not the same underlying change." + "reason": "Different models and files (timm_backbone vs upernet); same refactor theme, but not the same concrete code change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "timm_backbone and vision_text_dual_encoder are unrelated code paths; both mention output handling, but they are separate model changes." + "reason": "Different architectures and code paths; similar output-tracing cleanup only at a high level." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "timm_backbone and univnet are different models with different forward paths; not mergeable as one PR." + "reason": "Unrelated model implementations; too broad to treat as one PR." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "timm_backbone and mamba/falcon_mamba are distinct implementations; broad similarity only." + "reason": "Different model families; one is timm_backbone, the other mamba/falcon_mamba." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and files (timm_backbone vs rwkv); same tracing refactor theme, not the same bug/change." + "reason": "Timm backbone and RWKV are distinct code paths; not mergeable as a duplicate fix." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated model paths; these are separate output-tracing refactors." + "reason": "MobileNetV1 and UnivNet are unrelated models despite both touching output tracing." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "MobileNetV1 and UperNet touch different model stacks and files; not a duplicate fix." + "reason": "Different model files and APIs; only the refactor pattern is shared." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 vs Depth Anything are different model implementations; similar modernization, not one underlying change." + "reason": "MobileNetV1 and Depth Anything are separate model implementations, so this is not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 and VisionEncoderDecoder are separate code paths; same refactor motif only." + "reason": "Different model families; same general output-tracing refactor, but not one concrete bug or fix." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 and SpeechEncoderDecoder are distinct model families; not the same change." + "reason": "MobileNetV1 vs Speech Encoder-Decoder are distinct code paths; reject as duplicate." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated models; the output-tracing edits are not a single duplicate fix." + "reason": "Vision-text dual encoder and UnivNet are unrelated models; too broad to merge." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "VisionTextDualEncoder and UperNet are different model paths and files; same refactor style, not same code-path problem." + "reason": "Different model architectures and files; shared refactor theme only." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures (vision-text dual encoder vs mamba/falcon_mamba); too broad to be duplicates." + "reason": "Vision-text dual encoder and Mamba/Falcon-Mamba are different code paths and not the same underlying fix." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Vision-text dual encoder and Depth Anything are separate model implementations; not one concrete change." + "reason": "Different model families and implementations; do not collapse into one PR." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated model code paths; no shared underlying bug/change." + "reason": "UnivNet and UperNet are unrelated; this is only a superficial similarity." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "UnivNet and mamba/falcon_mamba are different models; same output-tracing theme is insufficient." + "reason": "Different model families and forward paths; not a duplicate." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "UnivNet vs Depth Anything are distinct model families; not plausible as one merged PR." + "reason": "UnivNet vs Depth Anything are separate changes, even though both refactor output handling." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are different architectures and files; same modernization pattern only." + "reason": "UperNet and RWKV are distinct models; same broad theme is insufficient." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "UperNet and mamba/falcon_mamba are separate model implementations; not duplicate fixes." + "reason": "Different subsystems and code paths; not the same concrete change." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/FalconMamba and SuperPoint are unrelated code paths; the refactor pattern is shared but the changes are not the same." + "reason": "Mamba/Falcon-Mamba versus SuperPoint are unrelated model implementations." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/FalconMamba vs CodeGen are different model families and forward paths; not mergeable as one PR." + "reason": "Mamba/Falcon-Mamba and CodeGen are different model families and fix different forward methods." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "timm_backbone and CodeGen are completely different model stacks; only the refactor style overlaps." + "reason": "Timm backbone and CodeGen are unrelated code paths; only the refactor style matches." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are unrelated models; these are not the same underlying change." + "reason": "UnivNet and CodeGen are separate models with no shared concrete bug." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are different code paths and change scopes; not duplicates." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "VisionTextDualEncoder and CodeGen are unrelated implementations; shared output-tracing language is not enough." + "reason": "UperNet and CodeGen are unrelated implementations; reject." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and VisionEncoderDecoder are separate model families; same refactor direction, different code paths." + "reason": "Depth Anything and Vision Encoder-Decoder are different models; same tracing refactor only." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and SpeechEncoderDecoder are distinct model stacks; not the same bug/change." + "reason": "Depth Anything and Speech Encoder-Decoder are unrelated code paths." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint are unrelated models; the output-tracing refactor is not a single shared fix." + "reason": "Depth Anything and SuperPoint are different model implementations; not a duplicate change." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV are different architectures; same pattern, not same underlying change." + "reason": "Different model families; do not merge as one PR." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are different model code paths; not duplicates." + "reason": "Depth Anything and DPR are separate forward-path changes." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are unrelated models; not the same change." + "reason": "Vision Encoder-Decoder and RWKV are unrelated models; only the output-tracing refactor theme is shared." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are separate encoder-decoder wrappers, but they modify different code paths and files." + "reason": "Vision Encoder-Decoder and Speech Encoder-Decoder are distinct wrappers; too broad to treat as one fix." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "VisionEncoderDecoder and SuperPoint are unrelated implementations; same refactor theme only." + "reason": "Different model code paths with no shared concrete bug." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR are different model families; not a duplicate PR." + "reason": "Vision Encoder-Decoder and DPR are separate model implementations; reject." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model code paths; not the same concrete fix." + "reason": "Speech Encoder-Decoder and SuperPoint are unrelated model families." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "SpeechEncoderDecoder and RWKV are different architectures; broad output-tracing similarity only." + "reason": "Different architectures and files; only the high-level refactor matches." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR are distinct model implementations; not mergeable as one PR." + "reason": "Speech Encoder-Decoder and DPR are distinct code paths; not a duplicate." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated code paths; same pattern, different change." + "reason": "SuperPoint and RWKV are unrelated models." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR target different model implementations; not duplicates." + "reason": "SuperPoint and DPR are separate implementations; same broad motif is insufficient." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated model families; no shared underlying bug/change." + "reason": "RWKV and DPR are different model families with different forward logic." } ] }, @@ -25184,12 +25269,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "62ccaf99a612f210756a0cc1ad250c6c076f556a33abe44dc2428cef533bc407", + "prepared_review_unit_hash": "d097ab255458c92171c26da647beb292c91b450c8fc0a2a03886f8ace1451052", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6549, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -25197,7 +25282,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6549, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -25206,18 +25291,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open pull requests add support for different models (PenguinVL vs Voxtral TTS); they share framework integration files but implement unrelated model additions, so this is not a duplicate pair.", - "confidence": 0.98, + "summary": "The two PRs add support for different models (PenguinVL vs Voxtral TTS) with separate implementations, tests, and model-specific files, so they are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: these are separate model-support additions for different architectures and should not be merged as the same change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45401 is the stronger representative only in the sense that it has an explicit linked issue and a narrower, well-scoped feature; however it is not a duplicate of 44662.", + "best_pr_reason": "PR #45401 is the stronger standalone candidate because it is tied to an explicit issue target and has a narrower, model-specific scope; the other PR is a separate model addition.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model integrations with distinct titles, targets, and implementation files; shared auto-registration and docs changes are expected for separate model adds, not evidence of the same underlying fix." + "reason": "Different underlying changes: PenguinVL implementation versus Voxtral TTS support. They share only generic Transformers registry/docs scaffolding, not the same code-path or bug fix." } ] }, @@ -25247,12 +25332,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "6a969364294dfff147ab667f9093b9abc7d79ca02d4840a03bbff35ef52b9696", + "prepared_review_unit_hash": "1bd4afeb4e86b87276d97ff6ee88fba98cfd140e7321c4fa27b2208cbc6a6810", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -25260,7 +25345,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -25269,18 +25354,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related fusion-feature PRs, but they target different layers of the stack: one introduces a generic module-fusion API, while the other implements n-to-1 kernel fusion via `KernelConfig` and related integration hooks. They are not duplicates.", - "confidence": 0.93, + "summary": "These PRs are related but not duplicates: #44979 introduces a new module-fusion API and test coverage, while #45363 wires a higher-level `KernelConfig`-based n-to-1 kernel fusion flow plus an example. They target different layers of the feature stack and should stay separate.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45363 is the more concrete, end-user-facing implementation: it wires kernel fusion through `KernelConfig`, touches integration/model-loading code, and includes a usage example. PR #44979 is a lower-level API scaffold.", + "canonical_pr_reason": "#44979 is the more foundational change: it defines the core module-fusion API, whereas #45363 builds on top of that with a specific kernel-config integration and example usage.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the best representative of this cluster because it most directly implements the feature in the actual code paths users would exercise.", + "best_pr_reason": "#44979 is the better representative for the cluster because it captures the underlying capability being introduced, while #45363 is an application/integration of that capability rather than the same change.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "They share the broad theme of fusion, but they do not fix the same concrete problem. #44979 adds a generic module-fusion API, while #45363 implements n-to-1 kernel fusion through `KernelConfig` and integration plumbing; these would not plausibly be merged as one duplicate PR." + "reason": "They share the broad fusion theme, but not the same concrete code-path problem. #44979 adds the core `Module Fusion API`; #45363 adds `KernelConfig`-driven n-to-1 kernel fusion and an example. The latter depends on the former and would not plausibly be merged as one duplicate PR." } ] }, @@ -25310,12 +25395,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "b7667013a3580c593c01e606d423649f48518a173430fa5bc7753a91b694d6c5", + "prepared_review_unit_hash": "4e87087c2fde21ebf22a9600c0600929e43a8520ca4e61066782c5fc89fee8c6", "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 }, @@ -25323,7 +25408,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -25332,18 +25417,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same Mistral pre-tokenizer AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete candidate because it also adds tests.", - "confidence": 0.98, + "summary": "Both PRs fix the same Mistral regex AttributeError by switching `_patch_mistral_regex` to use `tokenizer.pre_tokenizer`; the second PR is the more complete version because it also adds test coverage.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "45317 is the stronger canonical PR because it contains the same code fix as 45086 plus accompanying test coverage and a fuller title/description.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same code fix as 45086 and adds tests, making it the more complete representative of the change.", "best_issue_reason": null, - "best_pr_reason": "45317 is the best PR overall since it fixes the same concrete bug path as 45086 but is more complete and better validated with tests.", + "best_pr_reason": "PR 45317 is the best single PR candidate: same underlying bug fix as 45086, plus validation via tests, so it is the most complete mergeable patch.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same file-level fix in `_patch_mistral_regex`; the second PR is essentially an expanded version of the first with tests, so they are duplicate candidates." + "reason": "Same concrete fix in the same function and file: both replace `backend_tokenizer.pre_tokenizer` with `tokenizer.pre_tokenizer` to avoid the AttributeError; 45317 just adds tests and is a fuller version of the same change." } ] }, @@ -25373,12 +25458,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "86fe1bff6d9a8f4e715b4a4c1f9a274ce6c09f175df9fb8f338e798e2974aea0", + "prepared_review_unit_hash": "5e5398144e105e754d0ef5045b4393b5c5bcc26d2ef90059c26ac33971e9a563", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -25386,7 +25471,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -25395,18 +25480,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related NemotronH architecture PRs, but they are not duplicates: one is a narrow inheritance/refactor and conversion-mapping update, while the other introduces the concrete dense/sparse model split with docs/tests.", - "confidence": 0.87, + "summary": "Two PRs in the same NemotronH area, but they target different changes: one is a narrow inheritance/conversion refactor, the other introduces the dense/sparse NemotronH split with docs and tests. They are related, not duplicates.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the better canonical representative because it contains the substantive model split and user-facing additions; PR 45115 is a narrower prerequisite/refactor around the same family.", + "canonical_pr_reason": "PR #45569 is the better canonical PR: it is the broader, more complete implementation affecting the model split, auto-mapping, docs, and tests, while #45115 is a narrower refactor focused on inheritance and conversion mapping.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the best overall PR in this cluster because it is the more complete implementation of the NemotronH redesign and includes the new model variants plus docs/tests.", + "best_pr_reason": "PR #45569 is the best representative of the cluster because it covers the main user-facing NemotronH change set and is more likely to subsume adjacent follow-up work; #45115 looks like a supporting internal refactor rather than the primary change.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related NemotronH work, but different changes: 45115 focuses on refactoring NemotronH to inherit GraniteMoeHybrid and updating conversion mappings, while 45569 adds the dedicated NemotronHDense/NemotronHSparse models and documentation. They are not the same concrete fix and would not naturally merge into one PR." + "reason": "Related NemotronH work, but not the same underlying bug/change: #45115 refactors NemotronH to inherit GraniteMoeHybrid and adds checkpoint conversion mappings, while #45569 splits NemotronH into dense/sparse variants and updates docs/tests. They would not plausibly be merged as one PR." } ] }, @@ -25436,7 +25521,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "d6fa91425f894cbc3d959d384c726adcccfbf3f64af07d4fb0a4ce9b3891110e", + "prepared_review_unit_hash": "3fc97dbff9b143fe7226fdf6d7f04d8b2d1a5324811a698c712573c2ccecf981", "component_budget": { "node_count": 2, "item_count": 2, @@ -25458,18 +25543,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct feature PRs in the heterogeneous-modeling area: one adds per-layer config support only, while the other adds broader heterogeneous model support including modeling/cache/masking integration. They overlap in shared config/docs/tests but are not the same concrete change.", - "confidence": 0.88, + "summary": "Two related but not duplicate PRs: #45332 implements broad heterogeneous model support, while #45333 is a narrower per-layer configuration subset. They overlap heavily in docs/config code, but they are not the same concrete change.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the better canonical representative because it is the broader, more complete feature change: it includes per-layer configuration plus modeling, cache, masking, and integration updates. PR #45333 is a narrower config-only subset.", + "canonical_pr_reason": "PR #45332 is the better canonical PR because it covers the full heterogeneous-model feature set, including configuration plus modeling/integration changes, whereas #45333 is only the configuration slice.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the strongest overall PR in the cluster because it covers the full heterogeneous-model support path, not just the configuration layer.", + "best_pr_reason": "PR #45332 is the best representative of the cluster because it is the most complete end-to-end implementation of the heterogeneous support work.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not the same underlying change. #45333 is config-only, while #45332 extends into modeling/cache/masking/integration code paths; they could not be safely treated as duplicates." + "reason": "Do not merge as duplicates: #45333 is a narrower config-only PR, while #45332 adds broader modeling/integration support and additional files. They overlap, but they are not the same underlying change and would not naturally collapse into one PR." } ] }, @@ -25499,12 +25584,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "9a2691adb3d4fa2a295b7fe6a8a197e2eb7d79e58f68529aa4ecc3f75b36eab3", + "prepared_review_unit_hash": "bcad4894153cf3f6daf9dfbef2df183e3d2c24af2b307969ddf9e23e0aa3fa2f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -25512,7 +25597,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -25521,18 +25606,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related, but they are not the same change: #45415 is a broad type-checking sweep across many `src/transformers/*.py` files plus `pyproject.toml`, while #45425 adds/adjusts typing infrastructure (`_typing.py`, protocol aliases, a few integrations/tests).", - "confidence": 0.92, + "summary": "Both PRs are typing-focused, but they address different scopes: #45415 is a broad per-file type-checking rollout across many modules, while #45425 adds typing support helpers and model-specific type fixes in core utility files. They overlap on some shared typing infrastructure, but not the same concrete bug/change.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical duplicate PR: #45415 is a large repo-wide typing pass, whereas #45425 is a narrower typing-infra update with different code paths and scope.", + "canonical_pr_reason": "#45425 is the better representative of the cluster because it is more self-contained and centered on shared typing abstractions in core files, whereas #45415 is a wide, multi-module type-checking sweep.", "best_issue_reason": null, - "best_pr_reason": "#45425 is the better representative PR for the cluster because it is more cohesive and centered on typing abstractions, while #45415 is a broad, multi-file type-checking sweep.", + "best_pr_reason": "#45425 is the clearest standalone PR in the set; it targets a specific typing compatibility problem and has a tighter, more coherent change set than the broad type-checking pass in #45415.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Do not merge: they share the general theme of typing, but they do not fix the same concrete bug or implement the same change. #45415 is a wide type-checking rollout; #45425 introduces typing protocols/aliases and related integration updates. The overlap in filenames is incidental." + "reason": "They are both typing-related, but #45415 is a broad enablement pass across many modules and #45425 is a targeted fix to typing helpers/core utilities. Shared files alone do not indicate the same underlying change or a PR that could realistically be merged as one." } ] }, @@ -25562,12 +25647,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "bd1430304702026ec49506d31900b2189c5717c3b3b3afb2c67c00d92de4606e", + "prepared_review_unit_hash": "8e1a6b1f5f3b73ce030c7d7dad8523272f483bf08776ac23d0afdb52418005f8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4506, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -25575,7 +25660,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4506, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -25584,18 +25669,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both EP-related PRs, but they fix different bugs: 45548 addresses distributed_config serialization/loading with accelerate + ZeRO-3, while 45662 fixes expert parameters being overwritten during FSDP2/rank-0 broadcast. The shared modeling_utils touchpoint is not enough to treat them as duplicates.", - "confidence": 0.94, + "summary": "Both items are PRs about expert-parallel loading, but they target different failure modes and code paths: one fixes config serialization/`has_ep` for accelerate+DeepSpeed ZeRO-3 loading, the other fixes experts being overwritten during FSDP2 loading. They are related in subsystem but not the same underlying bug or mergeable change set.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 45548 is a serialization/loading fix, while 45662 is a separate parameter-overwrite fix in the distributed load path.", + "canonical_pr_reason": "No clear canonical PR: the two PRs address different EP-loading bugs, with only superficial overlap in `modeling_utils.py` and the broad expert-parallel theme.", "best_issue_reason": null, - "best_pr_reason": "45662 is the stronger standalone PR because it targets a concrete silent corruption bug with broader code-path fixes across loading and MoE integration.", + "best_pr_reason": "PR 45662 is the stronger standalone candidate because it fixes a concrete, narrowly described overwrite bug with a multi-file implementation tied to a specific loading path; PR 45548 is a separate accelerate/ZeRO-3 serialization fix.", "soft_edge_verdicts": [ { - "left": "pull_request:45548", - "right": "pull_request:45662", + "left": "Fix EP + DeepSpeed ZeRO-3 loading via accelerate launch", + "right": "Fix EP + FSDP2: experts silently overwritten by rank-0 broadcast", "accept": false, - "reason": "Different underlying failures and fixes: 45548 is about preserving distributed_config for EP/ZeRO-3 loading, whereas 45662 prevents experts from being overwritten under FSDP2/rank-0 broadcast." + "reason": "Different underlying bugs and loading paths: ZeRO-3/accelerate config handling vs FSDP2 rank-0 broadcast overwriting experts. Shared EP context and `modeling_utils.py` are not enough to merge." } ] }, @@ -25625,7 +25710,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "aef2b9eb3c366a58f3f68e7546a6ebf0d72430170ed759eaba7e483366a940ac", + "prepared_review_unit_hash": "d21fc01a6ebdb718bb85b7a7cadc804dda560a350478873c495e73c3b1aed15b", "component_budget": { "node_count": 2, "item_count": 2, @@ -25647,18 +25732,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info logging problem under issue #45561; 45645 is the broader, more complete version of the same fix, while 45639 is the narrower helper-only variant.", - "confidence": 0.84, + "summary": "Both PRs address the same xdist/captured_info logging collision around patched testing debug artifacts; 45645 appears to be the broader, more complete version that also updates CI log collection.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the best canonical PR because it includes the core xdist-safe logging change plus the CI workflow update needed to consume multiple captured_info files, making it the more complete representation of the fix.", + "canonical_pr_reason": "Choose PR 45645 as canonical because it covers the xdist-safe captured_info write path plus the CI workflow change needed to read multiple per-worker artifacts, making it the more complete representative of the fix.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 is the strongest single representative of the cluster since it covers the concrete bug fix in testing_utils and the related CI artifact handling change; 45639 is a subset of that same change.", + "best_pr_reason": "PR 45645 is the best cluster representative: it directly fixes the underlying artifact collision and also preserves debug log visibility in CI, whereas 45639 is a narrower subset of the same change.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying xdist/captured_info artifact collision fix: both modify the patched testing debug logging path, and 45645\u2019s workflow change is a companion to the same code-path change rather than a separate bug." + "reason": "Both PRs target the same concrete bug: xdist collisions for captured_info debug artifacts. 45645 includes the same xdist-safe write behavior and adds the matching CI-side file handling, so they are effectively the same change set at different breadths." } ] }, @@ -25754,7 +25839,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "2d7ee7245d0a8292bca3c8c278fffd76070fda77486e971b8502705c5ee91a72", + "prepared_review_unit_hash": "9de54f14e1f2ecf8b908055980224dcd0c17fc3f7d2a67a796766353aefc656c", "component_budget": { "node_count": 2, "item_count": 2, @@ -25776,18 +25861,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated PRs: one is a Grafana/testing-infra change with model/workflow edits, the other is a test migration adding DDP/kernel test files. They do not fix the same code-path problem and should not be deduplicated.", - "confidence": 0.98, + "summary": "These are two unrelated open PRs that only overlap superficially around tests/model files. PR #45932 is a CI/grafana-oriented patch with model/config tweaks, while PR #46100 is a separate test migration adding kernel and ViT test files. They should not be merged as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: the two PRs target different changesets and should not be merged into one duplicate cluster.", + "canonical_pr_reason": "No canonical duplicate PR here: #45932 and #46100 address different changes and different code paths, so neither can stand in for the other.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a duplicate of the other. If a representative must be chosen, PR 45932 is broader and more change-like, but it is not a better duplicate canonical than PR 46100.", + "best_pr_reason": "#46100 is the more coherent standalone PR, but it is still distinct from #45932 and not a duplicate candidate.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Different scopes and intents: 45932 updates CI/Grafana-related workflow plus model code, while 46100 adds kernel/test migration files. They do not appear to address the same concrete bug or change." + "reason": "Reject: the overlap is only broad test/model activity. #45932 includes CI secret wiring and model/config edits, while #46100 adds kernel/DDP and ViT test migration files; they do not fix the same concrete bug or implement the same change." } ] }, @@ -25817,7 +25902,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "5e883f3d902499aa5ecdb64cd67801357320db99dcd35ff6254315d71bc8c3db", + "prepared_review_unit_hash": "5758ba721b58e181d2b8b583490b1330fe7f97e31cea8b2e45536a985be8cefb", "component_budget": { "node_count": 2, "item_count": 2, @@ -25839,18 +25924,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one PR is a focused EP + Trainer integration change, while the other is a broad distributed branch-base PR spanning many unrelated distributed/FSDP/modeling updates. They overlap in a few files, but not the same underlying bug/change.", - "confidence": 0.92, + "summary": "These two PRs overlap on a few distributed files, but they are not the same concrete change. #46126 is a focused EP + Trainer integration PR, while #46269 is a much broader distributed branch-base PR that bundles FSDP, CI, generation, and multiple unrelated model/integration updates.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the more canonical candidate because it is narrowly scoped to a single feature integration (EP + Trainer on DistributedConfig) with a coherent change set.", + "canonical_pr_reason": "#46126 is the better canonical representative for the specific EP/Trainer feature work because it is narrowly scoped to that code path; #46269 is a broad umbrella branch containing many unrelated distributed changes.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the better standalone representative of the cluster since it targets one concrete code path; PR #46269 is too broad and mixed to serve as a canonical duplicate target.", + "best_pr_reason": "#46126 is the strongest standalone PR in this cluster: it targets one coherent feature and has a clearer mergeable change set than the wide-ranging branch-base PR #46269.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared files alone are not enough here: #46126 is a focused EP/trainer integration PR, while #46269 is a large distributed branch-base PR covering many unrelated changes. They do not appear to fix the same concrete problem and would not plausibly be merged as one PR." + "reason": "Shared filenames alone are not enough here. #46269 touches many other subsystems (FSDP, CI, generation, integrations, model loading), so it does not look like the same underlying bug/change as the focused EP + Trainer integration in #46126." } ] }, @@ -25918,12 +26003,12 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "f4f073cc8743a248a8fe5494d26e027d5c2101467a9f1ea41d12ae39bfd2e8e6", + "prepared_review_unit_hash": "b3b4a447779d40802fb941607af29346f0ccdc1d3c4aff566737dc21c9cefb2d", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26679, + "serialized_chars": 26677, "estimated_input_tokens": 6670, "estimated_eval_tokens": 13596 }, @@ -25931,7 +26016,7 @@ "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26679, + "serialized_chars": 26677, "estimated_input_tokens": 6670, "estimated_eval_tokens": 13596 }, @@ -25940,198 +26025,198 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share broad CI/workflow-maintenance themes, but they do not look like duplicate fixes or changes. The only strong filename overlap is `pr-ci-security-gate.yml`, yet those edits are distinct follow-ups with different behavior changes.", - "confidence": 0.97, + "summary": "This cluster is a grab bag of unrelated CI/workflow maintenance PRs. The only tight mini-cluster is the pr-ci-security-gate file, but those PRs are separate hardening follow-ups, not one duplicate fix.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the best canonical representative because it contains the substantive `pr-ci-security-gate.yml` behavior change; the other PRs in that file are narrower follow-ups (permissions, secrets, or comments), and the rest are unrelated workflow edits.", + "canonical_pr_reason": "PR 46554 is the most substantive representative: it makes the first major pr-ci-security-gate hardening change by adding a checkout step and explicit workflow/CI-file diff checks.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the strongest standalone PR in the set: it makes the core security-gate logic change and is the most representative of the only tightly related subgroup.", + "best_pr_reason": "PR 46554 is the best overall exemplar of the cluster because it is the clearest concrete security/workflow change; the rest are smaller or unrelated workflow tweaks.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different problems: stdin handling for comment text vs PR CI security-gate logic." + "reason": "Self-comment CI stdin handling fix vs pr-ci-security-gate security checks; different workflow and different problem." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and different problems: stdin handling for comment text vs PR CI security-gate logic." + "reason": "Self-comment CI stdin handling fix vs pr-ci-security-gate permissions/approval gating; unrelated changes." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows and different problems: stdin handling for comment text vs PR CI security-gate logic." + "reason": "Self-comment CI stdin handling fix vs pr-ci-security-gate reusable-workflow note; unrelated change." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and different problems: stdin handling for comment text vs PR CI security-gate logic." + "reason": "Self-comment CI stdin handling fix vs pr-ci-security-gate secrets tightening; unrelated change." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Both harden shell input handling, but in different workflows and code paths; not the same change." + "reason": "Self-comment CI message piping fix vs build-ci-docker message quoting; different workflow and code path." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Unrelated workflow changes: SSH runner security/env cleanup vs benchmark trigger conditions." + "reason": "SSH runner hardening vs benchmark workflow_dispatch enablement; unrelated CI jobs." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Unrelated workflow changes: SSH runner hardening vs anti-slop permission adjustments." + "reason": "SSH runner hardening vs anti-slop permissions move; different workflow and issue." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Unrelated workflow changes: SSH runner hardening vs reviewer-assignment checkout behavior." + "reason": "SSH runner hardening vs assign-reviewers checkout ref change; unrelated changes." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Unrelated workflow changes: SSH runner hardening vs PR CI security-gate logic." + "reason": "SSH runner hardening vs pr-ci-security-gate security checks; different workflow and fix." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow changes: SSH runner hardening vs PR CI security-gate logic." + "reason": "SSH runner hardening vs pr-ci-security-gate permissions/approval gating; unrelated changes." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow jobs and different behavior: anti-slop permissions vs benchmark dispatch support." + "reason": "Anti-slop permissions change vs benchmark workflow_dispatch support; different workflows." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow jobs and different behavior: anti-slop permissions vs reviewer checkout ref." + "reason": "Anti-slop permissions change vs assign-reviewers checkout ref; unrelated workflow updates." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow jobs and different behavior: anti-slop permissions vs shell quoting in build-image detection." + "reason": "Anti-slop permissions change vs build-ci-docker message quoting; unrelated fixes." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different code paths; no shared underlying fix." + "reason": "Anti-slop permissions move vs pr-ci-security-gate security checks; different workflow and problem." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow jobs and different behavior: reviewer checkout ref vs benchmark dispatch support." + "reason": "Assign-reviewers checkout ref vs benchmark workflow_dispatch support; unrelated changes." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow jobs and different behavior: reviewer checkout ref vs build-image shell quoting." + "reason": "Assign-reviewers checkout ref vs build-ci-docker message quoting; unrelated workflow fixes." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different code paths; no shared underlying fix." + "reason": "Assign-reviewers checkout ref vs pr-ci-security-gate hardening; different workflow and code path." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Both tweak workflow conditions, but they affect different jobs/files and different triggers." + "reason": "Benchmark workflow_dispatch support vs build-ci-docker quoting fix; unrelated workflows." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different code paths; no shared underlying fix." + "reason": "Benchmark workflow_dispatch support vs pr-ci-security-gate hardening; unrelated changes." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Shell quoting fix in build-image detection is unrelated to PR CI security-gate logic." + "reason": "Build-ci-docker quoting fix vs pr-ci-security-gate workflow security checks; different fixes." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow edits: build-image shell handling vs PR CI security-gate permissions/approval." + "reason": "Build-ci-docker quoting fix vs pr-ci-security-gate approval/permissions gating; unrelated changes." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different changes: one adds security checks, the other changes permissions and approval gating." + "reason": "Same file, but one adds checkout/diff-based security checks while the other changes permissions and approval gating; not the same underlying fix." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but different changes: core security-gate logic vs explanatory comments." + "reason": "Same workflow file, but separate pr-ci-security-gate hardening steps; not one duplicate change." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but different changes: core security-gate logic vs secrets handling." + "reason": "Same workflow file, but checkout/diff checks vs secrets tightening are separate changes." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but different changes: permissions/approval gating vs comments." + "reason": "Permissions/approval gating vs reusable-workflow note; different pr-ci-security-gate edits." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but different changes: permissions/approval gating vs secrets handling." + "reason": "Permissions/approval gating vs secrets tightening; different security changes." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but different changes: comments only vs secrets handling." + "reason": "Reusable-workflow note vs secrets:{} change; related theme but not the same concrete fix." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Unrelated workflow edits: build-image shell handling vs PR CI security-gate comments." + "reason": "Build-ci-docker quoting fix vs pr-ci-security-gate reusable-workflow note; unrelated changes." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "Unrelated workflow edits: SSH runner hardening vs PR CI security-gate comments." + "reason": "SSH runner hardening vs pr-ci-security-gate reusable-workflow note; unrelated workflows." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Unrelated workflow edits: build-image shell handling vs PR CI security-gate secrets handling." + "reason": "Build-ci-docker quoting fix vs pr-ci-security-gate secrets tightening; unrelated changes." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "Unrelated workflow edits: SSH runner hardening vs PR CI security-gate secrets handling." + "reason": "SSH runner hardening vs pr-ci-security-gate secrets tightening; unrelated workflows." } ] }, @@ -26224,12 +26309,12 @@ "soft_pairs": [ "pull_request:46281|pull_request:46890" ], - "prepared_review_unit_hash": "cdb0f0be8c8d23cc587f56080d3eaebcf5aa4593a409a1562668d793ea69c67e", + "prepared_review_unit_hash": "22e745d1e52957deab97a11debbd3651cbe6aaba1b7b4805db8cca63704426d9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4279, + "serialized_chars": 4280, "estimated_input_tokens": 1070, "estimated_eval_tokens": 2396 }, @@ -26237,7 +26322,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4279, + "serialized_chars": 4280, "estimated_input_tokens": 1070, "estimated_eval_tokens": 2396 }, @@ -26246,18 +26331,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two security-focused PRs that both harden path handling, but they target different code paths: one validates shard filenames from a checkpoint index, the other validates an explicit `transformers_weights` filename in config. Similar vulnerability class, not the same underlying fix.", - "confidence": 0.93, + "summary": "Both PRs harden path handling, but they fix different code paths and different attacker-controlled inputs: one validates shard filenames from a checkpoint index, the other validates `transformers_weights` from config resolution. They are related security themes, not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46890 is the better representative only because it targets the clearer, higher-level config field validation; PR 46281 is a separate shard-index traversal fix in a different loader path.", "best_issue_reason": null, - "best_pr_reason": "PR 46281 is the better representative of the cluster\u2019s main theme because it addresses the more direct checkpoint-loading path traversal in `get_checkpoint_shard_files`, with explicit validation against the model directory.", + "best_pr_reason": "PR 46890 is the strongest standalone item in this cluster: its title and diff clearly describe a concrete validation fix, while PR 46281 addresses a different underlying source of paths and should not be merged with it as a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:46281", "right": "pull_request:46890", "accept": false, - "reason": "Both are path-traversal hardening patches, but they fix different inputs and code paths (`weight_map` shard names vs `transformers_weights` explicit filename). They are related security work, not the same concrete bug or a single mergeable PR." + "reason": "Both are path-traversal mitigations, but they protect different inputs in different functions (`weight_map` shard filenames vs `transformers_weights` config field). They do not look like the same underlying bug and would not plausibly be one merged PR." } ] }, @@ -26287,7 +26372,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "823637195cf26382b17ea561c29b55b52f10942207abff852f8e7b3800a7223a", + "prepared_review_unit_hash": "466f8306ed1ae5986b927f6bfff98d6c486be10a0463bf260b6854e3e352d3b7", "component_budget": { "node_count": 2, "item_count": 2, @@ -26309,18 +26394,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are both tokenizer-related, but they fix different problems in different code paths: CodeLlama decode stripping vs. DeepSeek checkpoint-to-tokenizer class selection. They should not be merged as duplicates.", - "confidence": 0.97, + "summary": "These are two separate tokenizer-related PRs, but they fix different bugs: CodeLlama decode stripping in one file vs. DeepSeek checkpoint-to-tokenizer-class selection in AutoTokenizer.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #46574 is the more self-contained concrete bug fix, but it is not a duplicate of #46580; the cluster does not have a single canonical PR.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying bugs and fixes: 46574 adjusts CodeLlama decoder setup to preserve leading spaces on decode, while 46580 changes auto-tokenizer checkpoint-prefix routing for DeepSeek models that load the wrong tokenizer class. They target separate code paths and are not mergeable into one PR." + "reason": "Different underlying problems and code paths: #46574 fixes CodeLlama decoder behavior on decode, while #46580 changes AutoTokenizer mapping for DeepSeek checkpoints. They are not plausibly one merged PR." } ] }, @@ -26352,7 +26437,7 @@ "pull_request:46781|pull_request:46993", "pull_request:46993|pull_request:46994" ], - "prepared_review_unit_hash": "0eccfac41b0f694ba15c4735a89624377c6354c0efcd031efd3600cb665bad83", + "prepared_review_unit_hash": "3b4303af82d0ad3d440535d2a12a98e32dee00c0be9951b089135473efd75f5c", "component_budget": { "node_count": 3, "item_count": 3, @@ -26374,24 +26459,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are unrelated fixes in different code paths (cache quantization, prompt lookup decoding, and logits-process validation), so they should not be deduplicated together.", - "confidence": 0.99, + "summary": "These are three unrelated open PRs: one validates QuantizedCache layer types, one fixes prompt lookup decoding length capping, and one tightens generation argument validation for empty token lists. No duplicate cluster is apparent.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "46993 is the strongest standalone PR: it fixes a concrete generation bug, has a narrowly scoped code change, and includes targeted test coverage.", + "best_pr_reason": "No single PR is a good canonical target; the three changes address different code paths and different bugs, so they should remain separate.", "soft_edge_verdicts": [ { "left": "pull_request:46781", "right": "pull_request:46993", "accept": false, - "reason": "Different subsystems and bugs: QuantizedCache layer-type validation vs prompt lookup decoding max_length handling. No shared concrete code path." + "reason": "Different features and failure modes: cache-layer validation vs prompt lookup decoding length handling. No shared code-path bug." }, { "left": "pull_request:46993", "right": "pull_request:46994", "accept": false, - "reason": "Both are generation-related but fix unrelated validation/logic issues: prompt lookup length budgeting vs empty bad_words_ids/sequence_bias inputs. Not the same underlying change." + "reason": "Both are generation-related, but they fix separate issues: max_length budgeting in candidate generation vs validation of empty lists in logits processors." } ] }, @@ -26424,12 +26509,12 @@ "pull_request:47016|pull_request:47066", "pull_request:47048|pull_request:47066" ], - "prepared_review_unit_hash": "b540b10c74c40190eb443a5fb57876fbb4ab55e8a5037da301c8f292d943791d", + "prepared_review_unit_hash": "164c7fddbcaaec4a8483c96806486bb69cb0bbefef69916befccd4b0dda63c48", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7338, + "serialized_chars": 7337, "estimated_input_tokens": 1835, "estimated_eval_tokens": 3926 }, @@ -26437,7 +26522,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7338, + "serialized_chars": 7337, "estimated_input_tokens": 1835, "estimated_eval_tokens": 3926 }, @@ -26446,30 +26531,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs address Hungarian matcher crashes from non-finite cost matrices, but they are split across different model-specific loss paths. The closest duplicate pair is the DETR/Grounding DINO guard vs the Deformable DETR/LW-DETR guard; the RT-DETR-only change is narrower and not a clear duplicate of the others.", - "confidence": 0.86, + "summary": "These PRs all address the same Hungarian-matcher crash mode from non-finite cost matrices, but on different DETR-family code paths. PR 47048 is the broadest representative; 47048 and 47066 are close enough to treat as duplicates of the same fix pattern, while 47016 is RT-DETR-specific and distinct.", + "confidence": 0.81, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47048 is the best canonical PR for this cluster: it is a broader, cleaner representative of the same infeasible-cost-matrix fix, with an explicit issue link and the same guard pattern applied to multiple matcher implementations.", + "canonical_pr_reason": "47048 is the broadest representative: it patches the shared object-detection matcher path plus DETR/Grounding DINO tests, directly addressing the non-finite cost crash with the same guard pattern.", "best_issue_reason": null, - "best_pr_reason": "47048 is the most representative single PR to anchor the cluster because it addresses the core bug directly, applies the guard in a generalized object-detection loss path, and is more central than the RT-DETR-only fix. 47066 is similar but tied to a different issue/model set, and 47016 is narrower still.", + "best_pr_reason": "Best stand-alone fix because it targets the core failure mode (NaN/Inf cost matrices causing linear_sum_assignment to fail) in a shared matcher path and includes regression coverage.", "soft_edge_verdicts": [ { "left": "pull_request:47016", "right": "pull_request:47048", "accept": false, - "reason": "Both guard Hungarian matchers against non-finite costs, but they fix different concrete code paths and model sets (RT-DETR vs DETR/Grounding DINO). Too narrow to treat as the same PR." + "reason": "Same failure symptom, but different concrete matcher implementations (RT-DETR vs DETR/Grounding DINO). This is model-specific, not the same code path." }, { "left": "pull_request:47016", "right": "pull_request:47066", "accept": false, - "reason": "Same high-level bug class, but the edits target different matcher implementations and different model families. Not a strong enough basis to merge as duplicates." + "reason": "Both fix Hungarian matching overflow, but on separate model families and separate loss implementations. Too path-specific to merge as duplicates." }, { "left": "pull_request:47048", "right": "pull_request:47066", "accept": true, - "reason": "These appear to be the same underlying fix pattern: add nan/inf guards to Hungarian matcher cost matrices after AMP overflow, with nearly identical logic and directly mergeable file-level scope across object-detection models." + "reason": "Both apply the same nan_to_num guard before Hungarian assignment to prevent infeasible cost matrices, and they could plausibly be merged into one PR covering all affected matcher implementations." } ] }, @@ -26499,7 +26584,7 @@ "soft_pairs": [ "pull_request:47026|pull_request:47046" ], - "prepared_review_unit_hash": "ece9cf57aa63c70017aecf3494bba8920ffa9dd8d32e053ba7968eda78dad2e6", + "prepared_review_unit_hash": "4deb20943d69e3ac97048f9e7d195ab54702a1c9676f60497360487719c91796", "component_budget": { "node_count": 2, "item_count": 2, @@ -26521,18 +26606,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two xLSTM PRs are closely related and share the same tracking issue, but they are not a clean duplicate pair: PR 47026 fixes the return_last_states=False crash in train_with_padding, while PR 47046 appears to cover that case plus an additional use_cache crash path and tests.", + "summary": "Both PRs address the same xLSTM train-mode failure in `modeling_xlstm.py` around `return_last_states=False` in padding-aware training; the later PR appears to subsume the narrower fix and adds the related cache handling/tests.", "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47046 is the better canonical PR because it is broader and appears to include the train-mode fix plus the use_cache case, along with test coverage.", + "canonical_pr_reason": "PR #47046 is the better canonical PR because it targets the same xLSTM train-mode crash but appears more complete, covering the broader `return_last_states=False` / `use_cache` failure path and adding tests.", "best_issue_reason": null, - "best_pr_reason": "PR 47046 is the best standalone PR candidate because it addresses the same train-mode failure and additionally handles use_cache, making it the more complete fix.", + "best_pr_reason": "PR #47046 is the strongest representative of the cluster: same file, same issue target, same train-mode crash class, with the broader and more polished fix.", "soft_edge_verdicts": [ { "left": "pull_request:47026", "right": "pull_request:47046", - "accept": false, - "reason": "Do not merge as duplicates: 47046 is not just the same fix; its title and diff context indicate it also addresses a separate use_cache crash path in addition to return_last_states=False. Same issue target alone is not enough to accept." + "accept": true, + "reason": "Both PRs fix the same concrete xLSTM forward-path crash in training mode when `return_last_states=False` (same file and issue target). The later PR looks like an expanded version of the same fix, so they are suitable to cluster as duplicates/overlaps." } ] }, @@ -26574,88 +26659,88 @@ "pull_request:47060|pull_request:47076", "pull_request:47074|pull_request:47076" ], - "prepared_review_unit_hash": "551237a5fc194545cc31e28fe690e870b5fdc9a1f34199991f2a2b20f458ccab", + "prepared_review_unit_hash": "7d6d4aaf265bbb1837b82869496e24baa99d2c5ed6b9e25737ec38e87d4834f8", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 9, - "serialized_chars": 15760, - "estimated_input_tokens": 3940, - "estimated_eval_tokens": 8136 + "serialized_chars": 15763, + "estimated_input_tokens": 3941, + "estimated_eval_tokens": 8138 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 9, - "serialized_chars": 15760, - "estimated_input_tokens": 3940, - "estimated_eval_tokens": 8136 + "serialized_chars": 15763, + "estimated_input_tokens": 3941, + "estimated_eval_tokens": 8138 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are only loosely related by a broad multimodal robustness theme. They fix different bugs in different pipelines/processors, so none of the soft pairs should be deduplicated.", - "confidence": 0.93, + "summary": "These PRs are all thematically related multimodal pipeline/processor fixes, but they target different concrete bugs and code paths. There is no true duplicate PR cluster here; the overlap is mostly around shared subsystems like AnyToAnyPipeline and model processors.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "47074 is the cleanest representative of the shared multimodal pipeline plumbing layer, but the surrounding PRs are still distinct enough that the cluster is not a true duplicate set.", + "canonical_pr_reason": "PR 47051 is the broadest representative of the shared multimodal pipeline layer: it changes AnyToAnyPipeline and image_text_to_text parameter routing, so it best captures the cluster\u2019s common theme without being tied to a single model-specific fix.", "best_issue_reason": null, - "best_pr_reason": "47074 is the best single representative because it targets the central AnyToAnyPipeline input-normalization path with a narrow scope; the others are more model- or bug-specific.", + "best_pr_reason": "PR 47051 is the best single PR to represent the cluster because it sits in the central pipeline code path and overlaps with the other pipeline-focused change areas more than the model-specific processor fixes do.", "soft_edge_verdicts": [ { "left": "pull_request:47032", "right": "pull_request:47051", "accept": false, - "reason": "Both touch image_text_to_text.py, but 47032 changes stop_sequence handling while 47051 refactors generation-kwargs forwarding across multimodal pipelines. Same area, different bug/change." + "reason": "Both touch image_text_to_text.py, but one fixes stop_sequence handling while the other forwards generation kwargs. Related area, different bug and different fix." }, { "left": "pull_request:47032", "right": "pull_request:47045", "accept": false, - "reason": "Unrelated bugs: image-text stop-sequence handling vs Voxtral audio array format validation/encoding." + "reason": "Image-text-to-text stop sequence logic and Voxtral audio-format validation are unrelated model/pipeline bugs." }, { "left": "pull_request:47045", "right": "pull_request:47076", "accept": false, - "reason": "Both are audio-related, but they fix different model processors and different failures: Voxtral format requirements vs Gemma4 audio placeholder/layout validation." + "reason": "Voxtral audio encoding/format handling and Gemma4 placeholder validation are distinct processor behaviors in different model families." }, { "left": "pull_request:47045", "right": "pull_request:47074", "accept": false, - "reason": "Different code paths entirely: Voxtral transcription request handling vs AnyToAnyPipeline key normalization." + "reason": "These affect different paths: Voxtral audio array encoding versus AnyToAnyPipeline multimodal key normalization." }, { "left": "pull_request:47051", "right": "pull_request:47074", "accept": false, - "reason": "Same pipeline file, but 47051 forwards direct generation kwargs while 47074 normalizes input aliases. Shared subsystem only, not the same underlying bug." + "reason": "Both are in AnyToAnyPipeline, but one routes generation kwargs and the other normalizes input keys; not the same concrete change." }, { "left": "pull_request:47051", "right": "pull_request:47060", "accept": false, - "reason": "Generation-kwargs plumbing in multimodal pipelines is unrelated to Qwen Omni batched text post-processing." + "reason": "Multimodal pipeline kwarg forwarding and Qwen Omni batched post-processing are separate issues in different components." }, { "left": "pull_request:47060", "right": "pull_request:47074", "accept": false, - "reason": "Different layers and failures: Qwen Omni decoding of batched outputs vs AnyToAnyPipeline input-key normalization." + "reason": "Qwen Omni batched decode handling and AnyToAnyPipeline input normalization do not address the same underlying bug." }, { "left": "pull_request:47060", "right": "pull_request:47076", "accept": false, - "reason": "Qwen Omni post-processing bug and Gemma4 processor placeholder validation are separate model-specific issues." + "reason": "Different model processors and different failure modes: Qwen output decoding versus Gemma4 input placeholder validation." }, { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "AnyToAnyPipeline multimodal key normalization is not the same change as Gemma4 audio placeholder validation in processor inputs." + "reason": "AnyToAnyPipeline key normalization and Gemma4 processor validation are unrelated fixes." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 05e3cb07b35a114be9fe505cdbc4de96f5fc3e48..7be4e4bde68fcdcb43781ba2122a5d79904aafe9 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260706t060036z", + "analysis_id": "hybrid-model-20260706t120021z", "archived_artifacts": { - "hybrid": 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not the same underlying bug." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3/Bert index error and training-resume remote-code issue are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Both are tensor-shape failures, but they are on different code paths and models." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask-shape mismatch and video token mismatch are distinct multimodal bugs." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Tensor mask indexing failure and GPT-OSS TP issue are unrelated." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "No shared concrete bug; one is resume/trust-remote-code, the other an official example failure." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration and resume-training remote-code issues are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset and ModernBERT ONNX export are different problems." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but the reported failures are different and model-specific." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3/BertModel index-out-of-bounds failure with only pretrained vs non-pretrained setup differences." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger kernel cross-entropy invocation and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Incorrect detokenization and LoRA save/reload output mismatch are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and LoRA merge/save mismatch are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral and remote-code config_class AttributeError are different code paths." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different models and different GPU/device-map failures." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both mention DeepSpeed, but one is a weight-shape error and the other a collective mismatch." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpoint/FSDP recompute mismatch is not the same as the mask shape-indexing error." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram error and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3_5Moe rotary-embedding/offload bug; the second report explains the same materialization issue more precisely." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing size mismatch and CustomTrainer num_items_in_batch error are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 initialization error and GPT-OSS TP issue are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and different failure modes; not a duplicate." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral dtype mismatch and GraniteMoEHybrid invalid method are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "NVFP4 runtime error and AMD GPU failure are separate issues." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3/vLLM attribute error and Mistral regex patch crash are different bugs." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "These are the same torch 2.4.1 compatibility complaint phrased differently." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device mismatch and Gemma4 reverse embedding lookup are different forward-path problems." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Activation checkpointing/FSDP mismatch and Qwen3 auto device-map assert are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Generic torch incompatibility and Qwen-3-8B-NVFP4 runtime failure are not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:44457", + "accept": false, + "reason": "Autocast dtype mismatch and LoRA save/reload output mismatch are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral torch dynamo tracing failure and Mistral image preprocessor dtype mismatch are different problems." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models, different symptoms, no shared code-path evidence." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different model families and failure modes." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoE invalid method and MPS histogram int error are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen NVFP4 runtime failure and TRL SFT embedding unpacking are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/backends and model paths; not a duplicate." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Mistral image dtype mismatch and Qwen NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL input-embedding unpacking and GPT-OSS TP issue are different code paths." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy call and TRL embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both hit ZeRO-3 init, but Gemma3 conditional generation and BertModel likely have different root causes." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they concern different removed v5 references." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger kernel cross-entropy usage and Phi-tiny-MoE autocast mismatch are different bugs." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and custom trainer signature mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpoint/FSDP recomputation error and GenerationMixin import error are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU runtime issue and RAG docs issue are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross-entropy call and mask/index shape mismatch are different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The three accepted soft pairs are plausible duplicates from the titles/body context, and the negative verdicts generally avoid overclaiming beyond broad subsystem similarity. The canonical issue choice and representative reasoning are also supported by the exact ZeRO-3/BertModel duplicate pair." + }, + "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": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "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:43296|issue:46304", + "issue:43866|issue:46402", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "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:43792|issue:45070", + "issue:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue: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": "93eca0642f3719e3c4e240076f35ddeea8ab82755f3eb5c34aa624d88b1d9fa9", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40046, + "estimated_input_tokens": 10012, + "estimated_eval_tokens": 20280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly soft-similarity false positives across unrelated transformer/model bugs. The only strong duplicate is the AutoTokenizer v5 regression affecting Granite and other model families; the broader report is the better canonical issue.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45920 is the broadest and most representative report of the tokenizer regression, covering multiple model families and the silent v4\u2192v5 wrong-token-ID behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 best captures the underlying bug at the right scope; issue:45812 is a narrower Granite-only slice of the same regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Different incompatibilities: torch/version mismatch vs USE_DISTRIBUTED=0 build support." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM is unrelated to distributed-support breakage." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Corrupted checkpoint vs missing text-encoder weights are different failure modes." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but they involve different models and load paths; not clearly the same bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 config attribute error vs Qwen3 auto-device-map cuda assert are different code paths." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but about different outdated text and different behaviors." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to the PyTorch distributed build regression." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU support failure and table QA crash are unrelated subsystems." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger kernel cross-entropy usage and Qwen3-VL video StopIteration are distinct bugs." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer detokenization regression is unrelated to outdated RAG examples." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different model families and different failure mechanisms: device mismatch vs video token/template mismatch." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to Gemma4 device placement." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption and DiffusionGemma ModelOpt compatibility are not the same issue." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading is unrelated to documentation staleness." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code model regressions are broader, but this is not the same concrete PyTorch USE_DISTRIBUTED=0 breakage." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both report the same AutoTokenizer v5 regression causing wrong token IDs across models; 45920 is the broader instance." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params API incompatibility is unrelated to PyTorch build flags." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint vs NemotronH checkpoint loading failure are different model-specific problems." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to RAG docs." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but one is a Gemma3 config attribute error and the other is a Qwen3-MoE-specific issue." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors under ZeRO-3, but the shapes/messages and model contexts differ." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading/runtime failure and table QA crash are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Incorrect detokenization and table QA crash do not share an underlying bug." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime issue is unrelated to the PretrainedConfig pydantic regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 chat flows, but the reported failures are different code paths and symptoms." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure is unrelated to YOLO multi-GPU device mapping." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen NVFP4 failure is unrelated to table QA crashing." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Sliding_window config error and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import error is unrelated to the Gemma3 sliding_window regression." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing error and autocast dtype mismatch are distinct MoE failures." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor loading failure is unrelated to the non-template nodes compile error." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug and checkpoint corruption are not the same underlying issue." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid and YOLO auto device-map failure are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are size-mismatch/index errors, but they are different shapes, models, and failure points." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating and remote-code config_class errors are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx and pydantic field breakage are different config regressions." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/version incompatibility and Gemma4 device mismatch are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The canonical issue choice is grounded: 45920 is the broadest tokenizer-regression report, and 45812 is a narrower Granite-specific duplicate. The soft-edge verdicts are generally conservative and supported by the packet titles; I don't see evidence of overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 3, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "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:43366|issue:45464", + "issue:44387|issue:45005", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:45020|issue:45800", + "issue:43716|issue:46294", + "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:43645|issue:45399", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44492|issue:44512", + "issue:44530|issue:45005", + "issue:44918|issue:45507", + "issue:44863|issue:45005", + "issue:45183|issue:46463" + ], + "prepared_review_unit_hash": "8ecc095cc5dda0960186db8f9c42141806c59cccdb824d82d0765869e299548b", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36239, + "estimated_input_tokens": 9060, + "estimated_eval_tokens": 18376 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "A few pairs look like true duplicates around the same concrete failure mode, but most are only superficially similar (same subsystem or same broad error class) and should stay separate.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45698 is the strongest standalone anchor: it has the clearest user-facing failure, substantial discussion, and its scope is specific enough to represent the duplicate cache/custom-module loading problem cleanly.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best overall issue to keep as a global reference point because it is open, has the most discussion/inbound references, and tracks an active, broadly impactful regression around quantization/offloading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different problems: PaddleOCR-VL loading in vLLM vs gpt-oss GGUF architecture support." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention Qwen3.5-ish workflows, but one is a generic mask-shape IndexError and the other is an SFT/trainer embedding unpacking failure." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different MoE/runtime paths: torch dynamo grouped_mm tracing vs tensor-parallel support for GPT-OSS MoE." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to Qwen3.5 chat/completions streaming failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "gpt-oss GGUF architecture support and Qwen3.5 streaming are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Both touch generation/model behavior in v5, but one is int4 memory/OOM and the other is tied-weights behavior on translation models." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different code paths: init_empty_weights argument handling vs pydantic PretrainedConfig field breakage." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is not the same bug as the v5 PretrainedConfig/pydantic regression." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexError-style failures, but one is a mask-length mismatch and the other is a zero3/BertModel empty-dimension access." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage and torch/transformers version incompatibility overlap only at a very broad compatibility level." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal failures: image-preprocessor dtype mismatch vs video feature/token count mismatch." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 regression: both report that SigLIP2 outputs are badly wrong, just with different user-facing symptoms." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both involve Qwen video-related regressions, but one is a v5.3.0 video-input regression across multiple models and the other is a specific apply_chat_template feature/token mismatch." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Official Nemotron example breakage and YOLO multi-GPU device-map auto failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "One is about unwrapping text_config for composite multimodal configs; the other is a rotary-embedding materialization/memory bug." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different failures in different loading/training scenarios; only shared theme is remote-code/model initialization." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash-Attn2 fallback gating and remote-code config_class errors are separate issues." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Both are multimodal, but image dtype mismatch and input-embedding unpacking are different bugs." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight requirement and Qwen3.5 SFT embedding unpacking do not share the same underlying code path." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter/custom-model init regression is unrelated to flash-attn2 fallback checks." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on GPT-OSS and a bare GLM5 title are not the same bug." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Same underlying trust_remote_code/custom-module loading bug: path/caching resolution causes the wrong local code to be loaded." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is a specific Mistral3 lm_head tying bug and the other is a broader v5 translation-model behavior change." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8 failure and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is not the same as tied-weights regressions." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer discussion and a docs typo are clearly unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed CLI docs are different documentation issues." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is unrelated to tied-weights regression." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoEHybrid invalid method calls are different model bugs." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and tied-weights issues are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Same validation-family bug: both concern misleading/wrong input-vs-embedding error handling, with T5 as a specific model-family case." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: 43873 is the strongest open/global reference by activity, 45698 is a reasonable canonical anchor by discussion and specificity, and the accepted soft-edge pairs are conservative and plausibly describe the same underlying bugs rather than merely similar subsystems." + }, + "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": 4, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "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:39692|issue:43054", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:43644|issue:43950", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43828|issue:44928", + "issue:43054|issue:45701", + "issue:45920|issue:46489", + "issue:38175|issue:43054", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:44403|issue:44451", + "issue:41553|issue:43883", + "issue:43975|issue:45520", + "issue:24643|issue:28530", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:43782|issue:44960", + "issue:41553|issue:43881" + ], + "prepared_review_unit_hash": "e85bc2d0ddf9e906beab3ca7dd2876f9fdf44bb7b20a76b4d6119f1914060938", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36285, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated Transformers issues. Only a few soft pairs look like true duplicates: the non-persistent-buffer regression, the StaticCache seq-length regression, and the Gemma4 quantized-embedder dtype-cast bug.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43950 is the best canonical issue candidate because it most clearly and broadly describes the non-persistent-buffer regression, and it matches the closely worded variant 43644 and the paraphrase 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "For the cluster as a whole, there is no single true canonical because the items span many distinct bugs; among the duplicate-like subgroup, 43950 is the strongest anchor due to its clear regression description and duplicate variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Unrelated failures: DeepSeek tokenizer detokenization vs Qwen3 NVFP4 load error." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and failure modes; not clearly the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs/example errors and model quality regression are different issues." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same non-persistent-buffer corruption regression in from_pretrained, just reworded." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer signature change vs Gemma3 DeepSpeed load crash are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Both report the same v5 non-persistent buffer junk/corruption bug." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/storage errors with different root causes." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; the second is an explicit duplicate." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different model/runtime failures: dtype mismatch in autocast vs flash-attn crash from 3D position_ids." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Embedding-quality complaint vs tokenizer/version behavior change; not the same bug." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both involve tokenizers, but one is a broad AutoTokenizer ID regression and the other is a DeepSeek-Coder-specific decode/output issue." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Unexpected zero probabilities vs worse text embeddings are different symptoms and likely different code paths." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same cache.get_seq_length return-type regression affecting static cache arithmetic." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both mention buffer/state materialization problems, but one is non-persistent-buffer loading corruption and the other is rotary embedding uninitialized memory." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Different SigLIP2 complaints: embedding quality vs HF/JAX discrepancy." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5 failures: flash-attn packed-sequence misread vs CPU-offload incompatibility." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA issue and int4 CUDA memory OOM are different bugs." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "FSDP2 shared_kv_states rebuild bug is unrelated to rotary embedding memory initialization." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs specific model load failure are not the same underlying issue." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error message vs missing all_tied_weights_keys attribute are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug vs Python 3.13 flash_attn import error are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight shape runtime error and early-stopping metric warning are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Noisy loading output vs a specific model load failure are not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote_code, but one is missing fields in AutoConfig and the other is a broad compatibility complaint; not enough evidence of one concrete bug." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different training-memory problems with different mechanisms." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 load crash and Qwen3Moe FineGrainedFP8 failure are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Missing model import and bitsandbytes Int8Params constructor error are different issues." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error and GLM5 issue are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Bad error message loading Voxtral and glm-4v-9b load failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft pairs are well supported by the issue titles/descriptions (43950/43644/44534, 45987/46858, 46899/46932), and the rejected pairs are generally phrased cautiously enough. No PR-pair mergeability concerns apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 5, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "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:43828|issue:45823", + "issue:42491|issue:44368", + "issue:45020|issue:45356", + "issue:43881|issue:43883", + "issue:45715|issue:46315", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:43872|issue:44291", + "issue:43827|issue:44509", + "issue:45488|issue:46489", + "issue:43404|issue:43950", + "issue:45020|issue:46661", + "issue:46894|issue:46897", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:41093|issue:44805", + "issue:41553|issue:44991" + ], + "prepared_review_unit_hash": "8a5b9df2f4602a9063566bc767b6581377476207c9252ae75ddacba97a2234e1", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36756, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly conservative cluster triage: the docs/pipeline pair and the mask-shape pair still look like clear duplicates, and the two double-shift reports are the same bug pattern. The remote-code issues are related, but 45020 does not cleanly subsume 46661 on the available evidence.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 45020 is still the strongest umbrella representative for the cluster because it captures a broad, high-signal remote_code regression. However, 46661 should be treated as a related AutoModel.config_class failure rather than a proven duplicate/subset of 45020.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the best representative issue because it is the broadest and most central remote-code loading regression in the set, while the nearby reports are either narrower variants or unrelated model-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different failures: an MoE MPS histogram type error vs a Gemma4 PLE device-map mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Both touch tokenizer/attention internals, but they are different bugs: a Mistral regex crash vs flash-attn fallback gating." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code model breakage and a Gemma4 device-mismatch forward error are unrelated code paths." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Related surface area, but this is a different bug: add-new-model-like handling of TOKENIZER_MAPPING_NAMES vs remote_code regressions." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different model-specific runtime problems: autocast dtype mismatch vs device placement mismatch." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen LoRA/tie-word-embeddings, but one is a load-time incompatibility across versions and the other is a warning about config flags." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "One is a broad remote_code regression; the other is a tokenizer codec/warning regression for Kimi-K2.5." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model load failures for different model families, with no clear shared code-path bug." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect different APIs with different causes." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "Bitsandbytes parameter-construction incompatibility and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both involve AutoModel, but one is composite-config unwrapping and the other is remote-code config_class lookup." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Same error token appears, but the failing code paths differ: bitsandbytes Int8Params vs init_empty_weights model loading." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: both report lingering references to pipeline tasks removed in v5." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both concern DeepSeek tokenizers, but they describe different failures and different model families." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "One is a tied lm_head bug in Mistral3; the other is a non-persistent buffer corruption regression." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both are remote-code/AutoModel loading issues, but the evidence only shows related symptoms: 45020 is a broad remote_code regression, while 46661 is a specific config_class AttributeError." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "These are the same training-loss double-shift bug pattern reported for two model variants." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper runtime failure and a specific fbank-feature helper issue are plausibly related, but not clearly the same bug from the titles alone." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve MoE/DeepSpeed training, but one is weight conversion on load and the other is gradient averaging during training." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Different checkpointing problems: LoRA checkpointing not taking effect vs a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Completely different failures: a Trainer API signature change vs a tensor mask shape mismatch." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are DeepSpeed ZeRO-3 weight-loading reports, but they affect different Qwen generations and different missing-weight symptoms." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different load failures; only the generic 'cannot load checkpoint' theme is shared." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different bugs: RLHF NaN/position_ids instability vs a flash-attention AttributeError on sink-less models." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Training DeepSpeed weight-shape error and segmentation-map processing failure are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same IndexError pattern with the same mask-vs-tensor shape mismatch; 44805 is just a generalized later report." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading issues, but the models and failure modes differ." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Shared unexpected kwarg is not enough: these are different parameter-loading paths and likely separate fixes." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both concern Qwen video models, but one is a broad video-input regression and the other is a specific StopIteration error." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code loading breakage and a Kimi tokenizer codec regression are distinct issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The output is mostly careful, but it overreaches on the remote-code pair. Issue 45020 and issue 46661 are clearly related at a high level, yet the packet does not establish they are the same bug or that 45020 cleanly subsumes 46661; one is a broad remote_code regression and the other is a specific config_class AttributeError. That makes the accepted soft-edge verdict and the canonical_issue_reason a bit too strong. The rest of the duplicate calls look conservative, but this one relation should be downgraded to related, not duplicated/subsumed." + }, + "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": 6, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "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:43366|issue:43828", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:41553|issue:44488", + "issue:43366|issue:44589", + "issue:44155|issue:45584", + "issue:43638|issue:46515", + "issue:45663|issue:45823", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:43716|issue:44560", + "issue:43950|issue:45834", + "issue:43645|issue:43646", + "issue:42617|issue:43366", + "issue:44910|issue:46858", + "issue:44560|issue:45685", + "issue:43550|issue:44910", + "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:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44877|issue:45030", + "issue:45672|issue:46899", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:42491|issue:43720", + "issue:43632|issue:45834", + "issue:44661|issue:44805" + ], + "prepared_review_unit_hash": "06215ab2a561acbad23594b9fa14907de2524e14f3a0f98bff429c939d640d1a", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38361, + "estimated_input_tokens": 9591, + "estimated_eval_tokens": 19438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous, but there are three clear duplicate pairs: Transformers 5.0 custom model initialization (43645/43646), siglip2-base-patch16-224 incorrect outputs (38175/43994), and Gemma4 4-bit multimodal dtype-cast failures (45672/46899). The remaining pairs share broad subsystems or model families but look like distinct bugs.", + "confidence": 0.77, + "canonical_issue_reason": "43646 is the broadest clean duplicate candidate in the set: it captures the generic Transformers 5.0 custom model initialization regression, while 43645 is just the notebook-specific variant.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the best representative issue title here because it is the most general, high-signal report among the true duplicates; the other accepted duplicate pairs are separate subclusters.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Same broad area (model loading), but different models and failures: Qwen3.5 PagedAttentionCache vs NemotronH checkpoint loading." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are load failures, but for different architectures and different root symptoms; not the same bug." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Different problems: GGUF gpt-oss support vs Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Both involve Qwen-ish/MoE contexts, but one is GGUF architecture support and the other is a sliding_window bug; distinct code paths." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Same exception class is not enough here; one is a Deepspeed ZeRO3 BertModel IndexError, the other is a torch 2.4.1 incompatibility report." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both mention rotary/position-related internals, but one is Qwen2.5-VL temporal scaling and the other is Qwen3_5Moe inv_freq materialization; different defects." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading regressions, but they affect different models and likely different configuration issues." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Different bugs: GGUF gpt-oss support vs Float8 storage lookup failure." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batch leakage and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "A Bert/ZeRO3 IndexError and a torch version incompatibility are not the same underlying bug." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4, but one is FSDP2 shared_kv_states logic and the other is device_map='auto' device mismatch; different failures." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and meta-device loading regressions are separate issues." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Importing Qwen2_5_VLForConditionalGeneration and meta-device loading failures are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model families and different symptoms: Mistral-3 preprocessing dtype mismatch vs Qwen3-vl-embedding StopIteration." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and Kosmos2.5 long-OCR index errors are distinct bugs." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying Transformers 5.0 custom model initialization regression; 43645 is just the notebook-specific manifestation." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both involve attention/cache internals, but one is Qwen3.5 flash-attention 3D position_ids handling and the other is static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl-embedding StopIteration and MPS histogram_mps on Int in moe are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both are attention-related, but Bamba SDPA+torch.compile and Qwen3.5 3D position_ids/flash-attention are different code paths." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is video StopIteration and the other is TRL SFT embedding unpacking; not the same bug." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and a generic torch 2.4.1 incompatibility report are too broad and not the same failure." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization logic." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device placement bug and a generic torch incompatibility report are not the same underlying problem." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping add-new-model-like failure and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and likely different code paths: Qwen3-vl video StopIteration vs a generic mask/tensor shape IndexError." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same model and same symptom family for siglip2-base-patch16-224; 43994 is the broader rephrasing of the incorrect-output regression." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config validation issues, but for different models and different validation changes." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 4-bit multimodal quantization bug: unsafe dtype casting in audio/vision embedders." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Bert/ZeRO3 IndexError and tokenizer-mapping add-new-model-like failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Deepspeed ZeRO3 BertModel IndexError and tokenizer-mapping failure are different bugs." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3_moe LoRA incompatibility and BitNet packed-weights loading are separate regressions." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag breakage and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping bug and generic mask shape IndexError are not the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The three accepted duplicate pairs are plausible from the issue titles, and the rejected pairs are generally justified as different models, symptoms, or code paths. The canonical/best-issue choice is also reasonable given the broadest of the duplicate titles." + }, + "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": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "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:44402", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44756", + "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: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:39692|issue:43994", + "issue:43257|issue:43854", + "issue:44488|issue:44991", + "issue:43856|issue:43873", + "issue:42491|issue:45292", + "issue:43854|issue:43931", + "issue:43856|issue:44387", + "issue:42491|issue:45335", + "issue:43708|issue:44075", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:46897|issue:46901", + "issue:45276|issue:45335", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:39692|issue:44960" + ], + "prepared_review_unit_hash": "944f74cca3a2c203dc260b534a54a89d0edf05b64238c057854c0843bfd04fbe", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "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 mostly a mix of unrelated issue reports, with two clear duplicate mini-clusters: the Transformers 5.x non-persistent-buffer regression and the Gemma4 resize_token_embeddings bug.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43644 is the clearest representative of a true duplicate pair (with issue:44534) and has the broadest, most central description of the non-persistent-buffer regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest overall issue candidate because it describes a concrete, repeatable Transformers 5.0.0 regression and is the best canonical anchor for one of the only clearly duplicated problems in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different failures: device_map/offload load error vs Strix Halo mmap OOM." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "One is wrong SigLIP2 probabilities; the other is a doc example/model-processor mismatch with quantization failure." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying Transformers 5.x regression: non-persistent buffers being filled with junk." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen3 problems and code paths: CUDA assert with auto device mapping vs FineGrainedFP8Config failure." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "FP8 config failure and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA/hf4.x compatibility issue vs Gemma4 resize_token_embeddings behavior; not the same bug." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 issue and Qwen3.5 flash-attention generation bug are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but for different models/repos with no concrete shared root cause shown." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading failure vs missing linear_attn entries in Qwen3.5 TP plan." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Related theme of dtype handling, but one is ignored dtype on loading composite checkpoints and the other is stale config.dtype after from_config." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs: ZeRO-3 weight loading for Qwen3.5 vs incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid vs broken official Nemotron example; different concrete failures." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both mention Transformers 5.x behavior, but one is buffer corruption and the other is Jupyter custom-model initialization; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Docs-example errors vs nonsensical SigLIP2 outputs; different issues." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE accelerate/deepspeed conversion issue vs GLM-4.7-Flash unit-test loading failure." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/model regressions: sleng-bert loading failure vs est-roberta tokenizer loading failure." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Training-memory inefficiency vs quantization offload not working; distinct symptoms and fixes." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA hf4.x incompatibility is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "GLM-4.7-Flash load failure and Qwen3-VL weight-shape mismatch are different model-loading bugs." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Different memory issues: Qwen3 MoE training inefficiency vs int4 quantization reserved-memory OOM." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "hf4.x LoRA incompatibility vs t5gemma resize_token_embeddings bug; unrelated." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps calculation bug vs SGD args being ignored." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 issue vs quantized model broken after save/from_pretrained; unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "extra_state save/load bug vs init_empty_weights unexpected argument; different code paths." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Both are double-shift reports, but they are on different model families with no evidence of the same underlying implementation bug." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both involve resize_token_embeddings, but they are architecture-specific failures in different model families and not clearly the same bug." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer pre-tokenizer override regression vs Granite token-id regression; different concrete problems." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer; unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Flash-attention illegal memory access from 3D position_ids vs AttributeError on s_aux=None; different failures." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Vocabulary-size mismatch issue vs model loading failure; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 doc-example problems vs GLM5 issue; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted duplicate pair (43644/44534) is well-supported by the titles. The other soft-edge rejections stay conservative and do not overclaim duplicates." + }, + "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": 8, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44589", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "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:43425|issue:43957", + "issue:41720|issue:44155", + "issue:44291|issue:44756", + "issue:45663|issue:45759", + "issue:43404|issue:43454", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:44079|issue:46829", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:42947|issue:43381", + "issue:44155|issue:45823", + "issue:43957|issue:44756", + "issue:44387|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:42175|issue:43957", + "issue:43645|issue:44164", + "issue:44589|issue:44756", + "issue:44402|issue:44451", + "issue:43646|issue:43708" + ], + "prepared_review_unit_hash": "46ef3d17bb21793cb5979d1bcfb29156eacf47d87dc025a1d329029c560ee101", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36537, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are superficial similarity matches across unrelated Transformers regressions. The only clear duplicate-like cluster is the resize_token_embeddings issue family around output/decoder embeddings.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45292 is the best canonical issue because it states the underlying resize_token_embeddings bug in the most general form, and it matches the other closest reports as a shared code-path failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the strongest representative of the cluster: concise, general, and directly aligned with the duplicate-like resize_token_embeddings reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 compatibility and meta-device loading are different failure modes and different fixes." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and AudioFlamingo batched inference leakage are unrelated bugs." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling and Strix Halo mmap OOM are distinct loading issues." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and AutoModelForCausalLM text_config unwrapping are different code paths." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both concern lm_head tying, but for different models and different concrete implementations." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with LoRA and an Apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization offloading behavior and int4 reserved-memory OOM are not the same bug." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "ModelOutput key assignment and VideoPrism output field wiring are separate issues." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 attention state rebuild and Qwen3_5Moe CPU offload incompatibility do not share the same root cause." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 loading and git-oss-20b MXFP4 fallback are different model/quantization regressions." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "GenerationMixin import failure and Whisper return_language pipeline regression are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is LoRA ineffectiveness and the other is eval-mode prohibition." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo batched inference leakage is unrelated to Gemma4 device-map mismatch." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device model loading and Strix Halo mmap OOM are different loading problems." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 quantization memory growth and Strix Halo mmap OOM are not the same underlying issue." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Gemma4 FSDP2 attention bug are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and broken official Nemotron example are too different to merge." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Both describe the same resize_token_embeddings failure: embeddings are not updated properly after resizing." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Qwen video-input regression and granite_speech strict-config loading are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing and RLHF NaN from 3D position_ids/SDPA fallback are distinct problems." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state save/load handling and Strix Halo mmap OOM do not share a root cause." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE marker handling and continue_final_message behavior are different tokenizer bugs." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention s_aux=None crash and Gemma4 shared_kv_states rebuild are separate code paths." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Permissions propagation on saved custom-model files and wrong module loading after save_pretrained are different issues." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading and Qwen3.5 save_pretrained regression are unrelated model-specific failures." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both report resize_token_embeddings failing to update downstream embeddings, just on different model components." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The rejected pairs are conservative and the two accepted resize_token_embeddings pairs are plausibly mergeable into one bugfix family. The canonical choice of issue:45292 is defensible as the more general representative of 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": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46821", + "issue:46869", + "issue:46894", + "issue:46899", + "issue:46901", + "issue:47050" + ], + "soft_pairs": [ + "issue:46894|issue:46901", + "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:43425|issue:46869", + "issue:44683|issue:45823", + "issue:39404|issue:46665", + "issue:43425|issue:43716", + "issue:43425|issue:45823", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:43994|issue:44079", + "issue:43906|issue:44530", + "issue:46050|issue:46326", + "issue:36032|issue:43452", + "issue:44265|issue:44898", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:39404|issue:44912", + "issue:44671|issue:44991", + "issue:44991|issue:45081", + "issue:45823|issue:46899", + "issue:45479|issue:46894", + "issue:43856|issue:44756", + "issue:44164|issue:46821", + "issue:43299|issue:43931", + "issue:43596|issue:44683", + "issue:43632|issue:47050" + ], + "prepared_review_unit_hash": "6bfc9e624cf0d5efc2b5e7698263d872cf4fc3a26ce5344e04f9dfee4a606652", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37509, + "estimated_input_tokens": 9378, + "estimated_eval_tokens": 19012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose topical cluster, not a true duplicate set: the issues span tokenizer regressions, model-loading failures, multimodal bugs, torch/runtime incompatibilities, and docs problems. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45701 is the broadest umbrella item here and the closest representative for the tokenizer-regression slice, though the overall cluster is too heterogeneous to treat as one duplicate thread.", + "canonical_pr_reason": null, + "best_issue_reason": "45701 is the safest global anchor because it is generic enough to cover the tokenizer-related reports better than the narrower model- or backend-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Same high-level loss-shift symptom, but different model families and no evidence of the same code path." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Both mention torch-related breakage, but one is a version compatibility issue and the other is a dtype mismatch in a specific model." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in token conversion vs an encode/decode spacing regression; different bugs." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer wrong IDs vs slow conversion; these are distinct failure modes." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language breakage is not the same as a broad tokenization change report." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different subsystems and different error modes; no same concrete bug path." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 loading regressions, but they affect different mechanisms: base_model_prefix handling vs Jupyter custom-model initialization." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch incompatibility and YOLO device-map failure are unrelated concrete problems." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "flex_attention compilation failure is unrelated to Gemma4 device-mapping mismatch." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Pipeline whisper behavior and from_pretrained-in-class inconsistency are different issues." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Generic torch 2.10 incompatibility does not match a Mistral dtype mismatch in multimodal preprocessing." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Same broad torch/device area, but not the same bug or code path." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Both are input-shape regressions, but one is a specific v5.3 video-input regression and the other is a generic mask index error." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Storage lookup failure and template-node compilation failure are unrelated runtime errors." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs/task-name related, but they cover different APIs and different mismatches." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Nonsensical outputs from a specific model vs ModelOutput key assignment behavior; not the same bug." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "A reproduction of one issue is not the same as a cache crash in a different model family." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantization save/load breakage and mistral_common continue_final_message are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method-name conflict vs gguf_file loading regression; different code paths." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/exportable-check failure is not the same as Perceiver interpolation failure." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling is unrelated to composite Qwen text_config unwrapping." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Isolated reproduction of one bug is not the same as the continue_final_message tokenizer regression." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language and MXFP4 quantization fallback are different regressions." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM predictions and tokenizer load failure for est-roberta are different failure modes." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading issues, but they target different tokenizers and different fixes." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both involve Gemma4, but one is a device-mapping mismatch and the other is a 4-bit dtype cast bug in multimodal embedders." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Degenerate zero-loss classification bug and training-loss double-shift are not the same issue." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Memory-usage issue in Qwen3 MoE training and mmap OOM workaround are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state save/load failure is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both concern Qwen3-VL loading, but one is a dev0 breakage and the other is a specific weight-shape mismatch; not enough evidence of one bug." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed zero3 BertModel failure and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "_is_hf_initialized regression and ONNX fp16 attention dtype mismatch are different code paths and symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 10, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43746", + "issue: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:45479", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46897" + ], + "soft_pairs": [ + "issue:44488|issue:44987", + "issue:45479|issue:46897", + "issue:44488|issue:45081", + "issue:43611|issue:43644", + "issue:42796|issue:43404", + "issue:36032|issue:42915", + "issue:44462|issue:46489", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:39404|issue:44671", + "issue:44661|issue:44683", + "issue:43643|issue:44530", + "issue:42915|issue:44530", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:44737|issue:45859", + "issue:40990|issue:43421", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:40444|issue:46326", + "issue:42175|issue:46178", + "issue:43582|issue:43632", + "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:43746|issue:46326" + ], + "prepared_review_unit_hash": "78cce39e36aaaf8b9e1c1bd9891b591293cade8e7896d49901055a5da526bfa1", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36754, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are largely unrelated regression reports across tokenizer loading, model initialization, Whisper, multimodal, and backend/offload behavior. None of the soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.87, + "canonical_issue_reason": "issue:44462 is the broadest and most representative tokenizer-loading regression in this set; several nearby reports are also about AutoTokenizer/model loading behavior, but none are true duplicates of one another.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the best single issue to anchor the cluster because it describes a general loading-path regression with broad user impact and fits the largest subset of nearby tokenizer-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are tokenizer/model-loading failures, but they appear to be different regressions on different models and code paths, not the same bug." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Both mention a training-loss pathology, but the models and bug pattern are different enough that this is not clearly the same underlying defect." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "One is a model-loading failure, the other is a Mistral tokenizer regex/backend_tokenizer crash; different root causes." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is model loading with base_model_prefix and the other is non-persistent buffer initialization; not the same code-path bug." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Mistral lm_head weight tying are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method-name conflict and FP8 config failure are unrelated issues." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizer behavior, but one is AutoTokenizer ignoring tokenizer.json while the other is a specific DeepSeek-Coder v1 output regression; not enough evidence of the same defect." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure inconsistency and Sam3Model text-encoder weight loading are different model-specific regressions." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and a template-node compilation error are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return behavior and CamemBERT masked-LM predictions are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer-mapping registration and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading and PagedAttentionCache group-type crash are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different model families and different failure modes; not the same bug." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading problems, but they affect different repositories/models and appear to stem from different causes." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Grouped_mm torch dynamo tracing failure and template-node compilation failure are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU placement bug and Qwen3_5Moe CPU-offload incompatibility are separate device-placement regressions." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression and runtime special-token post-processor update bug are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token counting and Qwen2.5-VL iterable-dataset multi-image failure are different training issues." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent buffer corruption and custom model initialization breakage are related to v5 initialization, but not the same concrete bug." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Iterable-dataset multimodal training failure and mistral_common continue_final_message behavior are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Different backend/package-installation issues; not the same problem." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError and _is_hf_initialized flag regression are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature related, but one is a regression from an unsupported argument and the other is an internal feature-extraction issue; not clearly the same bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict and notebook custom-model initialization breakage are different issues." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper token decoding/generation, but one is skip_special_tokens handling and the other is empty-transcription failure after align_special_tokens; different code paths." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "gguf_file loading breakage and Qwen2.5-GGUF v5 loading failure are related to GGUF loading broadly, but not clearly the same underlying bug." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading regressions, but they involve different models and likely different tokenizer/config paths." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template-node compilation failure and GraniteMoEHybrid invalid-method calls are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized offload loading failure and Qwen2.5-GGUF loading failure are different loading paths with different failure modes." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local-checkpoint loading and mistral_common continue_final_message behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 11, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43208", + "issue:43262", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45987", + "issue:46661", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47013" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:43208|issue:47013", + "issue:44403|issue:45081", + "issue:43792|issue:46869", + "issue:42915|issue:45084", + "issue:43646|issue:44534", + "issue:43645|issue:46661", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:43883|issue:44488", + "issue:44987|issue:45081", + "issue:43404|issue:44466", + "issue:28530|issue:34567", + "issue:42915|issue:44291", + "issue:43994|issue:44610", + "issue:44451|issue:45081", + "issue:36032|issue:43742", + "issue:44464|issue:45987", + "issue:44062|issue:44987", + "issue:44008|issue:46899", + "issue:42915|issue:44589", + "issue:44265|issue:44610", + "issue:43322|issue:43540", + "issue:43531|issue:44877", + "issue:43632|issue:46821", + "issue:44479|issue:45325", + "issue:36032|issue:41720", + "issue:43089|issue:45987", + "issue:43425|issue:44403" + ], + "prepared_review_unit_hash": "daf8efb16e0f7326b6151e4b6172c2a037eb6ae81bcb16ebec6e5cc3252b9850", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35953, + "estimated_input_tokens": 8989, + "estimated_eval_tokens": 18234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not one duplicate cluster; it\u2019s a heterogeneous collection of unrelated issues, with all soft-pair candidates looking like false positives on title-level evidence alone.", + "confidence": 0.86, + "canonical_issue_reason": "No single issue is a safe canonical representative because the items span many unrelated bugs and regressions across different subsystems and models.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue candidate stands out globally; the set does not share one underlying defect, so picking a single issue would be misleading.", + "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 and the other is a batching/padding-mask encoder discrepancy; different bugs." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Same xLSTM area, but 43208 is a bundle of three training blockers while 47013 is a specific return_last_states unpacking crash." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Both concern loading/tokenizer setup, but one is noisy logs and the other is a Mistral regex patch crash; different failure modes." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Completely different models and symptoms: Whisper cannot run versus YOLO multi-GPU auto device-map failure." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Different root causes and code paths: Qwen3Moe FP8 failure versus a Jinja/template compilation TypeError." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is custom model initialization and the other is non-persistent buffer serialization; not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Related to custom/remote-code models, but the notebook initialization break and the missing config_class error are distinct problems." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen multimodal regressions, but one is hidden-state handling and the other is rope/position-id scaling for still images; not the same issue." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-model correctness bugs, but MIMI padding-mask batching and DAC forward/from_latents STE mismatch are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys on Molmo is unrelated to the ScandiBERT loading failure." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different loading failures: physical-intelligence/fast regression versus Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied lm_head weights, but one is a model implementation bug and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Trainer early-stopping metric lookup and num_input_tokens_seen not updating are separate TrainerState/Trainer behaviors." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both involve model loading, but FP8 config failure and unexpected _is_hf_initialized argument are different regressions." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different model families and fixes: SigLIP2 wrong outputs versus OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure is not the same as the Mistral regex backend_tokenizer crash." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and MobileLLM key error are separate model-loading issues." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and a wrong return type from StaticCache.get_seq_length are different defects." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Duplicate AddedToken keyword arguments is unrelated to the physical-intelligence/fast loading failure." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma multimodal issues, but one is a variable-name collision and the other is an unsafe dtype cast in 4-bit quantization." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to the missing Float8 storage object error." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export compatibility with torch_compilable_check and OmDet-Turbo's input-size bug are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal model families and failure types: Llava Next segfault versus Qwen3OmniMoe video-processing ValueError." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and granite_speech strict config loading are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Transformers v5 _is_hf_initialized breakage and TimesFM window_size AttributeError are separate regression reports." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Closely related Qwen VL family, but one is a broad video-input regression and the other is a specific still-image temporal position-id scaling bug; not clearly the same underlying defect." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer loading conflict and Qwen3 auto device-mapping cudaErrorAssert are unrelated." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation sync/dispatch overhead is performance-related and unrelated to the StaticCache seq-length contract bug." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility and noisy loading logs do not describe the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 12, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:43883", + "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:43296|issue:43531", + "issue:40444|issue:45325", + "issue:43883|issue:44991", + "issue:43611|issue:44534", + "issue:44991|issue:46315", + "issue:44220|issue:44683", + "issue:43716|issue:46899", + "issue:44403|issue:44991", + "issue:43381|issue:45923", + "issue:42796|issue:43746", + "issue:45812|issue:46491", + "issue:43632|issue:44756", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:44291|issue:44589", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43421|issue:44568", + "issue:41720|issue:45081", + "issue:42175|issue:45542", + "issue:43482|issue:45538", + "issue:44079|issue:44534", + "issue:43296|issue:46821", + "issue:44462|issue:45812", + "issue:43317|issue:43856", + "issue:42175|issue:43296" + ], + "prepared_review_unit_hash": "f3911285ea695298fdd002088f8ee46b2e9b6b3198ecdfc46ecf08a81ce94966", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36467, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and contains one likely duplicate-ish Qwen3.5 save_pretrained regression pair; the rest are broad same-subsystem but not same underlying bugs.", + "confidence": 0.31, + "canonical_issue_reason": "issue:45216 is the broadest/earliest clear regression report in the only near-duplicate pair, and it matches the later Qwen3.5 save_pretrained complaint.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the best representative because it describes a concrete regression with a clear failure mode and has the strongest overlap with another candidate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same model family and same save_pretrained checkpoint corruption regression; the later issue reads like a follow-up of the same bug." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Both involve Qwen models, but one is a PaddleOCR-VL load failure and the other is a sliding_window bug in Qwen3-MoE; different code paths." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is a multi-image iterable dataset finetuning failure and the other is a still-image RoPE/position_ids bug." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated failures: Molmo tied-weights attribute vs tokenizer loading for est-roberta." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions: base_model_prefix loading vs non-persistent buffer initialization." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure and tokenizer id conversion slowdown are separate issues." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction and compiled flex_attention are unrelated subsystems." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal dtype issues, but they affect different models and different failure modes." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Loading noise bug vs tokenizer loading failure; not the same underlying problem." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is eval-mode misuse and the other is a missing capability flag." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is Granite token IDs and the other is CodeLlama round-trip spacing; different bugs." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Transformers v5 init flag breakage vs Strix Halo mmap/OOM; no common code-path." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen-VL training-related, but one is generic multi-GPU training and the other is multi-image dataset failure." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and missing Float8 storage type are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are v5-related, but one is init_empty_weights argument handling and the other is float8 storage resolution." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression and Whisper batch_decode special-token handling are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker bug and DeepSeek accuracy regression are not the same issue." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure and Llama4Config pad_token_id attribute error are distinct problems." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL iterable dataset finetuning." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug and Gemma4 FSDP2 shared_kv_states bug are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument compatibility are separate bugs." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updates and add_special_tokens/BOS-EOS insertion are related broadly, but not the same concrete defect." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Auto device mapping cuda assert and Mistral regex patch tokenizer crash are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both concern TensorFlow packaging/backend availability, but one is missing TF in the torch extra and the other is a backend error when only tensorboard is installed." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer model_max_length are different issues." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key bookkeeping and non-persistent buffer corruption are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL model loading and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Granite token ID regression are separate tokenizer issues." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map offload loading failure and Qwen3 MoE training memory usage are different problems." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer/config regressions with no shared failing code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies one plausible duplicate-ish pair (45216/45357) while treating the rest as same-subsystem but different bugs. The reject verdicts are appropriately cautious, and none of the claims overstate the evidence available from titles/metadata." + }, + "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": 13, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43582", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44509", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909" + ], + "soft_pairs": [ + "issue:44509|issue:46909", + "issue:43611|issue:43646", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:43818|issue:46402", + "issue:40444|issue:45381", + "issue:43818|issue:45357", + "issue:44265|issue:45072", + "issue:43493|issue:43994", + "issue:45325|issue:45834", + "issue:45325|issue:45381", + "issue:44829|issue:45479", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:43701|issue:45325", + "issue:43873|issue:45701", + "issue:42796|issue:45381", + "issue:41553|issue:43582", + "issue:40990|issue:45584", + "issue:43606|issue:44265", + "issue:44479|issue:45823", + "issue:43262|issue:43746", + "issue:43828|issue:46821", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:39692|issue:40444", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:43606|issue:43819" + ], + "prepared_review_unit_hash": "8d9c3ddd483e4650ca94b11e2f5b6fd1d733d5c71b2d6597dd46d40e3f58ea21", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36921, + "estimated_input_tokens": 9231, + "estimated_eval_tokens": 18718 + }, + "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; none of the suggested soft pairs look like true duplicates or mergeable PR-equivalents. The broad offloading/quantization report is the best representative issue.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43873 is the most central and broadly framed item here, with the highest discussion/inbound activity and a concrete user-facing runtime problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best global representative because it is active, broad, and actionable compared with the many narrowly scoped one-off regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation bugs, but they target different docs problems: removed pipeline tasks vs a broken DIA example." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both mention Transformers v5 breakage, but one is about `base_model_prefix` loading and the other about custom model initialization." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/padding effects, but they are different models and different failure modes." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "One is about non-persistent buffers in v5; the other is about `ModelOutput` key assignment. These are unrelated internals." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different subsystems and symptoms: Video-LLaVA tower structure vs Sam3 text encoder weight loading." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "One is a finetuning failure with multiple images per prompt; the other is a video position-id regression." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Both touch Qwen/video-style models, but one is missing temporal attention and the other is incorrect visual encoder key saving." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "One is a `torch.export`/`torch_compilable_check` failure; the other is a bfloat16 dtype mismatch. Not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is JAX-vs-HF parity while the other is a bad AutoModel/pipeline result. Too weak to treat as one bug." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different issues: rope-index temporal scaling vs long OCR index error." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position issues, but one is still-image temporal scaling and the other is video vision position IDs." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "One is a flash-attention training degeneration regression; the other is a loss/labeling bug for `num_labels=1`." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights, but one is a config/weight-tying failure causing garbage outputs and the other is serialization inconsistency by device." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Distinct failures: FineGrainedFP8Config incompatibility vs GGUF loading breakage in v5." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "One is an unexpected `_is_hf_initialized` argument in `init_empty_weights`; the other is strict config blocking `granite_speech` loading." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch and Qwen2.5-VL rope-index scaling are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantized offloading behavior and tokenization-version changes are different problems." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to video `vision_position_ids`." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error messaging for Voxtral and an Apple Silicon TypeError are separate issues." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Different model paths and symptoms: perplexity regression vs empty-transcription generation failure." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch is not the same as `torch.export` failing on `torch_compilable_check`." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video regression and Gemma4 PLE device mismatch are different model-specific bugs." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch and `window_size` AttributeError do not indicate the same underlying bug." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` and a Qwen3 device-map CUDA assert are different failure modes." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice preset failure and progressive generation issues are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc-example errors and Qwen2.5-VL multi-image finetuning failures are different model/docs problems." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both are device-related, but they affect different models with different error surfaces." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer NER/padding crashes and `torch.export` failures are separate code paths." + }, + { + "left": "issue:43819", + "right": "issue:46821", + "accept": false, + "reason": "DAC forward/from_latents mismatch and a `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": 14, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "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:43550", + "issue:43572", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46402", + "issue:46821" + ], + "soft_pairs": [ + "issue:43454|issue:43550", + "issue:43257|issue:45923", + "issue:42796|issue:46209", + "issue:44568|issue:45920", + "issue:45823|issue:46821", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:42617|issue:42915", + "issue:40990|issue:42947", + "issue:46305|issue:46315", + "issue:43572|issue:45759", + "issue:43317|issue:43873", + "issue:43749|issue:44534", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:36331|issue:42915", + "issue:41720|issue:44977", + "issue:44877|issue:44991", + "issue:43881|issue:44488", + "issue:44466|issue:45357", + "issue:40990|issue:45701", + "issue:43450|issue:45701", + "issue:41720|issue:42617", + "issue:43065|issue:46402", + "issue:26413|issue:28530", + "issue:43873|issue:44756", + "issue:44186|issue:45072" + ], + "prepared_review_unit_hash": "3d4e387004f78e5b432ddbff716d6b9341f79d0c6046502c2a37882b09a1d516", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36914, + "estimated_input_tokens": 9229, + "estimated_eval_tokens": 18714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose topical grouping of distinct Transformers bugs: loading/offloading, tokenization, training loop, model-specific inference, and processor shape issues. The soft pairs share broad subsystem similarity but do not look like the same underlying bug/change.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 is the broadest and most central open report here: it covers quantization/offloading behavior, which is a recurring theme across several nearby issues in the set. It is a better cluster anchor than the many highly model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue because it is general, clearly framed, and likely to subsume adjacent loading/offloading regressions better than a narrow model- or tokenizer-specific ticket.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Different bugs in different code paths: weight tying/text generation vs torch.compile+SDPA inference failure." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "One is MOE weight conversion/loading with accelerate+deepspeed; the other is a missing gradient-checkpointing flag on a trust_remote_code model. Not the same defect." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer-related, but one is about add_special_tokens not adding BOS/EOS for a specific tokenizer, while the other is a broader wrong-token-id regression across several models." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Device-mapping forward mismatch for Gemma4 PLE is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Both involve batched inputs, but one is an audio encoder padding-mask correctness bug and the other is a video processor output-shape bug." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight-tying/garbage generation is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "A 3d_parallel.py runtime failure and a Qwen3Moe FineGrainedFP8Config issue are different failures." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a specific model/dataset is not the same underlying bug as ineffective gradient checkpointing with PEFT LoRA." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Off-by-one sliding-window masking and tokenizer conversion slowdown are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in one config and failure to unwrap text_config in composite multimodal configs are different configuration bugs." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "These are related only at a high level to loading/offloading with quantization; one is a specific gpu+cpu offload load failure, the other is a broader offloading regression." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are different issues affecting different mechanisms." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batched-vs-single output mismatch is unrelated to Perceiver image classification failing at non-default resolution." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Garbage text generation from untied weights and BitNet packed-weight unpacking during accelerate loading are different code-path problems." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segfault loading Llava Next models and sinq quantized save/load corruption are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different models and failures: cudaErrorAssert on Qwen3 auto device mapping vs Llava Next segfault on load." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer.compute_loss signature incompatibility is unrelated to 3d_parallel.py execution failure." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both involve memory, but one is int4 quantization OOM regression and the other is an apex RMSNorm memory leak." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API mismatch and Qwen3Moe fine-grained FP8 loading are different issues." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and Qwen3.5 flash-attention generation failure are separate regressions." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config blocks granite_speech loading; tokenizer loading for EMBEDDIA/est-roberta is a different failure." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are model loading problems, but they involve different models and likely different root causes." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Serialization of lm_head.weight vs incorrect visual encoder keys in save_pretrained are different save/load regressions." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on one model/dataset is unrelated to tokenization differences across transformer versions." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batched-shape bug and tokenization changes are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 device-mapping assert and 3d_parallel.py runtime failure are distinct problems." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Model text-encoder weights not loaded affect different components and are not the same bug." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume epoch_iterator failure and early-stopping metric lookup failure are separate training-loop issues." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading behavior and mmap-on-Strix-Halo OOM are not the same underlying defect." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/batched padding are unrelated to bfloat16 dtype mismatches in inference." + } + ] + }, + "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": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "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:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44451", + "issue:44464", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44898", + "issue:44991", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:46612|issue:46858", + "issue:45685|issue:46821", + "issue:43295|issue:45701", + "issue:43577|issue:43708", + "issue:43550|issue:43720", + "issue:43646|issue:46665", + "issue:44451|issue:47020", + "issue:36010|issue:42617", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:43404|issue:45357", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:46821|issue:46869", + "issue:44423|issue:45406", + "issue:43881|issue:44991", + "issue:44734|issue:46858", + "issue:28530|issue:33666", + "issue:43526|issue:43883", + "issue:44008|issue:45823", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:44464|issue:46858", + "issue:45632|issue:45684", + "issue:44671|issue:44743", + "issue:44186|issue:44361" + ], + "prepared_review_unit_hash": "d2e7f55c3e9fd4cf4938a09a326243d2337d4f601063a81878324185a78c091a", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36270, + "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 a loose collection of unrelated Transformers issues with only superficial thematic overlap (mostly loading, cache, or device-map bugs). None of the soft-similarity pairs look like the same underlying bug or a mergeable duplicate PR scenario.", + "confidence": 0.24, + "canonical_issue_reason": "Issue 43550 is the most central concrete runtime bug in the set, with the strongest nearby soft links, but the connected items are still not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43550 is the best representative anchor because it is a specific, reproducible failure in a code path likely to be actionable for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/generation internals, but one is a beam-search reorder omission across several model families while the other is a prefill/static-cache slice-arithmetic bug on non-CUDA backends." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "Completely different failures: an MPS histogram/int issue in MoE code versus a TimesFM window_size attribute error." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both mention version/regression behavior around tokenization/processor usage, but they affect different APIs and different failure modes." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype loading and Trainer checkpoint max_steps recomputation are unrelated bugs in different parts of the stack." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Both are model/runtime failures, but one is a Bamba torch.compile SDPA issue and the other is a BitNet packed-weight loading problem; not the same code-path bug." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both concern custom-model loading behavior, but one is a 5.0 initialization breakage and the other is inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "A specific model load failure versus a tokenizer constructor type mismatch; different components and root causes." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Importing GenerationMixin and running 3d_parallel.py are unrelated failures with no shared code-path." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crashes on NER/padding versus an image processor/model resolution mismatch; both are preprocessing bugs, but not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different model-specific failures: torch.compile with SDPA on Bamba versus CPU offload device mismatch on bark-small." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "One is a tied-weights bug in Mistral3, the other is incorrect visual encoder keys on save_pretrained for Qwen3.5." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantized/dequantized model loading, but they affect different models and different phases (FP8 config failure vs offload loading)." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-size/preprocessing mismatches, but they are distinct model families with different expected resolutions and different fixes." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size attribute handling and YOLO multi-GPU device-map auto loading are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both hit serve/multimodal processor code, but one is a continuous-batching .to() crash and the other is a missing _tokenizer attribute on Gemma4Processor." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Separate tokenizer/model loading issues for different models; no shared underlying defect." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache/indexing logic, but one is server-side KV-cache continuation indexing and the other is a static-cache seq_length tensor arithmetic bug." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "A processor label-reduction bug and a missing all_tied_weights_keys attribute are unrelated." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma model bugs: variable-name collision in forward versus a device-mismatch issue with device_map=auto." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both involve distributed/device-mapping behavior, but one is a cudaErrorAssert on Qwen3 auto mapping and the other is a tensor-parallel-specific GPT-OSS MoE issue." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig missing pad_token_idx are different config/model bugs." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "A model quantization failure and a kernels-version import failure are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature incompatibility and Qwen3 auto device-map failure are different bugs in different subsystems." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both relate to compiled generation/cache behavior, but one is inconsistent chunked generation outputs while the other is a seq_length tensor arithmetic problem in prefill." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Both concern save/pretrained and custom-model handling, but one is a local cache-path collision and the other is read-only permission propagation." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction drift and Qwen3.5 recurrent-state reset under cache are not the same issue." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer AttributeErrors, but they affect different tokenizers and different call paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 16, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43425", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "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:47020" + ], + "soft_pairs": [ + "issue:43425|issue:46821", + "issue:28530|issue:30064", + "issue:43316|issue:44913", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:43540|issue:43782", + "issue:43873|issue:45704", + "issue:44387|issue:45701", + "issue:43531|issue:45759", + "issue:44534|issue:46665", + "issue:43550|issue:43653", + "issue:43452|issue:47020", + "issue:44492|issue:44509", + "issue:41720|issue:43746", + "issue:42490|issue:43329", + "issue:43606|issue:43720", + "issue:45406|issue:45464", + "issue:34567|issue:35707", + "issue:43388|issue:45059", + "issue:43531|issue:46821", + "issue:34634|issue:41720", + "issue:43606|issue:43653", + "issue:43531|issue:44589", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43540|issue:46858", + "issue:45357|issue:46402" + ], + "prepared_review_unit_hash": "dbbac0c03def74a5e9ee37428e1e602c009d07797f3796d3e8c2bffbb778371d", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35798, + "estimated_input_tokens": 8950, + "estimated_eval_tokens": 18156 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose set of unrelated Transformers issues spanning tokenizers, multimodal processors, training state, loading, and offloading/quantization. None of the soft pairs look like true duplicates, so no pair is accepted.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the broadest and most central report in the offloading/quantization subcluster, with multiple inbound references and active discussion; it is the best representative issue, though still not a duplicate target for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch version incompatibility and TimesFM window_size AttributeError are unrelated failures." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric resolution has nothing to do with image processor void segmentation maps." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload behavior affect different code paths." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to Llava Next loading segfaults." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different bugs." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is not the same as T5Tokenizer add_special_tokens load conflict." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation map processing and BarkProcessor voice_preset loading are separate processor issues." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Qwen3VL weight_only loading error are distinct model failures." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and T5 apex FusedRMSNorm memory leak are unrelated problems." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "int4 CUDA memory regression and tokenization changes are not the same underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling and composite config unwrapping are different model-config issues." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer corruption and from_pretrained-in-Python-class behavior do not share a code path." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile SDPA failure and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "gguf_file loading breakage and XLMRobertaTokenizer Unigram constructor mismatch are different tokenizer/model-loading bugs." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is not the same as stale docs for removed pipeline tasks." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 device-mapping cudaErrorAssert and GraniteSpeech PEFT local checkpoint loading are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash local path import warnings and multimodal video helper undefined-variable bugs are different issues." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and BitNet packed-weight unpacking are separate accelerate-loading failures." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions crashes are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "num_input_tokens_seen not updating and progressive generation with inputs_embeds/past_key_values are different trainer/generation bugs." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics truncation and SAM3 text-plus-box behavior are unrelated training vs model-inference problems." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and TimesFM window_size AttributeError only share a keyword, not a code path." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device-mapping cuda assert are different subsystems." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch and BigBirdTokenizer mask token registration are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window and Float8 storage lookup errors are distinct failures." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite config unwrapping and CPU-offload rotary embedding incompatibility are not the same bug." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Model loading failure for ScandiBERT and tokenizer loading failure for est-roberta are separate repo/model-specific issues." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video-input ValueError and static-cache slice arithmetic on non-CUDA backends are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect visual encoder keys on save_pretrained and missing text encoder weights on load are different serialization 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": 17, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43526", + "issue:43644", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44464", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:47050" + ], + "soft_pairs": [ + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:43526|issue:43881", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44625|issue:45479", + "issue:44898|issue:45072", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:43746|issue:46050", + "issue:41720|issue:45704", + "issue:44368|issue:45357", + "issue:43381|issue:45704", + "issue:46655|issue:46693", + "issue:44918|issue:44936", + "issue:43421|issue:43927", + "issue:45704|issue:45923", + "issue:45759|issue:45923", + "issue:42886|issue:44843", + "issue:43746|issue:43873", + "issue:44514|issue:44545", + "issue:30064|issue:36010", + "issue:39692|issue:43493", + "issue:43994|issue:44671", + "issue:43421|issue:43653", + "issue:43782|issue:45381", + "issue:46032|issue:46463", + "issue:44464|issue:47050" + ], + "prepared_review_unit_hash": "2a3396ff7f08512f32c18909561d1e5356fa3736a9351a8b5dbe664df791da7a", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36358, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous, with one clear duplicate pair: Qwen2_5_VLProcessor.apply_chat_template crashing on batched input when padding=False. Most other soft matches share only broad subsystem or model-family overlap and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44545 is the clearest, most specific representative of the only true duplicate pair in this set; issue:44514 is essentially the same bug report with a paraphrased title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the strongest issue to keep as the representative because it directly names the concrete failure mode, is concise, and cleanly subsumes issue:44514.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Different bugs: one is about patchtsmixer post_init validation, the other about Qwen3.5 num_labels propagation." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Unrelated failure modes: non-persistent buffers filled with junk vs from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "No concrete overlap; BEiT Fast reduce_labels bug is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Both mention loading regressions, but one is a model-specific load failure and the other is a PIL/image-processor torchvision dependency issue." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Too broad to merge: AddedToken argument duplication is not the same concrete bug as ScandiBERT load failure." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Different layer of the stack: config propagation vs classification loss behavior for num_labels=1." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs: Perceiver non-default resolution handling vs bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to ZeRO-3 gradient growth." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Different models and different failures; only a broad vision/documentation theme is shared." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both concern loading/saving, but one is PEFT local checkpoint loading and the other is sinq quantization round-trip breakage." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Completely different code paths: Qwen3 device mapping CUDA assert vs T5/apex RMSNorm memory leak." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "The warning about tie_word_embeddings is unrelated to incorrect visual encoder keys during save_pretrained." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video processor padding bug is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both involve training workflows, but they describe different trainer failures and different code paths." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer post-processor update behavior is not the same bug as DiaConfig losing token IDs after save/load." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Composite config unwrapping and missing supports_gradient_checkpointing are separate model-initialization issues." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline tokenizer loading, but 44843 pinpoints a specific unconditional model_info call while 42886 is broader cache-loading behavior; not enough evidence they are the same bug." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters is unrelated to offloading behavior with quantization." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same concrete bug: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False; the titles are near-identical paraphrases of the same failure." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation-map processing bug and GenerationMixin import error are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both are about SigLIP2, but one is a doc-example/model-processor mismatch and the other is a HF vs JAX implementation discrepancy." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both involve model outputs, but one is a SigLIP2 inference mismatch and the other is CamemBERT masked LM predictions in v5." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "TokenizersBackend post-processor updates and BigBirdTokenizer special-token registration are different tokenizer bugs." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video vision_position_ids are different multimodal loading/runtime issues." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2Mixer use_cache correctness and T5 decoder-input validation messaging are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Chunked generation with compiled forward and fp16 ONNX export dtype mismatch are different execution paths and failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The representative duplicate pair is well supported by the packet: issue:44514 and issue:44545 have effectively the same title and failure mode. The remaining soft-edge rejections are phrased conservatively and stay within the evidence available from the packet, without over-claiming merges across clearly different bugs." + }, + "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": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43335", + "issue:43421", + "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:43873", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44488", + "issue:44625", + "issue:44661", + "issue:44857", + "issue:44898", + "issue:44991", + "issue:44995", + "issue:45081", + "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", + "issue:47050" + ], + "soft_pairs": [ + "issue:44857|issue:47050", + "issue:45081|issue:45356", + "issue:45356|issue:45907", + "issue:43421|issue:44186", + "issue:44995|issue:46858", + "issue:39692|issue:43873", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43295|issue:45834", + "issue:43653|issue:43720", + "issue:46829|issue:46832", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:44625|issue:47050", + "issue:43596|issue:44220", + "issue:43540|issue:46294", + "issue:43531|issue:43643", + "issue:45381|issue:46693", + "issue:44062|issue:44488", + "issue:45987|issue:46829", + "issue:43611|issue:46665", + "issue:41720|issue:44991", + "issue:44220|issue:44661", + "issue:30064|issue:36331", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:44488|issue:47020", + "issue:43618|issue:43697", + "issue:45987|issue:46932", + "issue:43335|issue:43756", + "issue:43550|issue:43819", + "issue:44008|issue:46858" + ], + "prepared_review_unit_hash": "d49ca4b7d4d8bdad33a18f7c4d1bf922edc9c2c35dcdf3eb0a7c7d457fd86d2b", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37673, + "estimated_input_tokens": 9419, + "estimated_eval_tokens": 19094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, multimodal, cache, config, and model-specific bugs. I found no strong duplicate pairs; all soft-edge candidates should be kept separate. No PRs are present.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue: the cluster spans unrelated bugs, and even the closest overlap (the Mistral regex/tokenizer reports) differs in concrete failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for dedupe triage; none of the issues is a reliable representative of the whole mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Both mention dtype/FP16 failures, but they hit different models and code paths: LwDetr loss under AMP vs Canine ONNX attention export." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Shared `fix_mistral_regex` area, but 45081 is a backend_tokenizer AttributeError while 45356 is a Kimi-K2.5 codec/ warning regression; not the same concrete bug." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Completely unrelated subsystems: tokenizer regex regression vs Hub `list_repo_files` argument forwarding." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer-related, but one is runtime special-token/post-processor syncing and the other is LayoutLMv2 NER/padding crashes." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/state behavior, but one is a model-specific second-pass cache bug and the other is static-cache seq-length dtype on non-CUDA backends." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Doc-example quantization issues are not the same as a runtime offloading/quantization regression." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "Different failures in different areas: documentation example mismatch vs Canine fp16 ONNX attention dtype mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Unrelated models and bugs: BitNet packed-weight loading vs DAC latent reconstruction without STE." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both touch multimodal tokenization, but one is a processor.tokenizer regression and the other is a Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug vs BitNet accelerate-loading bug; no shared code path." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different RT/vision issues: VideoPrism output field wiring vs RT-DETR feature-level mismatch in forward." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different symptoms and components: Bamba torch.compile/SDPA vs DiaConfig losing token IDs on save/load." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "No overlap beyond being model bugs; Bamba compile/SDPA and MLuke tokenizer AttributeError are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:47050", + "accept": false, + "reason": "Qwen3.5 label propagation and Canine fp16 ONNX export are unrelated defects." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed zero3/BertModel init failure is unrelated to `_torch_extract_fbank_features()`." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input issues in Qwen models, but they fail in different pipelines and with different root causes." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window Qwen3-MoE behavior and AutoConfig trust_remote_code field loss are distinct bugs." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer constructor keyword collision is unrelated to loading `cjvt/sleng-bert`." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache seq-length contract bug and VideoPrism hidden_states wiring are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both involve loading/configuration, but one is `base_model_prefix` compatibility in v5.0.0 and the other is `from_pretrained` behavior inside Python classes." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different model families and failures: Qwen3 auto device mapping crash vs tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction issue vs `TOKENIZER_MAPPING_NAMES` add-new-model-like failure; unrelated code paths." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor void segmentation-map bug and CustomTrainer loss-signature regression are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Perceiver non-default resolution failures are different model-specific bugs." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token decode bug vs DAC latent/forward mismatch; no common underlying issue." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading problems, but the failing tokenizers and causes differ completely." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP output field regression and RT-DETR output drift are different model-output bugs." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache return-type bug and Gemma4 quantized embedders dtype casting are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer dropping are different architectural issues." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba SDPA/torch.compile failure and DAC missing-STE mismatch are unrelated." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable-name collision and static-cache seq-length tensor return 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": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:39692", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43644", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44561", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:46032", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:47020" + ], + "soft_pairs": [ + "issue:43643|issue:44877", + "issue:44821|issue:45084", + "issue:44843|issue:45081", + "issue:34634|issue:36010", + "issue:39692|issue:45834", + "issue:43540|issue:44008", + "issue:44448|issue:44671", + "issue:44186|issue:44442", + "issue:45584|issue:45834", + "issue:43322|issue:45685", + "issue:45183|issue:45479", + "issue:44991|issue:47020", + "issue:43644|issue:43749", + "issue:44991|issue:46291", + "issue:43606|issue:45072", + "issue:44561|issue:45020", + "issue:43782|issue:44977", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:44479|issue:45834", + "issue:43550|issue:45072", + "issue:43582|issue:46512", + "issue:43825|issue:43994", + "issue:43388|issue:46032", + "issue:44805|issue:44936", + "issue:46294|issue:46463" + ], + "prepared_review_unit_hash": "cd41f93d4b6f16dc1e1516a4dc16c63722b50bf7b7cef99df80cb729b292255d", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35859, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate pairs are related only by broad subsystem similarity, not the same bug. The only strong duplicate-looking pair is the remote_code regression: the specific v5.0 `is_torch_fx_available` removal breakage appears to be a concrete instance of the broader `remote_code` failure report.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45020 is the best canonical issue because it is the broad umbrella report for `remote_code` breakage in recent transformers versions and can naturally subsume the more specific v5.0 helper-removal regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the strongest global issue representative: broad, user-facing, and closest to the common root-cause class among the provided issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config loading, but one is missing fields from `trust_remote_code` and the other is strict config rejection for `granite_speech`; different failures and code paths." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated problems: loading `AutoImageProcessor` from URL vs a Jinja/template compilation error." + }, + { + "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 missing `backend_tokenizer` attribute; distinct bugs." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Different subsystems and symptoms: Bark voice preset/device-offload behavior vs a `GenerationMixin` import error." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Different models and failure modes: SigLIP2 doc example errors vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal input errors, but Qwen video-processing `ValueError` and Gemma3n variable-name collision are not the same bug." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 model-behavior regressions, but Pegasus output drift and CamemBERT masked-LM prediction errors are separate model-specific issues." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crashes in different classes/models; no evidence they share the same underlying code path." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription handling after `align_special_tokens` is unrelated to Kosmos2.5 OCR indexing." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Different failures: Llava Next segfault on load vs an MPS histogram unsupported-int error in moe code." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "One is bad `input_ids`/`inputs_embeds` validation messaging; the other is degenerate zero-loss classification behavior." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is model-specific and the other is a concrete `XLMRobertaTokenizer` constructor bug; not enough evidence they are the same underlying issue." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Different loading/state issues: non-persistent buffer junk vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure for one model is unrelated to importing pipelines with a kernels metadata/version requirement." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Separate device/dtype problems in different models and execution modes; not the same bug." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": true, + "reason": "The specific `is_torch_fx_available` removal breaking `trust_remote_code` models is a concrete instance of the broader recent-versions/remote_code regression reported in 45020." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen issues: weight-only loading error vs flash-attention generation failure." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Tokenizer post-processor sync and Whisper `batch_decode` special-token handling are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different BLIP2 dtype mismatch vs Video-LLaVA architecture/weight-sharing issue." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen VL video-input regression and Kosmos2.5 OCR indexing are different multimodal bugs." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Both involve runtime execution issues, but Bamba SDPA/torch.compile and bfloat16 dtype mismatches are separate code paths." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup TypeError and stale `model.config.dtype` after `from_config` are distinct dtype/config issues." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline translation message bug vs SigLIP2 nonsensical outputs; not the same defect." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different bugs: `gather_for_metrics` dropping label elements vs Mamba2 cache correctness." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape/indexing error and `trainer.evaluate()` after `train()` are not the same failure." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen video chat-template mismatch and T5 decoder-input validation are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is conservative and grounded in the packet. The only accepted soft pair, 44561 \u2194 45020, is plausibly the same remote_code regression class, and the other pairs are rejected without overclaiming shared root causes. No mergeability concerns stand out for the accepted pair." + }, + "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": 20, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43653", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:44008", + "issue:44291", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45372", + "issue:45381", + "issue:45701", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46326", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:46932" + ], + "soft_pairs": [ + "issue:43716|issue:44008", + "issue:43931|issue:46846", + "issue:43540|issue:45381", + "issue:28218|issue:29159", + "issue:43749|issue:44291", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:43645|issue:46665", + "issue:43825|issue:43827", + "issue:34634|issue:36331", + "issue:42175|issue:45081", + "issue:43577|issue:43582", + "issue:44671|issue:45701", + "issue:46175|issue:46932", + "issue:45003|issue:46285", + "issue:46697|issue:46728", + "issue:43262|issue:43819", + "issue:43782|issue:45325", + "issue:43582|issue:44857", + "issue:43653|issue:44912", + "issue:44589|issue:45042", + "issue:43742|issue:45020", + "issue:45372|issue:46326", + "issue:43550|issue:44912", + "issue:36010|issue:43645", + "issue:43906|issue:46209", + "issue:36010|issue:36331" + ], + "prepared_review_unit_hash": "c12b374af13078ef680643647cb898531d67047692683139ac44a3a29b722321", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36125, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No reliable duplicate cluster here: the soft pairs mostly share a subsystem name or version context, but each pair points to a different concrete bug/change. I would not merge any of the candidate edges.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue is a safe canonical for the cluster; the items span many unrelated root causes across tokenizer, loading, multimodal, quantization, and training bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear best issue overall: the set is heterogeneous, and none of the issues is representative of the others beyond broad topical similarity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different bugs: image-preprocessor/model dtype mismatch vs Gemma3n forward variable-name collision." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Both involve Qwen loading/TP, but one is a weight-shape mismatch and the other is a missing tp plan entry causing OOM/shape errors." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different video-input failures in different models: Qwen3OmniMoe ValueError vs Qwen2.5-VL vision_position_ids bug." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Tokenizer-related, but not the same defect: extra space after added token vs slow/fast tokenizer inconsistency." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Different loading paths and failure modes: FSDP CPU RAM-efficient loading vs init_empty_weights rejecting _is_hf_initialized." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading bug in BitNet vs bfloat16 inference dtype mismatch." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both touch from_pretrained, but one is notebook custom-model init under v5 and the other is inconsistent behavior inside Python classes." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an incorrect v5 error message; the other is docs still referencing pipeline()." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated bugs: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature change." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend install issue vs Mistral tokenizer regex AttributeError." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different root causes: Blip2 dtype propagation vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT MLM regression vs broad tokenization-version change; same area, different concrete issue." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Huge one-hot embedding memory problem vs Gemma4 quantized dtype casting issue." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access vs CLIPTextModel structural inconsistency." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both image-processing-related, but over-padding divisible sizes is separate from wrong patch counting with odd 490 multiples." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sample-rate default bug vs DAC.from_latents / STE mismatch." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen VL bugs: weight_only loading error vs rope-index scaling regression." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError vs CUDA AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug vs MXFP4 quantization load fallback to bf16." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure vs PIL backend incorrectly requiring torchvision." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error vs remote_code breakage across recent versions." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common/Gemma processor loading, but the failures are different: missing ReasoningEffort import vs continue_final_message behavior." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile + SDPA bug in Bamba vs quantization fallback in git-oss-20b." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import removal vs custom-model initialization in notebooks." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "Isolated reproduction of another issue vs FP8 inference failure on B200." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin vs trainer compute_loss keyword-argument mismatch." + } + ] + }, + "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": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:34567", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43638", + "issue:43643", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46291", + "issue:47050" + ], + "soft_pairs": [ + "issue:43257|issue:43329", + "issue:43526|issue:43697", + "issue:43452|issue:44991", + "issue:43531|issue:45042", + "issue:43638|issue:44936", + "issue:42175|issue:46291", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:43819|issue:43927", + "issue:43329|issue:45600", + "issue:45084|issue:45538", + "issue:42490|issue:43257", + "issue:43526|issue:44554", + "issue:43746|issue:44811", + "issue:43854|issue:44977", + "issue:45859|issue:47050", + "issue:43643|issue:45759", + "issue:38175|issue:44610", + "issue:43262|issue:44811", + "issue:39692|issue:44912", + "issue:43257|issue:43696", + "issue:43329|issue:43450", + "issue:43257|issue:43931", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:44387|issue:44617", + "issue:44291|issue:45042", + "issue:34567|issue:40990", + "issue:42915|issue:44821" + ], + "prepared_review_unit_hash": "0cf545c1e5b5e9b528cbab60ecc6aa3481813035da22df88266fb54de31c8e68", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36743, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: the soft-similarity pairs mostly connect different bugs in the same broad Transformers ecosystem, but not the same underlying defect. I would reject all candidate duplicate edges and treat this as many separate issues rather than one duplicate cluster.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43257 is the most plausible anchor only because it sits in the densest Qwen3/Qwen3-MoE-related subset and has strong discussion activity, but it is still not a true duplicate of the other candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43257 is the clearest concrete, actionable report among the listed issues and the closest thing to a cluster center, even though the cluster is too mixed for true deduplication.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different bugs: MoE weight conversion on accelerate+deepspeed vs undefined video token-count helpers in multimodal processors." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different code paths: BeitImageProcessorFast label reduction vs RTDetrV2 output divergence in Transformers v5." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are model/tokenizer loading problems, but they affect different models and failure modes (gguf_file breakage vs tokenizer load regression)." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated: Qwen3-MoE sliding_window behavior vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different lifecycle bugs: Deepspeed ZeRO-3 with non-pretrained Bert causing an index error vs trainer.evaluate() failing after trainer.train()." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Package/dependency mismatch vs pipeline import dependency metadata error; same backend area but not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different objects and failures: Mistral tokenizer regex patch crash vs Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but one is a Qwen3-Next model issue and the other is a downstream LoRA fine-tuning warning; not the same concrete defect." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different model behavior: DAC.from_latents mismatch with missing STE vs DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video token counting undefined variables vs stale auto_mappings references to removed configs; separate maintenance bugs." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Completely different subsystems: template compilation error vs CLIPTokenizer model_max_length bug." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Both are load-related, but one is a trailing-slash import warning and the other is Qwen3-MoE weight conversion under accelerate+deepspeed." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different components: GraniteSpeech PEFT local checkpoint loading vs Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: GLM-4.7-Flash unit-test loading issue vs Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "Different model/backend bugs: Qwen3.5Moe CPU-offload incompatibility vs CanineModel fp16 ONNX dtype mismatch." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config handling, but one is trust_remote_code missing fields and the other is not unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different symptoms and models: zero probabilities on SigLIP2 vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default bug is unrelated to Whisper batch_decode special-token handling." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 are not the same as gpt-oss-20b MXFP4 quantization fallback." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3-MoE conversion bug vs GPT-oss-20b CUDA OOM; unrelated model and failure mechanism." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is an undefined-variable bug in token counting and the other is a batched-shape bug in video processors." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Related model family, but different defects: weight conversion under accelerate+deepspeed vs shape-mismatch loading for Qwen3-VL-30B-A3B-Instruct." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different bugs: FineGrainedFP8Config failure in Qwen3Moe vs key error loading facebook/MobileLLM-125M." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention memory pressure, but one is a Transformers 5.x int4 reserved-memory regression and the other is a plain OOM report for Sam3Video." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument compatibility bug is unrelated to PIL backend image processors requiring torchvision." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Training-state token counter not updating is unrelated to high perplexity on gpt-oss-20b." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure and AutoImageProcessor URL loading are different subsystems and different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 22, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39379", + "issue:42175", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43650", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:44291", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44756", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44987", + "issue:45081", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46832", + "issue:47020" + ], + "soft_pairs": [ + "issue:43650|issue:43906", + "issue:46421|issue:46424", + "issue:45459|issue:45803", + "issue:29159|issue:34567", + "issue:43749|issue:44756", + "issue:43525|issue:46291", + "issue:28282|issue:29870", + "issue:44987|issue:45538", + "issue:43540|issue:46701", + "issue:28282|issue:34689", + "issue:43425|issue:46291", + "issue:43454|issue:43577", + "issue:43927|issue:44912", + "issue:44568|issue:45356", + "issue:39379|issue:44554", + "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:44857|issue:46832", + "issue:43697|issue:45357", + "issue:43404|issue:45127", + "issue:45137|issue:45405", + "issue:28282|issue:29127", + "issue:45081|issue:47020", + "issue:43742|issue:44291", + "issue:44479|issue:46693", + "issue:44936|issue:46821" + ], + "prepared_review_unit_hash": "de9494f3ca28ddf762108f09c503943f874a46c9802309338b9ffb60f24e6c69", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35740, + "estimated_input_tokens": 8935, + "estimated_eval_tokens": 18126 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated Transformers bugs spanning tokenizers, model loading, training, multimodal, cache, and backend issues. I did not find any soft-edge pair that looks like the same underlying bug or change.", + "confidence": 0.46, + "canonical_issue_reason": "issue:45081 is the most concrete and self-contained report in the set, with a specific failing code path (`_patch_mistral_regex`), explicit exception, and clear repro context. The cluster itself is too broad for a stronger canonical anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45081 is the best representative issue here because it is narrowly scoped, actionable, and tied to a specific failure mechanism rather than a broad symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Completely unrelated: a vague data request vs. an isolated reproduction of a specific bug." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but they describe different cache behaviors and different failure modes." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both mention broad exception handling, but they are different code paths and different bugs." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency and trainer token-count tracking are unrelated issues." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory/loading concerns, but one is FSDP loading and the other is mmap/OOM on specific hardware." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing `pad_token_id` in a config is unrelated to the pipelines/kernels import failure." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch import error and BART generate unbound variable are unrelated failures." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading a model regression and CLIP tokenizer max length are different problems." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal pipelines and different failure points; not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch missing import and Llama 3.2 vision loading regression are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility is not the same as the kernels import requirement change." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Both affect model loading, but one is tied weights and the other is dtype propagation." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config token ID persistence and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different tokenizer behaviors." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "mllama mask handling and MPS attention correctness are different code paths." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "CLIP bus error on macOS and trainer token counting are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend selection issue and missing class import are not the same bug." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Different RT-DETR/LW-DETR crashes with different triggers and stack paths." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Output regression in RTDetrV2 and wrong visual encoder keys in Qwen3.5 save/load are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied weights, but one is a missing tie in Mistral3 and the other is LoRA merge collapse after vocab extension." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed deque error and an unreleased dependency version bump are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import and clearer LayoutLMv3 error messaging are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading errors, but they involve different tokenizer classes and different underlying failures." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "KeyError loading one model and `_is_hf_initialized` arg mismatch are different initialization failures." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video-input regression and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate/train interaction and TimesFM window_size attribute error are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 23, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45907", + "issue:46399", + "issue:46512", + "issue:46821", + "issue:46869" + ], + "soft_pairs": [ + "issue:42915|issue:45538", + "issue:45538|issue:46869", + "issue:44062|issue:44991", + "issue:43452|issue:43582", + "issue:24643|issue:29159", + "issue:42915|issue:43749", + "issue:27957|issue:28282", + "issue:43577|issue:46512", + "issue:44849|issue:45701", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:42175|issue:44488", + "issue:44479|issue:45381", + "issue:43540|issue:44479", + "issue:44987|issue:45907", + "issue:38175|issue:44898", + "issue:44291|issue:44821", + "issue:34567|issue:36331", + "issue:44792|issue:44964", + "issue:44568|issue:45488", + "issue:44062|issue:45081", + "issue:43257|issue:43756", + "issue:45042|issue:45081", + "issue:43582|issue:46821", + "issue:43742|issue:44589", + "issue:43756|issue:46399", + "issue:43531|issue:44821", + "issue:43756|issue:45325", + "issue:45405|issue:45600" + ], + "prepared_review_unit_hash": "5e706b67eb4de553ee6d7dbb000129eee5e6e29e111ed71952345ae9d2608f5e", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35787, + "estimated_input_tokens": 8947, + "estimated_eval_tokens": 18150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the items span tokenizer, loading, dtype, multimodal, and trainer bugs. Only one soft edge looks like a likely true duplicate around the Qwen2.5-VL / Qwen3 video-input regression.", + "confidence": 0.42, + "canonical_issue_reason": "issue:44479 is the best canonical issue because it describes the broadest version of the only clearly overlapping bug family in this set: the v5.3.0 Qwen video-input regression affecting multiple Qwen VL variants.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest representative for the cluster\u2019s one plausible duplicate thread; it is broader and more central than the narrower follow-up report in issue:45381.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Different subsystems and failures: Qwen3Moe FP8 loading vs CLIPTokenizer model_max_length." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Unrelated: tokenizer max-length behavior vs YOLO multi-GPU device-map failure." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but they describe different bugs in different code paths and models." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated: gguf loading vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "Different areas: DeepSpeed training weight shape error vs slow/fast tokenizer inconsistency." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different root causes: FP8Config failure vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Unrelated model-specific Flash Attention issue vs missing PyTorch import error." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype, but one is a loading-time dtype bug and the other is stale config dtype after from_config; not the same concrete bug." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden_states bug and tokenization changes are different problems." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different failures: auto device mapping cuda assert vs video-input ValueError." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both mention Qwen video input, but they affect different models and show different errors; too weak to treat as the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Package/backend dependency issue vs model loading failure; no shared code path." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same Qwen2.5-VL video-input regression in transformers 5.3.0; 45381 looks like a narrower report of the vision_position_ids bug covered by 44479." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Related domain, but different models and different concrete failure modes; not clearly the same bug." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different issues: model load failure vs repo_files revision forwarding in CI." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both concern model outputs/classification, but the symptoms and code paths are different." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different APIs and failures: init_empty_weights argument handling vs AutoImageProcessor URL loading." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer compute_loss signature are separate trainer regressions." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Unrelated multimodal failures: janus image-generation test vs Phi-4 multimodal model loading." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different behaviors; not the same underlying bug." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-related errors in different code paths; one is AddedToken construction, the other is Mistral regex patching." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different Qwen3 MoE/DeepSpeed loading bug vs Smollm3 RoPE-layer issue." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Different areas: image processor torchvision dependency vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different loading errors with no shared code path: MobileLLM key error vs Float8 storage lookup failure." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE layer dropping and Qwen3.5 kernel registration are distinct bugs." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both involve RoPE/position logic, but they are model-specific and describe different bugs." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version pinning and auto_mappings CI breakage are unrelated maintenance issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well-grounded in the packet and appropriately conservative. The cluster is clearly heterogeneous, and the only accepted soft edge (44479/45381) is a plausible duplicate based on the shared Qwen video-input regression context. No PR-pair mergeability issue applies here." + }, + "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": 24, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:41762", + "issue:43452", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43643", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43906", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44625", + "issue:44737", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45357", + "issue:45375", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:43716|issue:46701", + "issue:44737|issue:46463", + "issue:43906|issue:46693", + "issue:43577|issue:45072", + "issue:45823|issue:46463", + "issue:44568|issue:46491", + "issue:24643|issue:29870", + "issue:45672|issue:45674", + "issue:44625|issue:44877", + "issue:43540|issue:46693", + "issue:43906|issue:46468", + "issue:43452|issue:44488", + "issue:28282|issue:32090", + "issue:45663|issue:46846", + "issue:43697|issue:46829", + "issue:44913|issue:46121", + "issue:44737|issue:45588", + "issue:43526|issue:45479", + "issue:46463|issue:46899", + "issue:43697|issue:45216", + "issue:45357|issue:45920", + "issue:44466|issue:45005", + "issue:44493|issue:46050", + "issue:41762|issue:44936", + "issue:43720|issue:44898", + "issue:45200|issue:46463", + "issue:43643|issue:45375" + ], + "prepared_review_unit_hash": "1783229042358d9485928525f7d0c58ff842cac6e085275278b1be6dca0e07e7", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35947, + "estimated_input_tokens": 8987, + "estimated_eval_tokens": 18230 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated model/config/runtime bugs. The only plausible duplicate pair is the tied-weights serialization regression in v5 (issues 44466 and 45005); the rest differ in model family, code path, or failure mode.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45005 is the broader and more representative tied-weights regression report; issue:44466 looks like a narrower manifestation of the same v5 serialization problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 best represents the only likely duplicate bug in the cluster because it describes the underlying tied-weights issue at a higher level rather than a single device-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal failures: image-preprocessor/model dtype mismatch vs a broken image-text-to-text pipeline." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "Unrelated components: XLNet CPU positional encoding bug vs T5 decoder input validation error message." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "One is an isolated reproduction of a specific bug; the other is a FA2 long-context performance regression." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and different code paths." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map forward mismatch is unrelated to T5 decoder input validation." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer round-trip behavior for different models; not the same bug or code path." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed weight-shape training error and BART generate() decoder mask bug are distinct failures." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both concern 4-bit inference, but one is an unsafe uint8 dtype cast in Gemma4 audio modules and the other is BitsAndBytes skip-module handling." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config handling, but one is num_labels propagation and the other is strict config loading for a different model." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Different subsystems: Qwen3OmniMoe video-input validation vs FA2 generation performance regression." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "A reproduction of one bug is not the same as an example being broken; different symptoms and likely causes." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but one is about gguf_file in auto classes and the other is a specific model load regression." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch-missing ImportError vs NoneType broadcast error in Trainer/accelerate are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different parallelism bugs: FSDP2 shared_kv_states KeyError vs TP plan omissions causing OOM/shape errors." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different output/serialization bugs in different models; no shared concrete failure path." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch rope/config handling, but one is silent default reversion on reload and the other is a TypeError during conversion." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange bug and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Image label reduction bug vs sequence-classification zero-loss bug are different issues." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "Generic T5 validation messaging issue vs Gemma4 multimodal 4-bit dtype cast bug." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output mismatch and Qwen3.5 save_pretrained regression are separate problems." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Different bugs: incorrect visual-encoder keys on save_pretrained vs wrong token IDs in AutoTokenizer." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the same v5 tied-weights serialization/save_pretrained regression; 44466 is a device-specific symptom of the broader issue in 45005." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Position-id key warnings and sinq quantization save/load breakage are different regressions." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() after train() failure are not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver interpolation failure are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting issue is unrelated to T5 decoder validation." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Different strict/trust_remote_code config bugs affecting different fields and model families." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative overall. The 44466/45005 pairing is the only clearly supported duplicate, based on closely matching tied-weights / v5 serialization symptoms, and the other pairwise rejections are generally justified by different model families, code paths, or failure modes. I don\u2019t see an overclaim 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": 25, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "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:44361", + "issue:44442", + "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:45542", + "issue:45701", + "issue:45704", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47000", + "issue:47013" + ], + "soft_pairs": [ + "issue:43688|issue:43749", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43452|issue:44843", + "issue:43653|issue:44361", + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:43531|issue:43742", + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:43761|issue:46829", + "issue:43525|issue:46701", + "issue:45542|issue:46178", + "issue:46832|issue:46932", + "issue:29159|issue:33357", + "issue:43688|issue:45704", + "issue:43295|issue:45356", + "issue:43688|issue:45701", + "issue:43653|issue:44568", + "issue:43646|issue:43749", + "issue:43756|issue:46402", + "issue:43452|issue:43577", + "issue:44464|issue:44743", + "issue:44843|issue:44991", + "issue:43653|issue:43927", + "issue:42898|issue:46491", + "issue:44821|issue:46821", + "issue:44479|issue:44625", + "issue:43761|issue:47013" + ], + "prepared_review_unit_hash": "6c99a0e1f3b99d19fce4554f3d8905b39ad7b2d53a185d70964ab0a705651bc1", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36599, + "estimated_input_tokens": 9150, + "estimated_eval_tokens": 18556 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair appears to be the same underlying bug or change; they mostly span unrelated tokenizer, model-loading, and architecture-specific regressions. I would keep the broad tokenizer-regression report as the cluster\u2019s canonical issue, but reject all soft duplicate edges.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45701 is the broadest, most representative tokenizer-behavior regression in the set and has the strongest evidence of being a recurring umbrella report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best single issue to anchor the cluster because it is general, clearly user-facing, and likely to absorb nearby tokenizer-regression reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization vs FSDP CPU-efficient loading; different subsystems and failure modes." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero-probabilities bug vs processor.tokenizer/image-input regression; not the same code path." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer classes and errors: MLukeTokenizer AttributeError vs AutoTokenizer loading failure." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both touch tokenizer/model loading, but one is gguf_file support and the other is an offline mistral regex network call." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token decode bug vs MLukeTokenizer task AttributeError; unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent decoding mismatch vs Whisper batch_decode skip_special_tokens handling; distinct behaviors." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and bugs: SigLIP2 nonsensical outputs vs Perceiver non-default resolution failure." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs MobileLLM key error; unrelated model/config paths." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 mistral_common import error vs Windows/ROCm torch.distributed dependency issue; unrelated." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Both are RT-DETR-related, but they concern different loss functions and different concrete crashes." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both mention hidden_states, but CLIPVision and VideoPrism are separate models with different output bugs." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config pad_token_id attribute error vs DiffusionGemma pipeline failure; unrelated." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Different backend/dependency problems: missing TensorFlow backend vs tensorflow_text mapping error." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level TypeError vs Gemma4 quantized embedder dtype casting; unrelated." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency vs MacOS bus error on CLIP; no shared underlying bug." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and T5 apex RMSNorm memory leak are different model-specific issues." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer regression vs Kimi-K2.5 codec-warning regression; different symptoms and code paths." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization vs generic tokenization changes across versions; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Special-token registration bug vs add_special_tokens BOS/EOS omission; similar area but different concrete tokenizer behavior." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization regression vs FSDP loading breakage; not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping vs Sam3 text-encoder weights not loading; different internals." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading regression vs Blip2 dtype casting issue; unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs Qwen3.5 recurrent-state reset; both stateful generation bugs but not the same issue." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info call in mistral regex vs tokenizer load failure for est-roberta; different causes." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Both involve token IDs/special tokens, but one is decode behavior and the other is config persistence." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both concern tokenization round-trip behavior, but one is a v5 cleanup-space behavior change and the other is a CodeLlama leading-space regression." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading vs TimesFM window_size AttributeError; unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression for Qwen multimodal models vs num_labels propagation bug; unrelated." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "CLIPVision hidden_states regression vs xLSTM train-mode state unpacking crash; different models and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 26, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "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:45491", + "issue:45584", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46209", + "issue:46365", + "issue:46612", + "issue:46693", + "issue:46846" + ], + "soft_pairs": [ + "issue:33666|issue:36010", + "issue:44484|issue:44704", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:43688|issue:45440", + "issue:44977|issue:46693", + "issue:41720|issue:44464", + "issue:44734|issue:46612", + "issue:44464|issue:44977", + "issue:43504|issue:43550", + "issue:43278|issue:43688", + "issue:33666|issue:36331", + "issue:43262|issue:43295", + "issue:43504|issue:43720", + "issue:43782|issue:46693", + "issue:45491|issue:46002", + "issue:43611|issue:46846", + "issue:43577|issue:44554", + "issue:43720|issue:43927", + "issue:44514|issue:45290", + "issue:43606|issue:43927", + "issue:43504|issue:44610", + "issue:43525|issue:43572", + "issue:44964|issue:45405", + "issue:43643|issue:44561", + "issue:43720|issue:44361", + "issue:44625|issue:45584", + "issue:43493|issue:43825", + "issue:44977|issue:46209", + "issue:44554|issue:46365", + "issue:45823|issue:46050" + ], + "prepared_review_unit_hash": "95c20b6773d2031bc9393ab5492cd5931b5722d31834b9dd8dd1d84593258a3d", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37139, + "estimated_input_tokens": 9285, + "estimated_eval_tokens": 18826 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated, model- or API-specific bug reports. The soft pairs share broad themes like generation, config loading, or save/load, but not the same concrete code path, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44554 is the strongest representative bug report here: it is concrete, reproducible, and describes a specific upstream correctness issue in attention behavior with clear impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44554 is the most actionable standalone issue in the set and best fits as a canonical reference point because it targets a specific code-path bug rather than a vague symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Different failures: multi-GPU training behavior vs an import error for GenerationMixin. Same library, but not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "One is about save_pretrained shard sizing; the other is AutoProcessor forwarding kwargs to cached_file. Distinct code paths." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "GPU broadcast NoneType error in Trainer is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load behavior, but one is tied-weight serialization and the other is quantized sinq restoration. Not the same underlying bug." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models is unrelated to DeepSeekV3 implementation divergence." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3.5 flash-attention correctness issue vs a long-context FA2 performance regression. Same area, different problem." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "CUDA assert with auto device mapping is not the same as inconsistent outputs from compiled forward in chunked generation." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV-cache continuation tensor indexing and beam-search cache reorder are different generation bugs affecting different paths." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward inconsistency is not the same as flash-attention generation failure; only superficially related." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Pretrained loading failure for BEiT semantic segmentation is unrelated to Bamba torch.compile + SDPA behavior." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift between train/eval is unrelated to auxiliary-loss normalization." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature mismatch are different trainer issues." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate default bug is unrelated to the processor.tokenizer regression." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy preset loading for BEiT and BitNet packed-weight unpacking during accelerate loading are distinct model-loading bugs." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only loading error is not the same as a FA2 long-context performance regression." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is a Gemma3 sliding-window/all-padding issue and the other is a classification-head init/checkpoint issue." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Base-model-prefix loading breakage and Qwen3.5 tensor-parallel plan omissions are different v5-related regressions." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation bug is unrelated to the attention correctness issue in MPS generation." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading and DiaConfig custom token-ID persistence are different serialization/loading problems." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Batched Qwen2_5_VL apply_chat_template padding crash is different from assistant tool-call handling with no content." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is not the same as lost custom token IDs in DiaConfig." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT legacy-field loading and OmDet-Turbo processor image-size mismatch are unrelated model-specific bugs." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both involve pad-token fields after v5, but they affect different config classes and attributes, so they are not the same bug." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4-multimodal loading failure is unrelated to the PEFT version bump problem." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Missing fields with trust_remote_code and removal of is_torch_fx_available are different regressions, even if both affect remote-code models." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet accelerate-loading failure and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure do not share the same code path." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is not the same issue as the pipeline translation-task messaging regression." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation failure on Qwen3.5 and FP8 inference failure on B200 are different hardware/model bugs." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "The MPS attention correctness issue is unrelated to the Trainer import problem caused by datasets installation." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map mismatch during forward and sinq quantized model save/load corruption are different failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 27, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:28218", + "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:43653", + "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:46489", + "issue:46710", + "issue:46821", + "issue:46832" + ], + "soft_pairs": [ + "issue:43452|issue:44451", + "issue:28218|issue:33357", + "issue:43994|issue:46192", + "issue:39692|issue:43295", + "issue:42796|issue:44977", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:43646|issue:44466", + "issue:46209|issue:46710", + "issue:43278|issue:43701", + "issue:44568|issue:46489", + "issue:44849|issue:46209", + "issue:33357|issue:33666", + "issue:44792|issue:45405", + "issue:44568|issue:45812", + "issue:43927|issue:44361", + "issue:43824|issue:44589", + "issue:43575|issue:45405", + "issue:44488|issue:44843", + "issue:44849|issue:45357", + "issue:43572|issue:44291", + "issue:44589|issue:45520", + "issue:46821|issue:46832", + "issue:43334|issue:45759", + "issue:43504|issue:43606", + "issue:45245|issue:46710", + "issue:43334|issue:43572", + "issue:44493|issue:46285", + "issue:43257|issue:43299", + "issue:43504|issue:43653" + ], + "prepared_review_unit_hash": "5c4ec14f5398598c299cce2082d6021521ae49b4967f72ab09537c75c46a99e5", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36858, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of unrelated tokenizer, model-loading, and training regressions; I do not see any soft pair that clearly represents the same underlying bug/change. I would keep issue:45812 as the best single anchor because it is a concrete, high-signal tokenizer regression affecting a broad model family.", + "confidence": 0.4, + "canonical_issue_reason": "issue:45812 is the strongest representative issue here: it describes a clear v4\u2192v5 tokenizer regression, affects multiple Granite models, and has stronger cross-reference signal than the other candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "Most actionable single issue in the set: it is concrete, user-facing, and broad enough to serve as the cluster anchor without being overly model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "One is a gguf_file loading-path regression in AutoTokenizer/AutoModel; the other is a specific model load failure. Same broad area, but not the same concrete bug." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to a MacOS bus error in CLIP model loading." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 wrong outputs and return_tensors being ignored are different API paths and failure modes." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation/example errors are not the same as a runtime regression around processor.tokenizer and image passthrough." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are different bugs in different code paths." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy versus a ZeRO-3 gradient-growth issue are unrelated problems." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in eval is not the same as abnormal gradient increase under ZeRO-3." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and inconsistent lm_head serialization are distinct bugs." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference failure on B200 and an accuracy regression after upgrade are not the same underlying issue." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "A dtype mismatch and a resume_from_checkpoint key mismatch are different failure modes." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "mdeberta BOS/EOS handling and DeepSeek-Coder tokenizer output issues affect different tokenizers and mechanisms." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior and FP8 B200 inference are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error in CLIP loading is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A janus generate test failure and a PEFT version pin are not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they involve different models and different concrete behavior (special tokens vs wrong IDs)." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Saving/loading custom token IDs is a different issue from MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Qwen2.5-VL import failure and Float8 storage lookup are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM and an unreleased PEFT version requirement have no shared underlying bug." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A specific model load failure and an offline-mode regression in Mistral regex patching are different code paths." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and incorrect visual encoder key serialization are different defects." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and an unexpected _is_hf_initialized argument are both v5 breakages, but not the same concrete bug." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and flash_attn import-utils KeyError on Python 3.13 are unrelated." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size AttributeError and RT-DETR num_feature_levels TypeError are separate model bugs." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id and the other is not unwrapping text_config; different fixes." + }, + { + "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": "A category-count limit error is not the same as an accuracy regression after upgrading Transformers." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Different models and different missing config fields; not the same bug." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected key with position id and CLIP text-model structural inconsistency are different issues." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Same general Qwen3 MoE family, but different concrete failures and loading paths; too broad to merge safely." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT load failure and BigBirdTokenizer special-token registration 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": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43493", + "issue:43606", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43957", + "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:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46369", + "issue:46399", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46832", + "issue:46846" + ], + "soft_pairs": [ + "issue:43606|issue:44112", + "issue:46399|issue:46846", + "issue:45072|issue:46832", + "issue:43873|issue:46050", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:43844|issue:44964", + "issue:29159|issue:32090", + "issue:45588|issue:46050", + "issue:29942|issue:30333", + "issue:44869|issue:46752", + "issue:42490|issue:43696", + "issue:45229|issue:45823", + "issue:43937|issue:46701", + "issue:45200|issue:45229", + "issue:45084|issue:45520", + "issue:28218|issue:34567", + "issue:43065|issue:46369", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:44423|issue:44734", + "issue:44977|issue:46701", + "issue:37428|issue:43957" + ], + "prepared_review_unit_hash": "57d20b3b5e8c2a3982bc705d265c123f086217e4f558f1178b3ff65610defe96", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34629, + "estimated_input_tokens": 8658, + "estimated_eval_tokens": 17572 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft-similarity pairs share broad subsystem vocabulary but not the same concrete bug or code path, so none should be merged as duplicates. If one issue must anchor the set, issue:43957 is the broadest and most actionable runtime regression report, but it does not unify the rest of the cluster.", + "confidence": 0.91, + "canonical_issue_reason": "No true duplicate cluster is evident; most items are unrelated. If forced to pick an anchor, issue:43957 is the best representative because it is a concrete, reproducible model-loading regression affecting multiple models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43957 is the strongest single issue here: it describes a specific regression, names affected models, and points to a clear loading path (`torch.device(\"meta\")`) with actionable scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention device-related failures, but one is a CPU offload mismatch on Bark and the other is a stale CI test in GraniteSpeech; different bug and code path." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Same model family, but one is a flash-kernel registration error and the other is a tensor-parallel plan gap causing OOM/shape issues; not the same fix." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Dtype mismatch in inference versus RT-DETR feature-level indexing/forward shape error; unrelated failures." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization/offload, but one is an offloading behavior issue and the other is save/load breakage after sinq quantization; different underlying defect." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription handling after token alignment." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "One is a SigLIP2 model output regression; the other is a position-id key issue across many models. Too broad and different." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth in training is not the same as a latest-transformers model-loading failure for Phi-4 multimodal." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is a text-processing bug, while `_gpu_broadcast_one` NoneType is a Trainer/distributed runtime error." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sink-less model crash and sinq save/load breakage are different code paths and symptoms." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow reporting after training failure are unrelated." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decoding with trailing replacement characters is unrelated to empty-list `apply_chat_template` IndexError." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and GPT-oss CUDA OOM are not the same bug." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4, but one is multi-GPU OOM and the other is a device-mapping forward mismatch; different failure mode." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid `GenerationConfig` for GLM-5 is unrelated to DiffusionGemma image-text-to-text pipeline failure." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Missing default `mm_token_type_ids` for fine-tuning is a model-input contract issue, not the same as Gemma4 inference OOM." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template-node compilation error and Python 3.13 flash_attn import KeyError are unrelated implementation bugs." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing bug and TrainerState token counter not updating are separate concerns." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is a model-architecture placeholder issue, not the same as memory overflow when calling sam3-litetext." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp incompatibility and SigLIP2 zero-probability outputs are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness with differing head dims is not the same bug as an incorrect PyTorch version gate for AuxRequest import." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy and resume-from-checkpoint key mismatch are different domains and root causes." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and DeepSeek accuracy regression after upgrade are distinct issues." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash from string tensors is not the same as KV-cache continuation indexing." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and DiffusionGemma pipeline failure do not share a concrete code path." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import failure and meta-device model loading regression are separate loading/import 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": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "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:43975", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44610", + "issue:44737", + "issue:44849", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45381", + "issue:45406", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46710", + "issue:46821", + "issue:46894" + ], + "soft_pairs": [ + "issue:43295|issue:43450", + "issue:44977|issue:46710", + "issue:45406|issue:46121", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:43540|issue:45200", + "issue:43295|issue:43873", + "issue:43572|issue:46821", + "issue:44186|issue:46192", + "issue:43295|issue:44610", + "issue:45823|issue:46192", + "issue:43550|issue:43844", + "issue:29870|issue:29942", + "issue:43450|issue:43575", + "issue:45520|issue:46178", + "issue:43572|issue:44987", + "issue:45200|issue:45823", + "issue:37428|issue:43824", + "issue:42490|issue:43493", + "issue:39692|issue:46192", + "issue:44521|issue:45290", + "issue:43232|issue:44849", + "issue:43295|issue:43493", + "issue:42915|issue:43824", + "issue:45381|issue:46209", + "issue:44466|issue:45127", + "issue:28218|issue:35141", + "issue:43824|issue:43975", + "issue:43278|issue:43856", + "issue:44737|issue:46894" + ], + "prepared_review_unit_hash": "dec8ba7d3b101ffd633f6e3dd5751ece8628eacebbbc67b64c22c952edfc377e", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36881, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft pairs share broad themes (tokenizers, processors, generation, flash attention, multimodal/chat templates) but not the same concrete bug or fix. I would not merge any of the soft pairs as duplicates. If forced to pick a representative issue, the chat-template/multimodal masking report is the closest hub, but even that is only thematically related to nearby items.", + "confidence": 0.63, + "canonical_issue_reason": "issue:44521 is the closest thing to a hub in this set: it is a broad, high-discussion chat-template bug with inbound references, and it sits near the only semi-coherent subtheme (multimodal/chat-template handling).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best representative issue overall, but only weakly so; the cluster does not form a true duplicate set, and most other issues are unrelated regressions in different code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both are processor-related regressions, but one is about processor.tokenizer access and the other is about batched video output shape; different bugs." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Different models and different failures: flash-attention generation bug vs accuracy regression after upgrade." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer is unrelated to convert_rope_params_to_dict JSON list handling." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "dtype mismatch in inference and Wav2Vec2 save/tokenization failure are unrelated code-path problems." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink-less crash is unrelated to AutoModelForCausalLM.from_config text_config unwrapping." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe is unrelated to Gemma4 mm_token_type_ids defaults." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Custom model processor.tokenizer regression and quantization offloading issue are different bugs." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to return_tensors being ignored with explicit text_kwargs." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression and OmDet-Turbo image-size mismatch are different issues." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device mismatch in forward is unrelated to return_tensors precedence behavior." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure and ZeRO-3 gradient explosion are different failure modes." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "BART generate decoder_attention_mask bug is unrelated to Flash Attention 2 test failures." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape bug and tensor-parallel OOM on Qwen2-57B are unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.13 flash_attn import-key issue and tensorflow_text backend validation issue are different import-utils bugs." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to loading physical-intelligence/fast." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "mm_token_type_ids defaulting and PLE device placement are distinct Gemma4 issues." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Missing flash_attention_utils symbol and missing Qwen2_5_VLForConditionalGeneration symbol are different ImportErrors." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash local model loading warning is unrelated to SigLIP2 implementation discrepancy." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 docs example errors and return_tensors precedence are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages with no content; not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs sync_gpus bug and Qwen3.5 output_hidden_states bug are different code paths." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "processor.tokenizer regression and SigLIP2 HF-vs-JAX discrepancy are not the same issue." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5 VL import error are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video vision_position_ids bug and FP8 inference on B200 are different problems." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied lm_head weights and LoRA merge collapse with extended vocab are related only loosely via tied weights, not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer extra-space detokenization and post_init reinitializing resized embeddings are different bugs." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for missing Qwen2_5_VLForConditionalGeneration and DeepSeek detokenization regression are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "BF16-to-FP32 embedding dtype change and Qwen3 MoE memory usage are different training issues." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "CPU torch.arange in XLNet and CohereASR double-shift training loss are unrelated bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 30, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:29942", + "issue:32090", + "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: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:43452|issue:46512", + "issue:43653|issue:44112", + "issue:43262|issue:43450", + "issue:43950|issue:46285", + "issue:43334|issue:43525", + "issue:44442|issue:45198", + "issue:45200|issue:46899", + "issue:45200|issue:46932", + "issue:44898|issue:45412", + "issue:43526|issue:46192", + "issue:44792|issue:45563", + "issue:45200|issue:45325", + "issue:43819|issue:44112", + "issue:43335|issue:43550", + "issue:41720|issue:46209", + "issue:44561|issue:46234", + "issue:43827|issue:43901", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:43388|issue:43526", + "issue:46512|issue:46821", + "issue:43606|issue:45083", + "issue:44206|issue:45584", + "issue:38175|issue:45412", + "issue:37428|issue:43425", + "issue:45759|issue:46285", + "issue:43335|issue:43653", + "issue:46424|issue:46858", + "issue:29942|issue:32090" + ], + "prepared_review_unit_hash": "e48ca0435c88ed57fa50cacb4e5d754ec6f02fd13b00da982cdbe22ebc562e61", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37063, + "estimated_input_tokens": 9266, + "estimated_eval_tokens": 18788 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated models, processors, cache code, docs, and environment regressions. I do not see any true duplicate pair, so all soft links are rejected. The closest thing to a hub is the Gemma4-related issue, but even there the symptoms differ.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #45200 is the closest thing to a central representative because it sits in the most connected subtheme (Gemma4 multimodal regressions) and has multiple soft links nearby, but it is not a true duplicate anchor for the whole cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#45200 is the best single issue to keep as the representative node since it is the most interconnected and concrete, but the cluster is too diverse for a real duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "Both involve from_pretrained/config behavior, but one is a GGUF loading breakage and the other is stale dtype metadata; different bugs and code paths." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "One is a tokenizer special-token registration bug, the other is a stale device override CI failure; unrelated symptoms and fixes." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Both are processor issues, but audio chat-template sampling-rate defaulting and batched video output shapes are distinct behaviors." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "One is a non-persistent buffer reload regression; the other is a CLIP class structure inconsistency. Same broad area, different defects." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they affect different configs and loading paths; not the same underlying bug." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "These are different tokenizer-loading failures for different models; no shared concrete code-path problem." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 text-only token-type handling is separate from unsafe dtype casting in quantized multimodal embedders." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "The later Gemma4 fix is about quantized vision/audio embedder casting, not the mm_token_type_ids defaulting bug." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release are unrelated model/runtime bugs." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "One is a label-reduction bug in an image processor; the other is return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image generation test failure and a stale num_return_sequences warning do not describe the same issue." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal model issues, but mm_token_type_ids defaults and rope temporal position scaling are different bugs." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent/forward mismatch and a stale device override test failure are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA failure are different model/runtime problems." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different hardware/model failures: cudaErrorAssert on Qwen3 vs FP8 inference on B200." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both are missing utility-symbol regressions, but they are different symbols and different affected code paths." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs complaints, but one is pipeline removal guidance and the other is return_all_scores wording; not duplicates." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet processor input sizing and LwDetr AMP crash are separate vision-model bugs." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent conversion and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "A float16 CUDA loss crash and missing auxiliary losses with denoising off are different training issues." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both touch labels, but one drops label elements in metrics gathering and the other reduces labels incorrectly in an image processor." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale model.config.dtype after from_config and a missing TimesFM window_size attribute are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and qwen3_omni_moe output-length computation are different bugs." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported center arg in a feature extractor and Whisper empty-transcription failure after align_special_tokens are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 zero probabilities and RT-DETR memory not being freed are unrelated model issues." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "One is a missing flash-attention helper import, the other is torch 2.10 incompatibility; similar theme but not the same bug." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Qwen multimodal from_config unwrapping and CLIP structure divergence are different architecture issues." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Cache length config handling and device-tensor seq-length arithmetic are separate cache bugs." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a Trainer gpu_broadcast NoneType error are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 31, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:28218", + "issue:28282", + "issue:29127", + "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:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45290", + "issue:45310", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46170", + "issue:46326", + "issue:46431", + "issue:46566" + ], + "soft_pairs": [ + "issue:28282|issue:33357", + "issue:43611|issue:44466", + "issue:43335|issue:43504", + "issue:43550|issue:44112", + "issue:45520|issue:46170", + "issue:44855|issue:45083", + "issue:44448|issue:44743", + "issue:45290|issue:46326", + "issue:37428|issue:44351", + "issue:43335|issue:45083", + "issue:43335|issue:45593", + "issue:43335|issue:44112", + "issue:44514|issue:44521", + "issue:43278|issue:43825", + "issue:42490|issue:43854", + "issue:45588|issue:45859", + "issue:34689|issue:35141", + "issue:29127|issue:32090", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:46431|issue:46566", + "issue:43606|issue:44857", + "issue:43720|issue:44112", + "issue:39692|issue:44493", + "issue:45310|issue:45478", + "issue:28218|issue:32090", + "issue:44448|issue:44779", + "issue:43701|issue:45083", + "issue:44206|issue:45823" + ], + "prepared_review_unit_hash": "81bc9a94e2ac648dfa1fdc8387fd43d8a446dbf4ea4d2a8e02c6edb0fb16fa19", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36099, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly unrelated issues grouped by superficial wording; the only clear duplicate pair is the two Qwen3.5 MoE `from_pretrained` reports. I would keep the earlier, fuller report as canonical.", + "confidence": 0.91, + "canonical_issue_reason": "`issue:45310` is the earlier, more established report of the same exact Qwen3.5 MoE `from_pretrained` failure as `issue:45478`, with near-identical title and problem statement.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45310` is the best representative because it is the earliest and most complete instance of the one clear duplicate pair in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Both are runtime failures, but one is an AutoModel/PyTorch import error and the other is a MacOS bus error with a community CLIP model; different bugs and code paths." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Both involve model loading in v5, but one is about `base_model_prefix` breaking loading and the other is about inconsistent `lm_head.weight` serialization/tied weights; not the same defect." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different model/config bugs: sparse layer creation when sparse layers are set to 0 versus BEiT pretrained loading failing due to a legacy field." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/model execution failures, but they affect different models and failure modes (`torch.compile`/SDPA vs stale device override test)." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/runtime environment issues, but one is a `flash_attn` KeyError on Python 3.13 and the other is a Windows ROCm/`torch.distributed` dependency problem." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Different bugs: Python 3.13 `IndentationError` in a scripted DebertaV2 function versus unexpected helper output lengths in qwen3_omni_moe." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "One reports different Pegasus outputs between v4 and v5, while the other is about recurrent states resetting when cache is used; not the same underlying code-path." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both mention chat/template handling, but one crashes on assistant messages with tool calls and no content, while the other is a `continue_final_message` bug for mistral_common tokenizers." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different symbols/modules (`_flash_supports_window_size` vs `HybridCache`) and different root causes." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "A config construction bug for sparse encoder layers is unrelated to a feature-extraction length helper behaving unexpectedly." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer configuration and missing auxiliary losses in D-FINE are distinct model-specific issues." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "These are unrelated: SwitchTransformers sparse-layer config versus a GraniteSpeech CI device override failure." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve `apply_chat_template`, but one crashes on batched padding=False input and the other returns all-zero assistant masks for multimodal inputs; separate bugs." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different domains: embedding dtype drift in evaluation versus a pipeline error message wrongly advertising translation support." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "One is an import warning caused by a trailing slash in a local model path; the other is a unit-test model loading failure for GLM-4.7-Flash." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different failures in different components: flash-attention integration crashing on `s_aux=None` versus CPU-offload incompatibility in Qwen3.5 MoE rotary embedding." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Both affect loading/serialization, but one is a Llama 3.2 vision model loading regression and the other is post-init reinitializing resized output embeddings." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "One is about unclear layoutlmv3 error messaging for boxes with insufficient info; the other is a Trainer `_gpu_broadcast_one` NoneType type error." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent conversion mismatch and unexpected position-id keys are unrelated problems." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 doc example failures and BeitImageProcessorFast label reduction are different issues with different surfaces." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "One is missing chat template support in a processor; the other is DiffusionGemma weights staying on meta with `device_map=\"auto\"`." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different model/runtime failures: CPU offload device mismatch for suno/bark-small versus LwDetrImageLoss crashing under float16 AMP." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading and a stale GraniteSpeech device override CI test are not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "A SigLIP2 documentation example failure and unexpected position-id keys are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Near-identical titles and descriptions indicate the same Qwen3.5 MoE `from_pretrained` regression; these are duplicates." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing behavior after added tokens is unrelated to a Trainer broadcast NoneType error." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output differences across versions and Deepseek tokenizer incorrect results are different model/tokenizer problems." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatches are unrelated to the qwen3_omni_moe feature-extraction length helper." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "LasrFeatureExtractor crashing on an unsupported `center` arg is unrelated to Gemma4 PLE device mismatch during forward." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only accepted duplicate, issue:45310 vs issue:45478, is strongly supported by the packet: identical titles, highly similar body lengths/content, and earlier report as canonical is reasonable. The other soft-edge rejections stay on the cautious side and do not overstate equivalence." + }, + "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": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "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:37428", + "issue:38175", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:44360", + "issue:44448", + "issue:44464", + "issue:44493", + "issue:44561", + "issue:44617", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45459", + "issue:45593", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46399", + "issue:46424", + "issue:46655", + "issue:46697", + "issue:47000" + ], + "soft_pairs": [ + "issue:26413|issue:31501", + "issue:44617|issue:46697", + "issue:45127|issue:45245", + "issue:45459|issue:46234", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:44857|issue:45072", + "issue:45593|issue:47000", + "issue:44464|issue:46424", + "issue:38175|issue:44493", + "issue:43550|issue:45083", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:45290|issue:45381", + "issue:29870|issue:32090", + "issue:10000|issue:15354", + "issue:43278|issue:43329", + "issue:45290|issue:46655", + "issue:44448|issue:44977", + "issue:37428|issue:42175", + "issue:29870|issue:33290", + "issue:45920|issue:46192", + "issue:43278|issue:43381", + "issue:44360|issue:44561", + "issue:44855|issue:46399", + "issue:40444|issue:43526", + "issue:32090|issue:33290" + ], + "prepared_review_unit_hash": "213d5bc84ed355825a22e5bd24e06ddd180150c68248d425e4e0afff3ca360d9", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35958, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs share broad vocabulary (training, generation, tokenizer, Flash Attention, multimodal, dtype) but not the same underlying bug or code path. I would reject all soft duplicate edges and treat these as separate issues.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical representative here; the issues cover unrelated bugs across training, inference, tokenization, multimodal processing, and packaging.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both concern training start/resume problems, but one is an empty epoch iterator on resume while the other says FineWeb SLM training never starts; likely different root causes." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "OOM in Sam3Video is a memory-capacity issue, while Swin2SR over-padding is an image preprocessing bug; not the same code-path problem." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/vocab collapse and category-count overflow are unrelated failures in different parts of the library." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "One is exception masking in tokenizer error handling; the other is a missing import_utils symbol. Same utility area, but different bugs." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer `_gpu_broadcast_one` NoneType failure and MacOS bus error with CLIP are unrelated symptoms and code paths." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warnings and tensor-parallel OOM when loading Qwen2-57B are completely different issues." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention precision, but one is AMP/CUDA loss crashing and the other is BF16 inference dtype mismatches in different models; not mergeable as one fix." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "D-FINE missing auxiliary losses and RTDetrLoss infeasible cost matrix are different detection-loss bugs." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistencies and cache max length being ignored are distinct generation/cache behaviors." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and unexpected key/position-id behavior are unrelated model behaviors." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and a helper-function length calculation bug in qwen3_omni_moe are different code paths." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support in XLMRoberta and Llama 3.2 Vision model loading regression are not the same bug." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention 2 tests and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template tool-call handling and Qwen2.5-VL video position IDs are separate multimodal features with different failures." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Bart generate decoder_attention_mask initialization and trainer GPU broadcast NoneType are unrelated bugs." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and GeneratorExp/JIT export failure are different model/export problems." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 dtype change in eval and undefined video-branch helpers in multimodal token counting are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat template crashes on tool calls and video padding miscalculation are different subsystems." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation issues do not share the same bug." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing flash-attention import symbol and packaging omitting TensorFlow are unrelated." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer wrong token IDs for many models and return_tensors being ignored when text_kwargs is passed are different API regressions." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift in evaluation and gradient checkpointing being disallowed in eval mode are separate concerns." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion and removal of is_torch_fx_available breaking trust_remote_code are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 IndentationError from a comment near a decorator and a missing decorator on apply_rotary_pos_emb registration are different parser/registration bugs." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable multi-image finetuning failure and BeitImageProcessorFast reduce_labels bug are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType and deepspeed Adafactor OOM are different distributed-training failures." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion does not match the trust_remote_code breakage from removing is_torch_fx_available." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Bart generate mask bug and Adafactor/deepspeed OOM 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": 33, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43278", + "issue:43381", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43927", + "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:45698", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46421", + "issue:46858" + ], + "soft_pairs": [ + "issue:44977|issue:45229", + "issue:43927|issue:45698", + "issue:46421|issue:46858", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:25251|issue:32090", + "issue:44448|issue:44466", + "issue:43976|issue:45440", + "issue:43381|issue:43701", + "issue:44871|issue:44977", + "issue:29127|issue:34567", + "issue:33357|issue:39692", + "issue:45588|issue:45823", + "issue:43278|issue:43575", + "issue:44561|issue:44779", + "issue:44568|issue:45491", + "issue:41720|issue:45229", + "issue:44186|issue:45198", + "issue:43611|issue:46121", + "issue:44977|issue:45563", + "issue:45198|issue:45803", + "issue:44361|issue:45198", + "issue:29870|issue:34689", + "issue:43653|issue:44743", + "issue:29942|issue:30064", + "issue:44206|issue:44479", + "issue:42915|issue:42994", + "issue:43756|issue:45440" + ], + "prepared_review_unit_hash": "10be330be30c060d9ac301f7a0c0d5944b839ff48ade56120d97726ea47854b3", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36252, + "estimated_input_tokens": 9063, + "estimated_eval_tokens": 18382 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated regression reports across different models, subsystems, and failure modes. I do not see any safe duplicate merges among the soft pairs.", + "confidence": 0.97, + "canonical_issue_reason": "issue:43873 is the most discussion-heavy open bug and the broadest active anchor in the set, but it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single representative because it has the most activity and references; however, the cluster is too heterogeneous for a real duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Different models and failure modes: flash-attention generation bug vs multi-GPU CUDA OOM." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one is custom token IDs in config and the other is wrong custom module resolution." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache/compile, but one is lazy cache recompilation and the other is device-tensor seq-length arithmetic on non-CUDA backends." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Import-path warning is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading bug is unrelated to Gemma4 multi-GPU OOM." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting change is unrelated to Trainer GPU broadcast NoneType error." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are version regressions, but one is generation output drift and the other is serialization of lm_head weights." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility break is unrelated to DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Checkpointing in eval mode and resume checkpoint key mismatch are different bugs." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token config inconsistency is unrelated to Qwen flash-attention generation failure." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue is unrelated to TrainerState token counting." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 doc example errors are different model-specific problems." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux=None crash is unrelated to Gemma4 device-map mismatch during forward." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift between train/eval is unrelated to tensor-parallel OOM on model load." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available and Deepseek tokenizer regression are different breakages." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token omission is unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are CUDA issues, but one is device-map assert and the other is OOM on a different model." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save/tokenization failures are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base_model_prefix loading breakage is unrelated to rope-parameter JSON list type handling." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation failure is unrelated to a stale warning about num_return_sequences." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure is unrelated to Fuyu's bare-except bug." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLuke tokenizer AttributeError is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate() UnboundLocalError and Llama 3.2 Vision loading breakage are different code paths." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBird special-token registration bug is unrelated to Qwen3.5 recurrent-state reset." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to image processor void-segmentation-map handling." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in feature extractor is unrelated to Qwen VL video-input regression." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both concern quantization, but one is FP8 config failure and the other is quantized model saving." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch is unrelated to DeepseekV3MoE implementation divergence." + } + ] + }, + "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": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "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:43653", + "issue:43701", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44857", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46369", + "issue:46640", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:43653|issue:44442", + "issue:43065|issue:43994", + "issue:43065|issue:45412", + "issue:44265|issue:45198", + "issue:45372|issue:45588", + "issue:43575|issue:43701", + "issue:29127|issue:33357", + "issue:45491|issue:46693", + "issue:43412|issue:45588", + "issue:42490|issue:43381", + "issue:29127|issue:35141", + "issue:45245|issue:45563", + "issue:45459|issue:45712", + "issue:45440|issue:45593", + "issue:43994|issue:45412", + "issue:45372|issue:45406", + "issue:45406|issue:46701", + "issue:43421|issue:45491", + "issue:45412|issue:46369", + "issue:43575|issue:44387", + "issue:43066|issue:44462", + "issue:45372|issue:45459", + "issue:44442|issue:45072", + "issue:43526|issue:45834", + "issue:27957|issue:33290", + "issue:27957|issue:29127", + "issue:43824|issue:44279", + "issue:43526|issue:46693", + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:44857|issue:45588", + "issue:43994|issue:46369", + "issue:42915|issue:43931", + "issue:43526|issue:44186", + "issue:43334|issue:43531", + "issue:45250|issue:46640" + ], + "prepared_review_unit_hash": "d6133f9de3cc84df42a4bcc71978a2867595fff50a1b5f48b567b55994a78ce2", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38283, + "estimated_input_tokens": 9571, + "estimated_eval_tokens": 19398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous overall; the only loose thematic pockets are Flash-Attention, tokenizer/loading, and assorted model-specific bugs. None of the soft pairs look like the same underlying bug/change, so no duplicates are accepted.", + "confidence": 0.93, + "canonical_issue_reason": "issue:46693 is the most concrete and broadly framed issue in the only visible subtheme (FA2/long-context performance); the rest are narrower or unrelated bug reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 is the best representative issue because it states a specific regression with reproduction context and likely captures the clearest actionable bug in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures: mask-token decode output vs AutoTokenizer loading a specific tokenizer." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different models and symptoms: dummy Conv2d in Sam3PixelDecoder vs SigLIP2 inference quality issues." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated bugs: dummy Conv2d implementation vs RT-DETR memory release/GC behavior." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "Different code paths: torch.export failure with torch_compilable_check vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: Gemma 4 processor import dependency issue vs flash_attention.py handling of s_aux=None." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Different problems: tensor-parallel OOM on model load vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "Different bug classes: clearer error messaging for LayoutLMv3 boxes vs MacOS bus error on CLIP model load." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Related to FA2, but these describe different bugs: NaN embeddings from all-padding windows vs performance regression in long-context generation." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Different export/runtime issues: executorch export guard/support problem vs flash attention auxiliary-state crash." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Different behaviors: local-path import warning vs gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Different subsystems: LayoutLMv3 error clarity vs embedding reinitialization after resize with untied weights." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Different issues: category-count limit runtime error vs stale warning in paged generate()." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Different concerns: protobuf masking tokenizer errors vs leftover dummy classes leaking into repo/API surfaces." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different model-specific bugs: DeepseekV3MoE divergence vs D-FINE auxiliary-loss handling." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Different symptoms and models: nonsensical SigLIP2 results vs RT-DETR object lifetime/memory leak." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Different Gemma 4 problems: import-time dependency failure vs serve-time missing _tokenizer attribute." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Different pipelines and failures: Gemma4Processor attribute error vs DiffusionGemmaGenerationOutput pipeline breakage." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Different tokenizer/runtime behaviors: special-token post-processor updates vs FA2 sliding-window NaNs." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but one is RT-DETR cleanup/leak behavior and the other is sam3-litetext overflow; not the same bug." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Different memory issues in different contexts: tensor-parallel model load OOM vs int4 quantization reserved-memory regression." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer loading problems, but distinct: wrong decoder type in v5 vs AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Different root causes: Gemma 4 processor dependency import failure vs protobuf-related tokenizer error masking." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Different model/tokenizer loading issue vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different processors and bugs: BeitImageProcessorFast label reduction vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Different issues: XLMRoberta Flash Attention 2 support vs Adafactor + deepspeed OOM." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Completely different topics: Flash Attention 2 support vs LayoutLMv3 error-message clarity." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Different dependency/import issues: missing Qwen2.5-VL export vs generic transformers dependency issue." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Different areas: Beit image-processor label reduction vs FA2 long-context generation regression." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Different optimization bugs: deepspeed Adafactor OOM vs embedding reinitialization on resize." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Different model/loading problem: Adafactor OOM vs Llama 3.2 90B Vision model loading breakage." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different numeric/mixed-precision bug vs flash_attention.py sinkless-model AttributeError." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Different models and failure modes: bad SigLIP2 outputs vs sam3-litetext memory overflow." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen issues: FineGrainedFP8Config failure vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different image-processing bugs: Beit reduce_labels behavior vs LayoutLMv2 NER padding/truncation crash." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen3-VL vs Qwen3-MoE loading/runtime problems; not the same code-path bug." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Related Flash Attention wording, but one is a generic feature request and the other is a specific issue; 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": 35, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43493", + "issue:43525", + "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:44987", + "issue:45003", + "issue:45137", + "issue:45245", + "issue:45325", + "issue:45381", + "issue:45440", + "issue:45588", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:46121", + "issue:46178", + "issue:46234", + "issue:46399", + "issue:46697", + "issue:46821" + ], + "soft_pairs": [ + "issue:43381|issue:43873", + "issue:45588|issue:46821", + "issue:46121|issue:46399", + "issue:43646|issue:44077", + "issue:44514|issue:45381", + "issue:44977|issue:45245", + "issue:43761|issue:45859", + "issue:44743|issue:44811", + "issue:43262|issue:44206", + "issue:44442|issue:44898", + "issue:42490|issue:44743", + "issue:42175|issue:46234", + "issue:43720|issue:44442", + "issue:27957|issue:29870", + "issue:45003|issue:45440", + "issue:44077|issue:44479", + "issue:43316|issue:43525", + "issue:43493|issue:43827", + "issue:43873|issue:44871", + "issue:44062|issue:45907", + "issue:45325|issue:46697", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:43316|issue:45759", + "issue:43749|issue:43931", + "issue:44987|issue:46178" + ], + "prepared_review_unit_hash": "4694106f9d579af38f588f94c036fbf823c326fb2acd45d733bff9a7cec55404", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35142, + "estimated_input_tokens": 8786, + "estimated_eval_tokens": 17828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate: most are separate regressions in different models, processors, or utility paths. The closest-looking pairs still differ in concrete failure mode and code path, so they should stay separate issues.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43749 is the most broadly impactful and central bug here: it has the most discussion and inbound references, and it describes a core loading regression rather than a narrow model-specific edge case.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the strongest standalone issue for triage because it is high-signal, widely discussed, and likely to have the largest user impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Different problems: one is about gradient checkpointing in eval mode, the other about quantized offloading behavior." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated subsystems and failures: flash-attention sink handling vs TimesFM window_size attribute handling." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Different code paths: rope-validation list handling versus Qwen3.5 kernel registration/decorator failure." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "One is missing fields from AutoConfig with trust_remote_code; the other is a model config validation change for patchtsmixer." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL related, but one crashes in batched chat-template processing and the other has incorrect video position IDs." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Completely different failures: flash-attention generation bug versus category-cardinality runtime error." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different models and mechanisms: CLIP hidden_states regression vs Qwen3_5Moe CPU offload incompatibility." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different components: modular Qwen recurrent state handling versus Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Unrelated audio bugs: chat-template sampling rate defaulting vs unsupported center argument in a feature extractor." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Different model families and bugs: tokenizer loading failure vs Perceiver image-size interpolation failure." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Path-normalization import warning is unrelated to modular Qwen recurrent-state reset logic." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Different backend/import issues with no shared code path: pip extras backend selection vs missing availability helper." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerate-loading unpacking bug is unrelated to FastSpeech2Conformer tokenizer loading." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Both involve generation/attention in different models, but the concrete failures differ: Flash Attention 2 support vs an UnboundLocalError in Bart generate()." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Different issue types: unsafe sys.modules access in modeling_utils versus DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "A config/post_init restriction is not the same bug as the v5.3.0 video-input regression across Qwen VL variants." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config discrepancies, but they affect different models and fields; no shared underlying defect is evident." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "Completely unrelated: SigLIP2 implementation divergence vs docs still mentioning removed pipeline() APIs." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma eos_token_id config mismatch are distinct bugs." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken construction error is unrelated to list_repo_files failing to forward revision." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Different components and symptoms: Qwen2.5-VL rope/position-ID scaling vs Swin2SR image padding logic." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Different configuration persistence bugs: missing fields from trust_remote_code config loading vs GPTNeoX rotary_pct not round-tripping." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Different runtime environments and failures: torch.jit parsing/IndentationError on Python 3.13 versus DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both mention config/model init behavior, but one is a Gemma3TextConfig API mismatch and the other is unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different loading failures with different causes." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Different backend problems: model loading regression with transformers>=5.1.0 versus tensorflow_text backend mapping." + } + ] + }, + "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": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue: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:44162", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45216", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46506", + "issue:46821", + "issue:46829", + "issue:46932" + ], + "soft_pairs": [ + "issue:44190|issue:44496", + "issue:43232|issue:43388", + "issue:43931|issue:45216", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:44442|issue:45803", + "issue:43550|issue:43701", + "issue:43761|issue:44188", + "issue:43575|issue:43742", + "issue:43761|issue:44079", + "issue:27957|issue:32090", + "issue:43606|issue:43701", + "issue:25251|issue:28282", + "issue:46829|issue:46932", + "issue:42907|issue:45698", + "issue:16998|issue:22355", + "issue:43295|issue:43825", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:46234|issue:46291", + "issue:44077|issue:44534", + "issue:43316|issue:43716", + "issue:44464|issue:46421", + "issue:43316|issue:46821", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:45803|issue:46365", + "issue:44162|issue:44792" + ], + "prepared_review_unit_hash": "49364c6f17d26d795e8f8ea300bde292eda22209d8814d0cdff4d97d2115a8d9", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36259, + "estimated_input_tokens": 9065, + "estimated_eval_tokens": 18386 + }, + "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 transformer themes but describe different bugs, models, or code paths. No strong duplicate cluster emerges; if a representative issue is needed, the broadest regression report is the best fit.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43646 is the broadest and most central bug report in the set, describing a general Transformers 5.0.0 regression affecting custom model initialization rather than a narrow model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best representative because it is a general framework regression and more canonical than the many model- or feature-specific reports in this noisy cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Both involve loading/data setup errors, but one is a local dataset script failure and the other is an unrecognized model/config issue; different underlying problems." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Both mention generation/training internals, but one is about sync_gpus/update_model_kwargs in generation and the other is about gather_for_metrics dropping tuple labels; not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both are model loading/config shape problems, but one is a Qwen3-VL weight-shape mismatch and the other is a save_pretrained regression for Qwen3.5; different failure modes." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA output divergence for PPDocLayoutV3." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "One is about running a 3D parallel script, the other is OOM when loading a specific Qwen model with tensor parallelism; same general area, not the same defect." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and bare-except swallowing interrupts are unrelated bugs." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile with SDPA on Bamba and checkpoint key mismatch are different code paths and symptoms." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "One is CLIPVisionModel returning hidden_states=None; the other is attention kernel divergence under allow_is_bidirectional_skip with torch.compile. Different root causes." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM while loading a large Qwen model is not the same as a key error when loading MobileLLM-125M." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Hidden-states regression in CLIPVisionModel is separate from ModelOutput key assignment when a field was previously None." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a Trainer GPU broadcast TypeError." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch in bark-small and resume checkpoint key mismatch are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting change is unrelated to AutoModel PyTorch import errors." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism hidden_states output bug and Gemma4 quantized embedders dtype-casting issue are different model families and code paths." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and loading the wrong custom module after save_pretrained are both save/load related but clearly different bugs." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 is not the same as pipeline translation support error messaging." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom processor.tokenizer regression and Gemma-3 eos_token_id inconsistency are distinct configuration issues." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 eos_token_id mismatch and Whisper empty transcription failure after align_special_tokens are different generation/tokenization bugs." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing is_falcon_mamba_ssm_available helper and kernels import requiring version/revision are unrelated import/package issues." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "PatchTSMixer optional post_init validation and non-persistent buffers filled with junk are separate v5 behavior changes." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are unrelated multimodal configuration bugs." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is different from spurious recompilation caused by cache lazy initialization." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and TimesFM window_size AttributeError are unrelated configuration errors." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage and GPTNeoXConfig rotary_pct not persisting on reload are different serialization/config issues." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file breaking AutoTokenizer/AutoModel load and an unrecognized model/config error are not the same underlying bug." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency and quantized model save/load breakage after sinq are separate regression classes." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion and Trainer import failure due to datasets are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 broken workflow report and janus image generation test failure are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 37, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "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:44190", + "issue:44242", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46640", + "issue:46894" + ], + "soft_pairs": [ + "issue:43404|issue:43441", + "issue:44242|issue:46894", + "issue:43065|issue:44617", + "issue:44610|issue:46369", + "issue:43540|issue:44514", + "issue:45632|issue:46424", + "issue:43572|issue:46178", + "issue:45542|issue:46234", + "issue:43650|issue:46202", + "issue:45803|issue:46170", + "issue:44792|issue:45600", + "issue:43504|issue:45698", + "issue:44792|issue:44977", + "issue:45127|issue:45200", + "issue:43352|issue:46640", + "issue:41950|issue:43475", + "issue:43525|issue:43531", + "issue:44534|issue:44913", + "issue:43673|issue:44743", + "issue:43388|issue:43688", + "issue:35141|issue:42490", + "issue:44190|issue:44964", + "issue:44734|issue:45406", + "issue:44855|issue:45588" + ], + "prepared_review_unit_hash": "c3492be17a64fdb929e8084e89c83a78400b6aa3f841ac1ebfe930111b59b3c8", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 24, + "serialized_chars": 34303, + "estimated_input_tokens": 8576, + "estimated_eval_tokens": 17408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are thematically broad but not duplicates of one another; none of the soft pairs look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45698 has the strongest triage signal (most discussion and inbound references) and is a concrete, well-scoped loading bug, so it is the best representative of this otherwise mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best standalone issue to anchor the cluster because it is specific, actionable, and high-signal, even though it is not duplicated by the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Different failures: tied lm_head weights vs FlashAttention support in a different model." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Both concern loss computation, but the models and bug mechanisms differ; not the same code path." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d definition is unrelated to a SAM3 video OOM symptom." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor output size mismatch is not the same as memory overflow in sam3-litetext." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video-input ValueError and batched chat-template padding crash are separate input-processing bugs." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to max_cache_length handling." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Missing config field and undefined backend mapping are different regressions." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend selection is unrelated to a missing import_utils availability helper." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "A placeholder/data request is unrelated to a Gemma tokenization roundtrip bug." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing errors is not the same bug as the Windows ROCm distributed import issue." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A Janus image-generation test failure is unrelated to stale auto_mappings entries for Sam3LiteText." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy preset loading and wrong custom-module loading after save/load are different serialization problems." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation testing and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/extended-vocab collapse with tied embeddings is not the same as missing mm_token_type_ids defaults." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "A model explicitly not supporting Flash Attention 2 is different from a generic Flash Attention 2 issue report." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Image-processor lookup in a video pipeline and a missing SAM3 video attribute are different bugs." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in one config and sliding_window behavior in another model are not the same defect." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization and GPTNeoX rotary_pct reload behavior are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Chunked-prefill cache missing and recurrent-state reset with cache are different cache-path failures." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering dropping tuple labels is unrelated to auxiliary-loss normalization." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization during resize and a trailing-slash model-path warning are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Dataset loading in a training script is not the same as loading a multimodal model checkpoint." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation indexing and Gemma4Processor missing _tokenizer are separate serve-time crashes." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing failure is unrelated to the flash_attention.py s_aux=None AttributeError." + } + ] + }, + "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": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "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: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:46655", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932", + "issue:47013" + ], + "soft_pairs": [ + "issue:44869|issue:46832", + "issue:29870|issue:35141", + "issue:45072|issue:46932", + "issue:45245|issue:46858", + "issue:45632|issue:46617", + "issue:43827|issue:43994", + "issue:46082|issue:46697", + "issue:44617|issue:45584", + "issue:43931|issue:44060", + "issue:43644|issue:44913", + "issue:25251|issue:27957", + "issue:43335|issue:44855", + "issue:44077|issue:44877", + "issue:44242|issue:46897", + "issue:43673|issue:46421", + "issue:44933|issue:45362", + "issue:45381|issue:46369", + "issue:45563|issue:45584", + "issue:41720|issue:45245", + "issue:43550|issue:44190", + "issue:43065|issue:44610", + "issue:44479|issue:44734", + "issue:43335|issue:44190", + "issue:43854|issue:44792", + "issue:45588|issue:47013", + "issue:44617|issue:46369", + "issue:45381|issue:46655", + "issue:39692|issue:44190" + ], + "prepared_review_unit_hash": "312fba84c9ce1d73dc3a3175ee74f256eec8388ddffa7bdcf9623736fff769e8", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36230, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Highly heterogeneous set of issues across unrelated models/subsystems. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because this cluster is not a true duplicate set; the items cover many unrelated failures and regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue for duplicate consolidation: the set is too diverse, and no issue is clearly representative of a duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Different subsystems and failure modes: Whisper timestamp decoding vs RT-DETR feature-level handling." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Both are generation/model bugs, but they affect different code paths and symptoms; not the same defect." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both mention dtype casting, but on different models/components and with different concrete failures." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-cardinality error is unrelated to cache sequence-length tensor arithmetic." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code/cache, but one is a path collision and the other is a FileNotFoundError with a different cause." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "One is stale docs after pipeline removal; the other is a model/pipeline correctness issue." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Config validation for head_dim is unrelated to image processor over-padding." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape loading mismatch is not the same as Qwen3-Next tied-weights warning logic." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization bug and GPTNeoX config reload regression are different issues." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting bug and XLMRoberta Flash Attention 2 support are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse layer creation bug is unrelated to Python 3.13 TorchScript parsing/indentation failure." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init restriction and strict config loading are different config-policy problems." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Load-balancing loss omission and Florence2 double-shift training bug are different loss-calculation defects." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Cache missing in v5 chunked prefill and cache lazy-init recompilation are adjacent but not the same bug." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug is unrelated to Sam3-LiteText memory overflow." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale warning for num_return_sequences is unrelated to Whisper empty transcription failure." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device mapping CUDA assert and category-count limit are different failure modes." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA model failure is unrelated to local dataset loading in the training script." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video input regression across Qwen VL models is unrelated to serve KV-cache continuation indexing." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse-layer config bug is unrelated to dataset-loading failure." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Model loading test failure for GLM-4.7-Flash is unrelated to janus image-generation test failure." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Flash-attention sinkless-model crash and xLSTM unpacking crash are different code paths." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but one is an OOM in Sam3Video and the other is a model-specific memory overflow; not the same bug." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both concern video processing, but one is wrong vision_position_ids and the other is incorrect padding calculation." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/model mismatch is unrelated to local dataset loading." + } + ] + }, + "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": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "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:44464", + "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:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46489", + "issue:46697", + "issue:46752", + "issue:46858" + ], + "soft_pairs": [ + "issue:45127|issue:45357", + "issue:43295|issue:45276", + "issue:44464|issue:45563", + "issue:44779|issue:46489", + "issue:45290|issue:46752", + "issue:44112|issue:45600", + "issue:43540|issue:44734", + "issue:44521|issue:45381", + "issue:45276|issue:45584", + "issue:25251|issue:29870", + "issue:43526|issue:46697", + "issue:43643|issue:44496", + "issue:44462|issue:45907", + "issue:44938|issue:45542", + "issue:44737|issue:45803", + "issue:43854|issue:44964", + "issue:44246|issue:45003", + "issue:43673|issue:46858", + "issue:44964|issue:45600", + "issue:27957|issue:35141", + "issue:45632|issue:46234", + "issue:44112|issue:44964", + "issue:42796|issue:44521", + "issue:42175|issue:44279", + "issue:32090|issue:35141", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:36246|issue:38617" + ], + "prepared_review_unit_hash": "dc08620a61fbddafd4fd14ea5a4f47f68f1b1adc3206430c66b1e2280d6a6180", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "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": "This cluster is mostly unrelated issue reports spanning different models, tokenizer paths, generation paths, and import/config problems. None of the soft pairs look like true duplicates, and there are no PRs here.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44521 is the most active and well-documented standalone report in the set, so it's the best available anchor even though the cluster is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 has the strongest discussion/signals among these issues, but it is not a representative duplicate of the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both involve save/tied-weight behavior, but they are different models and different bugs: LoRA merge collapse vs incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Both mention embedding resizing, but the failures are different: a processor/tokenizer regression vs Gemma4 embedding/output propagation not updating." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Different generation problems: inconsistent outputs with compiled forward versus a stale warning in paged generate()." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both are DeepSeek tokenizer regressions, but one is generic DeepSeek v5 behavior and the other is a DeepSeek-Coder v1-specific gap in an earlier fix." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Same helper function, but different edge cases: tool-call assistant messages with no content versus an empty messages list IndexError." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both affect CI, but they are unrelated: a stale GraniteSpeech test versus auto_mappings referencing removed configs." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths and symptoms: Qwen3OmniMoe video input validation versus transformers serve KV-cache tensor indexing." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal chat/vision issues, but one is assistant mask generation and the other is vision_position_ids for qwen2.5-vl videos." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Completely different bugs: Gemma4 resize_token_embeddings propagation versus Whisper empty transcription handling after align_special_tokens." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "No shared underlying bug: pipeline top_k output shape change versus Bart generate() decoder_attention_mask initialization error." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Unrelated image-processing bugs in different models: Beit label reduction versus Swin2SR over-padding." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config/model loading issues, but one is missing fields from trust_remote_code AutoConfig and the other is an unrecognized model/config.json problem." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Different repository-access behavior: AutoTokenizer ignoring tokenizer.json versus list_repo_files not forwarding revision." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated import/runtime issues: Python 3.14 loading failure versus missing TensorFlow backend when only tensorboard is installed." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Different failures entirely: XLNet device placement bug versus a bare except swallowing KeyboardInterrupt in FuyuBatchFeature." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model loading reports, but they concern different models and failure modes, so they are not the same underlying bug." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import performance and sys.modules safety are not the same issue; no concrete shared bug path is evident." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache/generation internals, but one is missing cache in chunked prefill and the other is a device-tensor seq_length arithmetic bug under static cache/torch.compile." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Completely different areas: model loading failure versus CI breakage from removed auto_mappings references." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Different subsystems: Flash Attention support for XLMRoberta versus embedding reinitialization after token resize." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Unrelated issues: local trust_remote_code cache path collisions versus a missing import_utils helper." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "One is a stale CI test in GraniteSpeech; the other is a model-loading problem for Phi-4 multimodal." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling and multimodal assistant mask generation are different bugs." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "The first is packaging metadata for optional TensorFlow support; the second is a vague dependency issue without the same concrete failure path." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and module/export problems rather than the same missing export." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different model families and different bugs: untied lm_head weights versus incorrect checkpoint saving behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 40, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "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:46082", + "issue:46121", + "issue:46123", + "issue:46369", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46693", + "issue:46752", + "issue:46932" + ], + "soft_pairs": [ + "issue:43531|issue:45600", + "issue:46082|issue:46121", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:43673|issue:46424", + "issue:43295|issue:45335", + "issue:43582|issue:46932", + "issue:45083|issue:46506", + "issue:44496|issue:45042", + "issue:43976|issue:44987", + "issue:43526|issue:43901", + "issue:43901|issue:44496", + "issue:43673|issue:44336", + "issue:44016|issue:44220", + "issue:44496|issue:45759", + "issue:44683|issue:45446", + "issue:42907|issue:43441", + "issue:43381|issue:45593", + "issue:43650|issue:44220", + "issue:44016|issue:44062", + "issue:43441|issue:45588", + "issue:43976|issue:44279", + "issue:44792|issue:46424", + "issue:43824|issue:44933", + "issue:44521|issue:46693", + "issue:44279|issue:46515", + "issue:43479|issue:45375", + "issue:45335|issue:45584", + "issue:44327|issue:46752", + "issue:46123|issue:46369" + ], + "prepared_review_unit_hash": "85523e064fccda62bcbddba28501114c6db18bf5c3e3617ace27fd1c1d1bc9ba", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35961, + "estimated_input_tokens": 8991, + "estimated_eval_tokens": 18238 + }, + "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 issues spanning model configs, generation/cache behavior, image processors, FlashAttention, docs, and notebooks. None of the soft-edge candidates look like true duplicates with enough concrete overlap to merge.", + "confidence": 0.88, + "canonical_issue_reason": "No single duplicate theme dominates this set; if one issue must anchor the cluster, #44521 is the strongest representative because it is actively discussed, has inbound references, and is a broadly impactful multimodal templating bug.", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 is the best overall triage anchor: it is detailed, still open, and the most hub-like issue in this list, making it the clearest representative for follow-up.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Different problems: Qwen3-MoE sliding-window behavior vs a removed auto-mapping reference causing CI breakage." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Unrelated config-validation bugs: Llama head_dim handling vs rope-validation accepting JSON-loaded lists." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Different code paths and symptoms: position_ids buffer access vs CPU/CUDA numerical divergence in PPDocLayoutV3." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Different subsystems: video-classification processor lookup vs a syntax error in a notebook document." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked prefill while the other is a max_cache_length config limitation for quantized cache." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Distinct regressions: processor.tokenizer/image passing behavior vs t5gemma embedding resize not propagating." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon TypeError in caching warmup is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different helper/model bug vs runtime backend divergence; only broad ML-model similarity." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized-model config loading vs PIL image processors unnecessarily requiring torchvision are separate failures." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility issue is not the same as loading a specific model failing." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to a docs/behavior mismatch for return_all_scores." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for text classification is not the same as a model config import/load failure." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache-missing bug and ANSI-color output issue are different parts of the codebase and unrelated failures." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error is unrelated to the audio feature-extraction helper bug." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Different model-loading issues: missing model_type vs AutoModelForCausalLM not unwrapping text_config." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Related only by flex_attention; one is compiled flex_attention failing on torch>=2.9, the other is a version-check bug for AuxRequest import." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Ministral save/dequantization failure is a different bug from Ministral-3 FlashAttention breakage." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated training/inference issues." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder issue title 'ADD THE DATA' is not the same as the _torch_extract_fbank_features bug." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "These are both FlashAttention-adjacent, but one is a model-specific Ministral-3 v5 RC failure while the other is a generic s_aux=None AttributeError; not enough evidence they are the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python compatibility breakage and a generic dependency issue are too broad and not the same underlying defect." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to cache max length behavior." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing Qwen2_5_VL export and nonexistent image_utils import are both import errors, but they concern different symbols and fixes." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "Multimodal assistant-mask bug and FA2 long-context performance regression are different generation issues." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issue is not the same as a torch 2.4.1 incompatibility report." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-related, but one is default-init behavior for Phi4MultimodalConfig and the other is a missing field dropped by strict config handling." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Different model families and failures: t5gemma embedding resize vs Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "Both touch generation, but QA decode_spans top-k bounds and apply_chat_template on an empty list are separate crash sites." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "MaskGenerationPipeline final-batch handling and sam3-litetext memory overflow 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": 41, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:33290", + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43381", + "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:45907", + "issue:46082", + "issue:46209", + "issue:46399", + "issue:46512", + "issue:46614", + "issue:47000", + "issue:47085" + ], + "soft_pairs": [ + "issue:43299|issue:45216", + "issue:46614|issue:47085", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:42796|issue:43650", + "issue:39692|issue:43901", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:43976|issue:45405", + "issue:46082|issue:46399", + "issue:43381|issue:47000", + "issue:44779|issue:45812", + "issue:44466|issue:45276", + "issue:43299|issue:45357", + "issue:46082|issue:46512", + "issue:43650|issue:46209", + "issue:43653|issue:45593", + "issue:41950|issue:45823", + "issue:44242|issue:45200", + "issue:43299|issue:43854", + "issue:44462|issue:45081", + "issue:44016|issue:44291", + "issue:45588|issue:47000", + "issue:44683|issue:45542", + "issue:43479|issue:43525", + "issue:33290|issue:45656", + "issue:45081|issue:45907" + ], + "prepared_review_unit_hash": "7e7776a3533bff3c86252299c4412401e86cef1dad4952c59e3c7beecf7261fa", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36530, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated single issues; the soft links are topical similarities, not true duplicates. I would reject every soft edge. There are no PRs in the set; if forced to pick one issue as the most representative standalone report, issue:47000 is the strongest candidate.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical duplicate cluster exists: the issues span unrelated subsystems (tokenizers, docs, multimodal configs, deepspeed, import/runtime regressions, etc.).", + "canonical_pr_reason": "No pull requests are present in the provided items.", + "best_issue_reason": "issue:47000 is the best standalone issue in this set: it is active, specific, reproducible, and has the strongest engagement signal (discussion/inbound references) among the listed issues.", + "best_pr_reason": "No pull requests are present in the provided items.", + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen multimodal regressions, but one is a load-time MOE model issue and the other is a save_pretrained serialization bug; different code paths and symptoms." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Both mention tokenizer behavior, but this is a stale phonemizer backend bug while the other is a thread-safety regression in fast tokenizers; not the same defect." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "One is a generic dependency problem; the other is a specific MIN_PEFT_VERSION bump to an unreleased version. Related theme, different underlying issue." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer/model regressions, but one concerns processor.tokenizer/image handling and the other DeepSeek tokenization correctness; not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Completely unrelated: a tokenizer BPE-marker bug versus a placeholder issue with no technical bug description." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are documentation-related, but they concern different examples and different failure modes; not a duplicate." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Different problems: SGD args being ignored versus a model config warning about tie_word_embeddings." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Both involve model loading/serialization behavior, but one is dtype propagation in BLIP-2 and the other is incorrect Qwen3.5 checkpoint saving; distinct code paths." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing export/import for HybridCache is not the same as a broad set of import errors after upgrade." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "One is a pipeline processor lookup bug; the other is a broad remote_code compatibility break. Too different to merge as duplicates." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "A Python-version compatibility issue is unrelated to an unreleased dependency version bump." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Different model/config failures: head_dim validation in LlamaConfig versus a Qwen3.5 kernel registration crash." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing in eval mode and an RTDetr loss infeasibility crash are unrelated runtime issues." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization behavior; not the same underlying bug." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "One is serialization inconsistency for tied weights; the other is resize_token_embeddings not updating Gemma4 embeddings. Related domain, different bug." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is model loading and the other is save_pretrained writing wrong visual encoder keys; distinct failure points." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Head-dim validation and stale config dtype after from_config are separate config issues with different behavior." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "No technical overlap: a placeholder issue versus an FP8 inference problem on B200." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Different training bugs: BigBirdTokenizer special-token registration versus D-FINE auxiliary-loss handling." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Different multimodal issues: image processor lookup in video-classification pipeline versus Gemma4 PLE device placement during forward." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Both touch loss computation, but one is MoE load-balancing loss gating and the other is mm_token_type_ids defaulting in Gemma 4." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different Qwen3.5/GLM loading failures with no shared code path or symptom." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to a Mistral regex patch crash." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "A notebook syntax error and an init_empty_weights argument mismatch are unrelated issues." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "Different crashes in different subsystems: flash_attention integration versus RTDetr loss matching." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on new torch and tensorboard-without-TensorFlow backend errors are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-related, but one is default multimodal sub-config initialization and the other is a missing pad_token_id attribute." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed and optimizers, but one is OOM with Adafactor and the other is duplicate optimizer.step calls; different bugs." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "A tokenizer-loading crash and a list_repo_files revision-forwarding regression 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": 42, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:44987", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:46291", + "issue:46399", + "issue:46655", + "issue:46726", + "issue:46851", + "issue:47000" + ], + "soft_pairs": [ + "issue:42994|issue:43317", + "issue:43441|issue:45834", + "issue:44336|issue:46851", + "issue:45103|issue:45372", + "issue:44623|issue:44749", + "issue:45859|issue:46851", + "issue:44261|issue:44263", + "issue:44623|issue:45397", + "issue:42175|issue:43976", + "issue:43901|issue:44246", + "issue:45600|issue:45712", + "issue:44671|issue:44779", + "issue:43673|issue:43761", + "issue:43525|issue:43881", + "issue:44016|issue:45823", + "issue:44186|issue:47000", + "issue:44188|issue:44336", + "issue:44987|issue:45542", + "issue:43824|issue:43976", + "issue:42796|issue:43441", + "issue:43525|issue:43643", + "issue:43723|issue:44162", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:46655|issue:46726", + "issue:45325|issue:46851", + "issue:44246|issue:44496", + "issue:46291|issue:46399", + "issue:44297|issue:45397" + ], + "prepared_review_unit_hash": "1ac70d940a80fc66ede8b50ae213127dab1e4de100ee1a666d1ccf6f8112fdf8", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36359, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the soft pairs are mostly lexical matches across unrelated Transformers bugs, regressions, docs, and packaging issues. I would reject every proposed merge.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue is safe here; the items span distinct failure modes and subsystems, so there is no trustworthy dedup anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative for deduping this cluster. The closest broad theme is loading/import regressions, but that still doesn't cover the tokenizer, processor, kernel, docs, and packaging reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "One is quantized model saving, the other is dequantized model loading/offload; different code paths and different bugs." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure in Ministral-3 vs OCR index error in Kosmos2.5; unrelated models and failure modes." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI color handling in loading_report is unrelated to Qwen3.5 variable-length position_ids." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation parsing crash vs mistral_common import breakage during Gemma 4 processor loading." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to a Chinese report about data filtering slowdown." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "CPU offload rotary embedding incompatibility is a different path from variable-length position_ids handling." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "MLA layernorm precision/config issue vs torch.split return handling in GlmMoeDsaIndexer; no shared bug." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing processor files on save and gemma-4 zero3 from_pretrained are different loading/saving failures." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow backend packaging issue vs Python 3.9/3.10 compatibility regression; unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs intermittent import slowness; different problem classes." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Removed auto_mapping config references and leftover dummy PT classes are separate repo-maintenance issues." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked LM regression and Deepseek tokenizer regression affect different model stacks and logic." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Chunked prefill cache regression vs CLIPVisionModel hidden_states output regression; not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4 pad_token_id attribute missing and glm-4v-9b loading failure are distinct model/config issues." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 device mismatch during forward." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash vs RTDetrLoss cost-matrix infeasibility; different components." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to ANSI codes emitted by loading_report." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Kernel package version/revision requirement is unrelated to tensorboard-only TensorFlow backend detection." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2.5-VL import symbol vs Python version support regression; no common code path." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Tokenizer BPE marker handling vs FlashAttention loading failure are different bugs in different areas." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config vs trust_remote_code returning incomplete config fields; separate config-loading problems." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading regression in v5 vs ESM2 breakage; too different to be duplicates." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Missing Float8 storage class vs Qwen3.5 chat crash; unrelated runtime failures." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI escape handling and a wrong docstring are not the same underlying issue." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "SmolVLM video padding bug vs AutoProcessor missing vision-backend import error; different failure surfaces." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Qwen2.5-VL still-image temporal scaling bug vs Qwen3.5 variable-length position_ids; different models and logic." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness vs unrecognized model/config.json missing model_type are unrelated." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "pip dependency/version requirement for transformers.pipelines vs a Qwen3.5 use_kernels registration crash; not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs gemma-4 zero3 from_pretrained loading failure; different subsystem and symptom." + } + ] + }, + "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": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43784", + "issue:43901", + "issue:43976", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "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:45542", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46132", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46665", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:45083|issue:46851", + "issue:43784|issue:45542", + "issue:41628|issue:43976", + "issue:46399|issue:46851", + "issue:45561|issue:45563", + "issue:43526|issue:45003", + "issue:43540|issue:46752", + "issue:45103|issue:46399", + "issue:45072|issue:46829", + "issue:44246|issue:44871", + "issue:44295|issue:45397", + "issue:43531|issue:45362", + "issue:46614|issue:46665", + "issue:45588|issue:46851", + "issue:42491|issue:43299", + "issue:45003|issue:46821", + "issue:44336|issue:44485", + "issue:44242|issue:45593", + "issue:43550|issue:46506", + "issue:42886|issue:46132", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:43901|issue:45003", + "issue:36246|issue:44351", + "issue:43257|issue:45137", + "issue:41950|issue:44220", + "issue:44496|issue:45003", + "issue:44451|issue:46752" + ], + "prepared_review_unit_hash": "1290a50e30ec6f6b1e45fbc495de7550847b637f365049cbdb824d423ef58eb1", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36023, + "estimated_input_tokens": 9006, + "estimated_eval_tokens": 18268 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are distinct model-specific regressions, import/export issues, or unrelated documentation/runtime bugs. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45003 is the broadest core-library bug in the set (modeling_utils/sys.modules access) and is the best anchor only by generality; the rest of the cluster is too mixed to justify a tighter canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45003 is the strongest global candidate because it affects shared infrastructure rather than a single model family, but it should still be treated as a representative anchor, not a true duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen-family bugs, but one is a feature-length helper issue and the other is a variable-length/position_ids crash; different code paths and fixes." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Different import failures in different backends: missing nn in sentence-transformers vs undefined tf backend when only tensorboard is installed." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "One is a missing AutoImageProcessor import, the other is a Python version compatibility problem; not the same bug." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Both touch Qwen3.5, but the former is a kernel registration/decorator failure and the latter is variable-length input handling." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Completely different areas: xdist captured-info race vs a stale generate() warning for num_return_sequences." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "Beit label reduction in an image processor is unrelated to modeling_utils/sys.modules access." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Both are input-processing crashes, but one is Qwen3OmniMoe video handling and the other is empty chat-template input; different failure modes." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring parsing with future annotations is unrelated to Qwen3.5 kernel registration." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Different model/output bugs: dtype mismatch in SwitchTransformers/TimmWrapperModel vs wrong hidden_states in VideoPrism output." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency and Gemma-3 eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "A position_ids buffer access error is not the same as a Gemma-4 ZeRO3 from_pretrained failure." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both are Qwen-related, but sliding_window behavior and chat crash are different concrete bugs." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Tokenizer phonemizer backend staleness is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "flash_attention s_aux=None handling is a different code path from Qwen3.5 variable-length position_ids support." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE loading regressions, but the reported failures are different enough to keep separate without clearer shared code-path evidence." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "modeling_utils/sys.modules access and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Terminal ANSI output bug and GLM-5 RoPE implementation issue are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both involve missing auxiliary losses under certain flags, but they affect different models and different gating logic." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to CPU/CUDA output differences in PPDocLayoutV3." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are different problems." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer regressions and resize_token_embeddings not updating output embeddings are separate issues." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different packages and missing symbols." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation drift for return_all_scores is unrelated to sys.modules access in modeling_utils." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor and missing HybridCache are both export issues, but not the same symbol or code path." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "DeepSpeed/accelerate weight conversion problems are not the same as a ZeRO3 deque pop IndexError." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup and audio fbank feature extraction are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config for Olmo-Hybrid is not the same as unsafe sys.modules access." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Loading ScandiBERT and empty apply_chat_template input are unrelated failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 44, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:42199", + "issue:43262", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46851", + "issue:46894", + "issue:46897", + "issue:47000" + ], + "soft_pairs": [ + "issue:43540|issue:46655", + "issue:43262|issue:44246", + "issue:44479|issue:46655", + "issue:45375|issue:45759", + "issue:45003|issue:45561", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:45137|issue:45600", + "issue:45292|issue:47000", + "issue:45859|issue:46399", + "issue:43295|issue:45292", + "issue:36246|issue:43596", + "issue:43475|issue:46369", + "issue:44466|issue:45335", + "issue:44623|issue:46726", + "issue:44242|issue:44857", + "issue:44877|issue:45375", + "issue:43526|issue:46897", + "issue:44038|issue:46506", + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "issue:43526|issue:46894", + "issue:43352|issue:45250", + "issue:42199|issue:46851", + "issue:44479|issue:46170", + "issue:44060|issue:44077" + ], + "prepared_review_unit_hash": "a158034ba9c9430229ac595da181a668ef2b907ad0d94c0294abab72a60f6bb1", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35131, + "estimated_input_tokens": 8783, + "estimated_eval_tokens": 17822 + }, + "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; the items are mostly unrelated model-specific regressions, config issues, and performance bugs.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical duplicate issue emerges because the candidate pairs do not describe the same failure mode or code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest standalone issue here: it is concrete, versioned, and scoped to a specific regression affecting several Qwen VL variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-input bugs, but they affect different model families and describe different failure modes." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "One is an audio sampling-rate bug; the other is an import performance complaint. No shared code-path bug." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both mention video inputs, but the regression targets different models and a different underlying processor issue." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both concern Qwen multimodal configs, but one is about a dropped config field and the other about unwrapping text_config in AutoModelForCausalLM.from_config." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and a pytest-xdist file race are unrelated bugs." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids handling are different model-specific issues." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A position_ids buffer access error is unrelated to the reported slow filtering performance regression." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque exhaustion and removed Sam3LiteText config references are different failure modes." + }, + { + "left": "issue:45292", + "right": "issue:47000", + "accept": false, + "reason": "resize_token_embeddings behavior and RTDetrLoss infeasible cost-matrix crashes are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "One is about CPU offload compatibility; the other is a kernel registration/decorator error. Different code paths." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor.tokenizer regression and embedding resize behavior are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "A missing Qwen2.5 VL import and a DeepSpeed/BertModel index error do not describe the same bug." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 VisionEncoder output attribute missing versus SAM3 LiteText memory overflow are distinct issues." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve embedding/weight handling, but one is serialization of tied weights and the other is resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing files on save_pretrained and an AutoProcessor backend-missing import message are different problems." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "A router-loss omission and an AMP CUDA loss crash are unrelated training-time bugs." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to the Qwen3.5MoeVisionConfig field omission." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "Different models, different symptoms, and different code paths; only the word 'labels' overlaps." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "A Qwen3-VL-Moe bug and a CPU/CUDA result mismatch in PPDocLayoutV3 are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading a model package and tokenizer error masking from missing protobuf are different issues." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generation UnboundLocalError and MLflow job reporting are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "Beit label reduction and CohereASR training-loss shifting are not the same bug, even if both concern labels." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model-specific unsupported Flash Attention error is not the same as a generic Flash Attention 2.0 issue." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality validation and Qwen3.5 variable-length position_ids handling are different failure modes." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video regression in Qwen VL models and a Windows/ROCm torch.distributed import problem are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning and a patchtsmixer post_init policy issue do not share 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": 45, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43653", + "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:44877", + "issue:44977", + "issue:44995", + "issue:45103", + "issue:45200", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46832", + "issue:46858", + "issue:47020", + "issue:47068" + ], + "soft_pairs": [ + "issue:44368|issue:44977", + "issue:45412|issue:46123", + "issue:43653|issue:44162", + "issue:45397|issue:45656", + "issue:43065|issue:43408", + "issue:43475|issue:43540", + "issue:44877|issue:46170", + "issue:42886|issue:45229", + "issue:43723|issue:46710", + "issue:46170|issue:46832", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:44368|issue:45563", + "issue:44995|issue:45200", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:44188|issue:46421", + "issue:44995|issue:45588", + "issue:45593|issue:47068", + "issue:45685|issue:46431", + "issue:45987|issue:46082", + "issue:45103|issue:46858", + "issue:44361|issue:44749", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:43994|issue:46726", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:46752|issue:47020", + "issue:43646|issue:44162", + "issue:44623|issue:45656" + ], + "prepared_review_unit_hash": "e1c3d90f1980a2fe350b0fe67eda1b530720bad06637922b81ffd11c2092a472", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "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": "The soft-pair suggestions are largely false positives: they mostly share a subsystem name or broad symptom class, but not the same concrete bug. No PRs are present.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43723 is the clearest central tokenizer-loading regression in this set and the best issue to stand in for the tokenizer-related noise, though the overall cluster does not look like a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 has the most general and directly described user-facing failure among the candidates, centered on tokenizer loading in v5.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen-related warnings/errors, but one is a tie_word_embeddings warning and the other is a flash-attention generation failure; different bugs." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory not released for RT-DETR models vs. pipeline batch-result dropping; unrelated failure modes." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token registration bug vs. ESM2 model breakage; no shared code path." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Deepspeed ZeRO3 from_pretrained issue vs. optimizer stepping twice; distinct training bugs." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d in the pixel decoder and the other is a model-type/config mismatch warning." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different model families and different errors; no evidence of the same underlying bug." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading vs. Windows/ROCm import dependency failure; unrelated." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer offline cache loading vs. Gemma multi-GPU CUDA OOM; different layers of the stack." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading regression vs. accuracy regression after upgrade; not the same concrete defect." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Windows ROCm import issue vs. RTDetr forward shape/type error; unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs. Qwen3.5 embedding warning; different bugs." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile kernel divergence vs. Gemma token roundtrip failure; no shared implementation defect." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both are warnings, but one concerns model config and the other stale pagination warnings; not the same issue." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache in GlmMoeDsa vs. missing default mm_token_type_ids; different code paths." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions API rejection vs. tokenizer roundtrip failure; unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated repro of an unrelated upstream issue vs. Gemma token handling; no match." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache/compile behavior, but one is numerical divergence from branching and the other is spurious recompilation from lazy init." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "GlmMoeDsa cache bug vs. flash_attention None-handling crash; distinct failures." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior vs. deepspeed loss host-sync concern; different mechanisms." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram kernel not implemented vs. missing chat template error; unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type bug vs. LlamaConfig validation of head_dim; not the same bug." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Docstring annotation crash vs. cache sequence-length tensor bug; different subsystems." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs. performance regression after upgrade; no shared defect." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel-decoder implementation detail vs. mask pipeline final-batch handling; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch vs. processor save_pretrained missing files; similar theme but different artifacts and fixes." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Bad outputs from AutoModel/pipeline vs. missing vision-backend handling in AutoProcessor; distinct issues." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance slowdown after upgrade vs. double optimizer step under deepspeed; unrelated." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch vs. upgrade slowdown; no overlap." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty-list chat template crash vs. XLMRobertaTokenizer Unigram init type error; different failures." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Transformer 5.0 custom model init breakage vs. ESM2 breakage; too broad and not the same underlying bug." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained missing files vs. optimizer step called twice; 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": 46, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44188", + "issue:44351", + "issue:44373", + "issue:44623", + "issue:44661", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45092", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45753", + "issue:46132", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46726", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059" + ], + "soft_pairs": [ + "issue:44871|issue:46132", + "issue:44964|issue:45137", + "issue:42994|issue:43482", + "issue:45375|issue:45478", + "issue:43475|issue:43643", + "issue:43475|issue:46821", + "issue:39692|issue:46726", + "issue:44188|issue:46851", + "issue:43232|issue:43673", + "issue:43986|issue:46726", + "issue:28282|issue:30990", + "issue:45230|issue:45397", + "issue:45310|issue:45375", + "issue:46877|issue:47000", + "issue:46463|issue:46877", + "issue:44038|issue:44623", + "issue:41628|issue:44933", + "issue:44373|issue:46851", + "issue:42994|issue:43525", + "issue:44869|issue:45356", + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:43784|issue:46399", + "issue:45561|issue:47059", + "issue:45137|issue:47000", + "issue:41628|issue:44351", + "issue:36010|issue:41628", + "issue:44945|issue:45753", + "issue:44661|issue:47059" + ], + "prepared_review_unit_hash": "dfc6763611b852bbe8ed179f4363ec4b5aac899e18cd61e019fa9284fa74421a", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36372, + "estimated_input_tokens": 9093, + "estimated_eval_tokens": 18442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose bundle of mostly unrelated transformers issues, with only a few weak import/API-regression subthemes. No soft pair is strong enough to merge as a duplicate or same change.", + "confidence": 0.29, + "canonical_issue_reason": "issue:41628 is the best representative of the broad import/export regression subtheme (more central and reusable than the narrower sibling reports), though the cluster is too heterogeneous to treat it as a strong canonical for everything here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41628 is the clearest, most general issue among the set and best matches the small import/API error subcluster; the rest span distinct bugs across models, generation, quantization, and testing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Different problems: Gemma EOS config mismatch vs attention registration behavior under torch.compile." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Unrelated failures: multimodal model loading vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Different code paths: quantized model saving vs Qwen2.5-GGUF loading under transformers v5." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but the reports are not clearly the same bug: missing config field vs generic from_pretrained regression." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "One is a missing attribute on SAM3 vision output; the other is incomplete fields from AutoConfig trust_remote_code." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "No match: SAM3 vision encoder attribute error vs TimesFM window_size attribute access." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Both involve vision/processor docs or loading, but one is a SigLIP2 example error list and the other is backend-missing processor error handling." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Different model/runtime bugs: attention kernel branching under torch.compile vs Qwen3.5 variable-length position_ids." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but one is sync_gpus bookkeeping and the other is missing GenerationMixin cache in v5 chunked prefill." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Similar area, but not the same bug: video AutoProcessor crash without torchvision vs generic unrecognized image processor error with missing vision backend." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "ImportError for missing PyTorch vs Sentence Transformers hanging on load are different symptoms and likely different root causes." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "No substantive content overlap; generic bug report vs gemma-4 zero3 from_pretrained issue." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is a generic from_pretrained regression and the other is a specific vision-config field omission." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Unrelated: docstring lint output at import time vs RTDetrLoss infeasible cost matrix crash." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Different layers entirely: decoder-input validation messaging vs auto_docstring stdout behavior." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different issues: Qwen3-VL-Moe loading on transformers 5 vs processor.save_pretrained missing files." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import complaints, but they target different symbols/modules and do not look like the same underlying bug." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Docstring typo vs an actual position_ids runtime bug are not duplicates." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure is unrelated to Llama4Config missing pad_token_id." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer/decoder regressions, but on different models and different failure modes; not the same concrete bug." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading issue in v5 is distinct from continue_final_message logic for mistral_common tokenizers." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance issue vs meta-initialization incompatibility for old InternVL2 checkpoints." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and pipeline-parallel output corruption are different problems." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import-time NameError in sentence-transformers vs a Qwen3.5 kernel registration decorator error." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "Test infra race in xdist captured info vs CLI breakage from huggingface_hub 1.22.0 are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to RTDetrLoss assignment infeasibility." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different classes and different API surfaces; too broad to call duplicate." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin import path break and AutoImageProcessor import break are separate public-API regressions." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel LLM output mismatch and Qwen3.5 infinite-loop-on-image are different runtime bugs." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Model-template generation bug vs CLI test failure with newer huggingface_hub 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": 47, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43479", + "issue:43704", + "issue:43723", + "issue:43824", + "issue:43976", + "issue:44016", + "issue:44038", + "issue:44186", + "issue:44222", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44743", + "issue:44792", + "issue:44857", + "issue:44869", + "issue:44933", + "issue:45081", + "issue:45103", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46231", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46877", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:45406|issue:46202", + "issue:44857|issue:46877", + "issue:42994|issue:43824", + "issue:44038|issue:45310", + "issue:45081|issue:45103", + "issue:45593|issue:46877", + "issue:46202|issue:46701", + "issue:44222|issue:45310", + "issue:42673|issue:43704", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:42175|issue:44933", + "issue:44496|issue:45561", + "issue:45405|issue:46877", + "issue:44743|issue:47068", + "issue:45561|issue:45600", + "issue:30333|issue:33290", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:43479|issue:46829", + "issue:42175|issue:45712", + "issue:44568|issue:47085", + "issue:44623|issue:45310", + "issue:45600|issue:47059", + "issue:42673|issue:46693", + "issue:44186|issue:47085", + "issue:46077|issue:46123", + "issue:43479|issue:44869", + "issue:42898|issue:45812", + "issue:44016|issue:46231", + "issue:43723|issue:44568" + ], + "prepared_review_unit_hash": "706b466a9baaec2032b55c6a9b6ee540da7b3fd91efd4f8ec0c56ab1e330aad3", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37384, + "estimated_input_tokens": 9346, + "estimated_eval_tokens": 18948 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft pair is a clear duplicate: the Qwen3ForCausalLM VRAM leak reports. The rest are different bugs or regressions in unrelated code paths, even when they share a broad model family or subsystem.", + "confidence": 0.91, + "canonical_issue_reason": "issue:42673 is the better canonical because it is the earlier, more substantive report of the exact same Qwen3ForCausalLM VRAM leak; issue:43704 appears to be a duplicate with the same title and symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest representative issue in this set because it is the only exact duplicate target and has the clearest discussion trail for the underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Different Gemma-related failures: one is a processor/tokenizer attribute crash during serve, the other is a pipeline roundtrip failure on the \u2581 character." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "Unrelated bugs: CUDA/AMP loss crash versus docstring lint output at import time." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Different problems: quantized save_pretrained failure versus an import error for a specific model class." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Same broad Qwen MoE area, but not the same concrete bug: one targets Qwen3-VL-Moe on transformers 5.0, the other is a from_pretrained error for Qwen3.5 Moe on 5.4.0." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Completely different code paths: mistral regex/tokenizer loading versus auto_docstring annotation handling." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "Different subsystems: D-FINE loss behavior versus import-time docstring diagnostics." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Different Gemma pipeline issues with different failure modes and entry points." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both involve MoE/FP8 themes, but one is about saving FP8 weights and the other about model loading failure; not the same underlying bug." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact duplicate report of the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads; same title, same symptom, same code path." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs/sync_gpus bug versus a janus image generation test failure; too different to be the same issue." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Different FP8 issues: accuracy regression versus save_pretrained failure." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Unrelated packaging/backend dependency issue versus a missing import from image_utils." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Different failures: model type/config resolution versus xdist file-race in testing utils." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT version pinning issue versus docstring logging at import time." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Different generation/runtime bugs: recurrent state reset in qwen3_5 modular code versus CUDA host-synchronization concern in deepspeed loss." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Testing race condition versus broken auto_mappings reference to removed configs; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "Different training/runtime failures: MLflow reporting bug versus deepspeed OOM with Adafactor." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue versus missing import from image_utils." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang in Sentence Transformers versus embedding reinitialization after resize; not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior regressions in v5, but they affect different APIs and symptoms." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different model/config/output bugs in different components." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging/backend dependency issue versus cleanup of dummy pt objects." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Different tokenizer regressions: add_special_tokens behavior versus thread-safety of fast tokenizers." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "Broken auto_mappings references versus CLI incompatibility with huggingface_hub 1.22.0." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Different performance issues in different paths: VRAM leak from dataloader threads versus FA2 long-context regression." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding versus fast tokenizer thread-safety regression." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Different pipeline/model bugs: attention mask construction versus batch finalization in MaskGenerationPipeline." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config initialization issue versus Whisper timestamp decoding crash." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions: cleanup-space behavior versus wrong token IDs for Granite models." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error versus documentation parameter-name mismatch; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading regression versus special-token insertion regression; same area, different bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary and canonical choice are grounded in the packet, and the soft-edge verdicts stay conservative. The only accepted pair is the exact duplicate Qwen3ForCausalLM VRAM leak report, which is well supported by identical titles and matching symptoms. No PR-pair mergeability issues are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 48, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44448", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44843", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46132", + "issue:46231", + "issue:46762", + "issue:46909", + "issue:47085" + ], + "soft_pairs": [ + "issue:39692|issue:46909", + "issue:43479|issue:44079", + "issue:44843|issue:47085", + "issue:42898|issue:44779", + "issue:43784|issue:43824", + "issue:42673|issue:47085", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:42222|issue:45200", + "issue:42898|issue:43295", + "issue:43874|issue:45092", + "issue:44295|issue:45656", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:30333|issue:36331", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:45405|issue:45712", + "issue:43116|issue:44190", + "issue:44933|issue:45712", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:44448|issue:46132", + "issue:44060|issue:45125", + "issue:42796|issue:43723", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:44360|issue:46762" + ], + "prepared_review_unit_hash": "826d015e8f63c73a10f0424562147716da9305c39a84375c628a4ab3db5229ad", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36703, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of mostly unrelated Transformers bug reports and regressions. The soft pairs are only superficially similar; none look like the same underlying defect or change, so I would not collapse any of them.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation-example failures, but they affect different examples/models and appear to have different causes." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Phi4MultimodalConfig default initialization and ModelOutput key assignment are unrelated bugs in different code paths." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline model_info() call in tokenizer loading is a different problem from tokenizer thread-safety regressions." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizer behavior changes, but one is cleanup spacing in v5 and the other is DeepSeek encoding correctness; not the same bug." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Missing nn import in sentence-transformers integration and missing Qwen2.5-VL export are unrelated import errors." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "A VRAM leak in Qwen3ForCausalLM multi-threaded loading is not the same as fast tokenizer thread-safety issues." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and MLflow reporting on failed training are different subsystems and defects." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow run-state reporting and a Llama 3.2 vision model-loading regression are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Vitpose model breakage and Gemma 4 mm_token_type_ids defaults are different model-specific issues." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup behavior in v5 and processor/tokenizer image-passing regressions are separate changes." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image patch count method and old InternVL2 meta-init incompatibility are different multimodal loading bugs." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Reading a buffer-backed position_ids tensor and optimizer step being called twice are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation indexing in serve and auto_docstring crashes from future annotations are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but the reported symptoms and likely fixes differ." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow failure reporting and CustomTrainer compute_loss signature mismatch do not share a code path." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency error are separate import/setup problems." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained behavior and tokenizer.save_pretrained metadata mismatch are unrelated save-path bugs." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD args being ignored is a runtime optimizer bug; the other is a documentation parameter-name mismatch." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "An unreleased PEFT version bump and leftover dummy classes are not the same issue." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Empty multi-label classification results and local dataset loading failure are different example-script issues." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Nonexistent image_utils import and dummy class cleanup are unrelated namespace issues." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy concerns and processor.save_pretrained missing files are different failure modes." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config mismatch and double optimizer.step() are unrelated bugs." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "v4/v5 output differences for Pegasus and AttentionInterface.register behavior changes are not the same defect." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing _tp_plan for tensor parallelism are separate model-integration issues." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "BPE marker handling in a specific tokenizer and AutoTokenizer loading failure are different tokenizer issues." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files affect different serialization paths." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default config initialization and non-persistent buffers getting junk values are unrelated internal-state bugs." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-limit runtime error and AttentionInterface.register behavior change are not the same code path." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer ReLU discussion and Minimax attention numerical differences 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": 49, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43504", + "issue:43723", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46655", + "issue:46710", + "issue:46909", + "issue:46932", + "issue:47059" + ], + "soft_pairs": [ + "issue:41628|issue:42757", + "issue:44373|issue:44485", + "issue:46132|issue:46710", + "issue:44297|issue:45310", + "issue:43504|issue:47059", + "issue:45071|issue:46082", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:43122|issue:46209", + "issue:46614|issue:46932", + "issue:44263|issue:45092", + "issue:46209|issue:46431", + "issue:43232|issue:46424", + "issue:44295|issue:44623", + "issue:43232|issue:45834", + "issue:30990|issue:38175", + "issue:44263|issue:44373", + "issue:44190|issue:46082", + "issue:46369|issue:46909", + "issue:46305|issue:46655", + "issue:42907|issue:46050", + "issue:43475|issue:46305", + "issue:44263|issue:44360", + "issue:42831|issue:45310", + "issue:22355|issue:27957", + "issue:45092|issue:45357", + "issue:44483|issue:45406", + "issue:44279|issue:46328", + "issue:44964|issue:47059" + ], + "prepared_review_unit_hash": "0763eb967601f7fc4754d958b851d9d221c4512b19dc132ba84d6be93d4e453e", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35957, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are unrelated regressions, import errors, model-specific bugs, or documentation/test issues. None of the soft pairs look like true duplicates under a strict same-code-path standard.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45071 is the closest broad representative because it captures the cluster\u2019s recurring v5 regression theme, but the set is too mixed for a strong true canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "45071 is the most reasonable umbrella issue among the listed items, since it is a broad framework-regression report rather than a model-specific one.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import failures, but one is transformers.AutoImageProcessor and the other is huggingface_hub.is_offline_mode; different packages and code paths." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "One is a docstring complaint about position_ids; the other is a RoPE implementation bug. Not the same underlying defect." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "AttentionInterface.register behavior change and an accuracy regression in a specific model after upgrade are distinct problems." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config mismatch on save_pretrained is separate from Qwen3.5 from_pretrained loading failure." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "BEiT pretrained loading with a legacy field and CLI completion breakage from huggingface_hub are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Type-checking regression in PretrainedConfig is not the same as LlamaConfig head_dim validation behavior." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "AutoTokenizer load failure in v5 and Qwen3.5 flash-attention generation issues affect different paths." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained behavior and max_shard_size defaulting are separate save/export concerns." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer output differences across versions and FP8 inference failure on B200 are not the same bug." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state and Gemma4 dtype casting for quantized embedders are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is unrelated to InternVL2 remote-code/meta-init incompatibility." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template support in a processor are different failure modes." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is separate from cache max_cache_length semantics." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading position_ids after buffer registration and processor.save_pretrained missing files are different serialization issues." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs sync behavior and a Kosmos2.5 OCR index error do not share a concrete code path." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and zero probabilities in siglip2-base are unrelated model/runtime problems." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "GlmMoeDsaIndexer split handling and a wrong docstring for position_ids are not duplicates." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "A local dataset loading script problem is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "sam3-litetext memory overflow and a broken documentation example for DIA are different categories entirely." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "MoonshineStreaming off-by-one masking and SmolVLM video padding calculation are distinct algorithmic bugs." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized model save failures and sinq save/load breakage are both quantization-related, but they are different model paths and symptoms." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 vision encoder missing attribute and MoonshineStreaming window masking are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "One is a split/indexing bug; the other is a discussion about missing ReLU. Not the same concrete defect." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy degradation and Qwen3.5 from_pretrained loading failure are different issues." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx module and XLMRoberta Flash Attention 2 support are unrelated." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "InternVL2 meta-init incompatibility and Qwen3.5 save_pretrained visual-key regression are different code paths." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "chat/completions request rejection and Gemma4Processor missing _tokenizer in serve are separate API/processor bugs." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A generic dependency issue and a numpy-to-list performance problem are not duplicates." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Phi-4 multimodal loading failure and CLI breakage with huggingface_hub 1.22.0 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": 50, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43540", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44295", + "issue:44297", + "issue:44327", + "issue:44373", + "issue:44568", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45092", + "issue:45278", + "issue:45381", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46305", + "issue:46369", + "issue:46402", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:42831|issue:44038", + "issue:44829|issue:46002", + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:45381|issue:46305", + "issue:44261|issue:45092", + "issue:43644|issue:46305", + "issue:39379|issue:46172", + "issue:22355|issue:28218", + "issue:42831|issue:45753", + "issue:44327|issue:47059", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:43408|issue:46369", + "issue:44188|issue:44373", + "issue:42886|issue:42994", + "issue:27957|issue:30990", + "issue:42886|issue:43066", + "issue:42796|issue:43122", + "issue:45381|issue:46909", + "issue:43232|issue:45593", + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:42907|issue:44945", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:42907|issue:44964", + "issue:43976|issue:44945", + "issue:43576|issue:43784" + ], + "prepared_review_unit_hash": "7763ff87c32a3e06fc795921ae3d0595e1edb5b94cd569051de756304b9c2471", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35920, + "estimated_input_tokens": 8980, + "estimated_eval_tokens": 18216 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The listed issues are mostly semantically adjacent at a broad level (imports, tokenizers, model-loading, vision) but do not appear to be true duplicates of one underlying bug. I would not consolidate them into a single canonical issue.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different failures: FineGrainedFP8 accuracy regression vs Qwen3-VL-Moe compatibility bug." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "One is degenerate training with flash_attention_3; the other is NaNs after checkout/init. Different symptoms and likely different causes." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different missing exports." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "SAM3 model-type warning is unrelated to text-encoder weights not loading." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Different code paths: Qwen2.5-VL vision position IDs vs MoonshineStreaming mask off-by-one." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA layernorm epsilon precision issue is unrelated to InternVL2 meta-init incompatibility." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer initialization bug is unrelated to sliding-window masking." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Different model internals and different bugs: mllama mask handling vs deepseek-v4 tensor transpose/cast." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Module import failure for transformers.onnx is unrelated to tokenizer spacing after added tokens." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Accuracy regression in FP8 is not the same as an infinite-loop issue on a specific image." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA decode_span top-k crash is unrelated to a CLI/huggingface_hub completion attribute error." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenization regressions, but they affect different tokenizers and different behavior (offset mapping vs BOS/EOS insertion)." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "The second is a broad umbrella for many import errors; not enough evidence it is the same underlying bug as the specific is_offline_mode import failure." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Model-type mismatch warning and memory overflow on sam3-litetext are different problems." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring issue." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are different workflows and failures." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Different model-loading problems: Flash Attention 2 on XLM-Roberta vs Sentence Transformers hanging." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading bug is not the same as wrong tokenizer decoder type in v5." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Specific Ministral BPE-marker handling bug differs from a broader tokenization difference across versions." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "A model video-position-ID bug is unrelated to a broken documentation example." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to D-FINE auxiliary losses." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video input processing and DIA documentation are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage is not the same as classification-head NaNs." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model saving and pipeline-parallelism output corruption are different issues." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are runtime/model-load failures, but on different models and platforms with no shared root cause shown." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a registered position_ids buffer and tokenizer_config class mismatch are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized checkpoints is unrelated to loading a specific multimodal model." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility and incorrect pipeline-parallel output are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI env command breakage and sentence-transformers import NameError 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": 51, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46172", + "issue:46326", + "issue:46614", + "issue:46762", + "issue:47059" + ], + "soft_pairs": [ + "issue:43329|issue:47059", + "issue:41628|issue:45278", + "issue:43756|issue:44060", + "issue:42907|issue:43937", + "issue:42371|issue:44263", + "issue:44117|issue:44704", + "issue:39401|issue:44488", + "issue:43784|issue:45600", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:44704|issue:45290", + "issue:46172|issue:46762", + "issue:43122|issue:46326", + "issue:43408|issue:43475", + "issue:44360|issue:44485", + "issue:43122|issue:44521", + "issue:44038|issue:44297", + "issue:42907|issue:43452", + "issue:22355|issue:29159", + "issue:44038|issue:44295", + "issue:45216|issue:45478", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:43116|issue:45200", + "issue:39401|issue:46614", + "issue:43122|issue:44779", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:22355|issue:29127" + ], + "prepared_review_unit_hash": "723b02d8e12ae8a5fef1e09b4fefe7e06de6a3d3160528952134ee66a219aa59", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36537, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: unrelated Transformers bugs that only share broad terms like from_pretrained/save_pretrained, tokenizer, or model family names. All soft pairs look like false positives and should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical duplicate target exists; the issues span many unrelated code paths, so treating any one issue as the cluster canonical would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good umbrella representative for deduplication here; the reports do not share one underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Different failures: multimodal token counting vs a CLI completion API break in huggingface_hub." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "One is a missing AutoImageProcessor import; the other is a broad upgrade-time import regression with no concrete shared code path." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Unrelated model bugs: Smollm3 RoPE layer selection vs Qwen3-Next tied-weights warning." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Different model-specific problems: dequantized save failure vs invalid GenerationConfig." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 behavior settings and a torch.split bug in GLM-MoE are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Both touch loading code, but one is a tokenizer mapping None bug and the other is cached_file kwargs forwarding." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/model issues: wrong offset_mapping vs failing to load a specific model." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers integration is unrelated to stale auto_mappings references." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mappings and multimodal assistant mask generation are different defects." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is unrelated to flash_attention_3 training degeneration." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Both are API-entry bugs, but different surfaces and code paths: cached_file kwargs vs chat template tool-call handling." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Different model implementations and different numerical issues." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but one is a version regression in tokenization and the other is mistral_common continue_final_message behavior." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same SAM3 area, but different concrete bugs: wrong class selection vs missing output attribute." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer activation choice and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Different symptoms and subsystems: tokenizer regression vs multimodal chat template assistant masks." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe version bug and tokenizer_config save mismatch are distinct issues." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models and gguf loading through AutoTokenizer/AutoModel are different code paths." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module is unrelated to slow/fast tokenizer inconsistency." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "No shared underlying defect: Qwen3-VL-Moe regression vs position_ids buffer read error." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Related model family, but one is save_pretrained correctness and the other is from_pretrained failure; not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Different MoE-related regressions: model-specific Qwen3-VL issue vs FP8 save_pretrained." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and unrelated dependencies." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script multi-label output bug is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizers and failures: Qwen3 offset mapping vs stale phonemizer language backend state." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer changes in v5, but they concern different models and distinct bugs." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "External hub import break and internal HybridCache import break are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training and classification example output are different problems." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Dtype drift in evaluate and incorrect pipeline-parallel LLM output do not share a concrete code path." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Module import failure and a layoutlmv3 error-message clarity issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 52, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:28348", + "issue:38617", + "issue:39379", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43232", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44355", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46710", + "issue:46726", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:46981" + ], + "soft_pairs": [ + "issue:42175|issue:44938", + "issue:39379|issue:43232", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:43937|issue:44485", + "issue:42898|issue:46614", + "issue:38617|issue:45278", + "issue:43976|issue:45446", + "issue:43611|issue:46002", + "issue:44038|issue:45478", + "issue:43066|issue:44779", + "issue:42673|issue:45072", + "issue:44355|issue:46231", + "issue:44625|issue:46002", + "issue:45357|issue:45478", + "issue:43116|issue:43493", + "issue:44610|issue:46909", + "issue:45083|issue:45446", + "issue:44075|issue:44936", + "issue:42371|issue:43874", + "issue:46726|issue:46981", + "issue:43618|issue:46829", + "issue:43992|issue:44704", + "issue:43116|issue:43825", + "issue:43066|issue:46710", + "issue:28348|issue:46640", + "issue:42673|issue:42796" + ], + "prepared_review_unit_hash": "8e1d982dd60fdd5c734375d3126fae2ed223de207d297005dfb54787ff1a46f3", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35750, + "estimated_input_tokens": 8938, + "estimated_eval_tokens": 18132 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidates are mostly unrelated issue reports across different models, APIs, and failure modes. I found no strong duplicate pairs; the closest is the import-regression family, but even that is too broad to merge confidently.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 45278 is the best umbrella-style issue in the set: it captures the broad import-regression theme and is more representative than the narrower single-symptom reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the strongest global representative because it has the broadest scope and most clearly describes a recurring regression class.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Different failures: missing TensorFlow in a torch install vs a Python 3.14 load issue." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "Different code paths: mllama masking logic vs generation kwargs after sync_gpus." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 parity discrepancy vs Qwen3_5 infinite loop on one image." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Different areas: attention-kernel divergence under torch.compile vs feature-extractor padding inefficiency." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Documentation parameter mismatch vs import-time diagnostics printing; not the same bug." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same model family, but different problems: invalid GenerationConfig vs RoPE implementation discussion." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior change vs stale phonemizer backend state; unrelated." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad import-error report, but 38617 is one specific missing symbol; not clearly the same underlying defect." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Both mention version checks, but for different dependencies and imports." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading failure vs NaNs in classification heads; unrelated symptoms." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3 variants, but the failing paths and errors differ." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both tokenizer regressions, but different models and different failure modes." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in threaded generation vs dtype mismatch in inference; not the same bug." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python load errors are unrelated to a docstring parameter-name mismatch." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Config propagation bug vs NaNs after checkout/init; different issues." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5/Moe regressions, but save_pretrained key corruption is distinct from from_pretrained loading failure." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script classification output bug vs model implementation discrepancy." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor image-size mismatch vs broken documentation example; unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extractor length calculation bug vs incorrect PyTorch version gating." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer arguments ignored vs trainer evaluate/train lifecycle failure; different code paths." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings guidance vs missing image-patch-count method; unrelated." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Both are AutoProcessor issues, but one is about missing backend handling and the other about repeated 429 retries." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Different output-field bugs in different model classes." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing encoder weight on load vs AutoProcessor kwargs forwarding; different subsystems." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script output bug vs incorrect pipeline error message; not the same defect." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer regression vs accuracy regression in a model; too different to merge." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Flash Attention 2 support request vs a separate flash-attention issue with no concrete shared root cause." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in dataloader-threaded inference vs tokenizer BPE-marker handling; 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": 53, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:43064", + "issue:43408", + "issue:43441", + "issue:43450", + "issue:43673", + "issue:43688", + "issue:43742", + "issue:43824", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44779", + "issue:44829", + "issue:44977", + "issue:44995", + "issue:45071", + "issue:45081", + "issue:45092", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45632", + "issue:46002", + "issue:46077", + "issue:46328", + "issue:46512", + "issue:46697", + "issue:46752", + "issue:46762", + "issue:46897", + "issue:46981", + "issue:47000", + "issue:47059" + ], + "soft_pairs": [ + "issue:44995|issue:46697", + "issue:43827|issue:45446", + "issue:33453|issue:39401", + "issue:45092|issue:46762", + "issue:44263|issue:46762", + "issue:43824|issue:46981", + "issue:43064|issue:43673", + "issue:42222|issue:43441", + "issue:43673|issue:46328", + "issue:39379|issue:43688", + "issue:42222|issue:47000", + "issue:42222|issue:46752", + "issue:43937|issue:45563", + "issue:45405|issue:45446", + "issue:44380|issue:46077", + "issue:44291|issue:45071", + "issue:44117|issue:45588", + "issue:44466|issue:46002", + "issue:39379|issue:46897", + "issue:44410|issue:45310", + "issue:39401|issue:44779", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:45071|issue:47059", + "issue:45341|issue:46328", + "issue:45071|issue:46512", + "issue:44829|issue:45216", + "issue:45341|issue:45561", + "issue:45632|issue:46981", + "issue:43408|issue:43742", + "issue:44117|issue:45081" + ], + "prepared_review_unit_hash": "bdcfc8ac3c38eee19d19b6b92d6ef0b7e4a44933e20c6a37660598ce27400a95", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37096, + "estimated_input_tokens": 9274, + "estimated_eval_tokens": 18804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are overwhelmingly false positives: they share broad themes like tokenizers, loading, or attention, but each describes a different concrete bug or code path. No PRs are present, and there is no clear canonical issue representative for this heterogeneous set.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Different bugs: stale indexer cache on second forward pass vs image processor over-padding." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs reference pipeline() removal vs a PyTorch version check bug in flex_attention." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both tokenizer-related, but one is loading regression and the other is wrong offset_mapping for Qwen3." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-init incompatibility for old remote-code checkpoints vs numerical mismatch in Minimax MSA attention." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "GlmMoeDsa torch.split return handling is unrelated to Minimax attention numerics." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "ImportError for Qwen2_5_VL export vs repeated HTTP 429 retries in AutoProcessor.from_pretrained." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer state corruption vs missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose model breakage is unrelated to Ministral-3 FlashAttention failure." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Missing generation cache vs a padding performance inefficiency." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "Incorrect mllama mask handling vs auxiliary loss normalization in MoE models." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "Different model families and failure modes: vitpose vs RTDetr loss infeasibility." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Vitpose regression and empty-list chat template crash are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig vs stale warning about num_return_sequences." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT version bump issue vs incorrect PyTorch version gating for AuxRequest." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 backend attention scaling bug vs Gemma4 bidirectional mask construction bug." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized arg in init_empty_weights vs PretrainedConfig type checking." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None on load vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied lm_head weights vs NaNs after checkout/init." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "mllama mask bug vs Florence2 training-loss double-shift bug." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qkv/gate projections in qwen3next layer 0 vs Qwen3.5 from_pretrained error." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Qwen3 tokenizer offset mapping regression vs Deepseek tokenizer output regression." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug vs AutoProcessor crash without torchvision." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation failure vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "PretrainedConfig type-checking regression vs CLI completion attribute error." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Minor testing_utils bug vs SequenceFeatureExtractor.pad performance issue." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type-checking regression vs stale model.config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention 3 training degeneration vs incorrect saved checkpoint serialization." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Different testing-utils issues: one small bug, one xdist race on captured_info.txt." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Local model cache-path collision vs repeated retry behavior on 429 responses." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "sam3_video/sam3_tracker model-type warning is unrelated to MobileLLM-125M loading KeyError." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping assumption bug vs Mistral regex patch crash." + } + ] + }, + "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": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:44075", + "issue:44077", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45464", + "issue:45478", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46617", + "issue:46762", + "issue:46894", + "issue:46981" + ], + 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511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35789, + "estimated_input_tokens": 8948, + "estimated_eval_tokens": 18152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous mix of Transformers bug reports with no convincing duplicate cluster. Most soft matches are only thematic overlaps (imports, tokenization, GLM/Qwen, optimizer) rather than the same concrete defect; I would not merge any of them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest and most representative regression report in the set (\u201cMany import errors after update from 4.57.0 to 5.5.0\u201d), so it is the best single issue to anchor if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated failures: 3d_parallel.py runtime issue vs a small testing_utils.py bug." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different regressions." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Different problem areas: tokenizer behavior change vs noisy logging." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat failure and SequenceFeatureExtractor.pad performance bug are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Different subsystems and symptom types: vitpose model breakage vs backend mapping error." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Config-loading strictness and a docs parameter mismatch are not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping bug vs FP8 inference on B200 are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 behavior setting issue and MLA layernorm epsilon precision issue are separate." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained error are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "One is GenerationConfig validation for GLM-5; the other is an unrecognized-model/config.json problem." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numerical behavior, but they concern different models and different code paths." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad upgrade regression; the former is a specific nonexistent image_utils import." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for a config utility and an audio feature extraction issue are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Different optimizer bugs: unused SGD args vs double optimizer.step with deepspeed." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 API guidance and trust_remote_code cache FileNotFoundError do not match." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and different failures: missing projections vs from_pretrained error." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer-related, but one is decoder type in v5 and the other is changed tokenization output." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed config option vs unexpected key/position_id issue are not the same defect." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM bugs: torch.split return handling vs RoPE implementation." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training bugs and CohereASR double-shift loss bug are unrelated model-specific issues." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "patchtsmixer post_init policy and AutoProcessor HTTP retry behavior are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a general request rejection and the other is a Qwen3.5-0.8B streaming inference failure; not enough evidence of the same bug." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "GenerationMixin chunked_prefill cache issue and a testing_utils bug are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Model loading weight-shape mismatch vs missing attention projections are different defects." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "ImportError for AutoImageProcessor is unrelated to PreTrainedConfig type checking." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both involve Flash Attention 2 support, but they are different models with different support gaps." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard sizing and Qwen3.5 MoE loading error are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different multimodal/audio bugs in different components." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "bfloat16 precision warning and BLIP2 dtype propagation are separate dtype-related 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": 55, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46298", + "issue:46369", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46752", + "issue:46821", + "issue:46897", + "issue:46981" + ], + "soft_pairs": [ + "issue:43441|issue:44829", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43986|issue:45341", + "issue:42886|issue:46981", + "issue:45003|issue:45341", + "issue:44261|issue:44485", + "issue:45753|issue:46369", + "issue:43531|issue:45341", + "issue:43097|issue:45588", + "issue:44117|issue:44987", + "issue:43673|issue:46123", + "issue:43874|issue:44263", + "issue:44410|issue:45375", + "issue:45440|issue:46172", + "issue:43986|issue:45372", + "issue:43097|issue:46050", + "issue:44038|issue:44410", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:43208|issue:46897", + "issue:43986|issue:44484", + "issue:46655|issue:46664", + "issue:46298|issue:46752", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:42890|issue:46298", + "issue:44062|issue:44117", + "issue:43012|issue:46821", + "issue:44117|issue:46701" + ], + "prepared_review_unit_hash": "7fa8d613a0d50e6676cdaa25176d41bf39f083bcf5d0ce4ee13308302a19ee4a", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37135, + "estimated_input_tokens": 9284, + "estimated_eval_tokens": 18824 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous collection of Transformers bug reports; there is no clear duplicate cluster spanning multiple items. The soft pairs mostly share a subsystem or model family, but the underlying failures are different, so none should be merged.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43097 is the clearest, most broadly referenced user-facing regression report in the set, with a concrete API break and explicit impact. It is the strongest representative issue, though it does not subsume the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 has the best combination of clarity, reproducibility, and downstream impact among the listed issues, making it the most suitable anchor for triage and cross-linking.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve Qwen/flash-attention style failures, but one is a Ministral-3 FlashAttention incompatibility and the other is degenerate training in sequence classification; different code paths and symptoms." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "These are both about DSA/indexing internals, but one is a torch.split return-value concern and the other is a DeepSeek-V4 comb transpose/dtype bug; not the same defect." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "The DSA ReLU complaint and the DeepSeek-V4 comb transpose issue are unrelated implementation bugs despite both touching low-level tensor indexing." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one reports weight-shape mismatch on a specific checkpoint and the other is a transformers 5.0 bug for Qwen3-VL-Moe; different failure modes." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "API removal in v5 around tie_embeddings is unrelated to gguf_file breaking AutoTokenizer/AutoModel loading." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/torchvision loading crash is a dependency-availability issue, while the testing_utils report is a separate test helper bug." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Both involve offline/HTTP handling, but one is tokenizer cache loading under HF_HUB_OFFLINE and the other is repeated 429 retries via HF_ENDPOINT; different request paths." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "sys.modules access in modeling_utils and a testing_utils bug are distinct code-path problems with no evidence of a shared root cause." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "One is a missing rms_norm_eps precision mismatch in MLA q_a_layernorm; the other is a RoPE implementation discussion for GLM-5. Similar math domain, different bug." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Both mention image-related model behavior, but one is an infinite loop in Qwen3_5 and the other is a memory overflow in sam3-litetext." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "sliding_window behavior in Qwen3-MoE is unrelated to the testing_utils bug." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "One is an API removal regression; the other is a flash_attention integration crash on sink-less models. Different subsystems and fixes." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and a loading failure for physical-intelligence/fast are not the same bug; one is mapping logic, the other is model load compatibility." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache missing during chunked_prefill and MaskGenerationPipeline final-batch handling affect different pipeline stages and have different symptoms." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing get_number_of_image_patches in GLM46V is an AttributeError from a processor API gap, not the same as the DSA indexer torch.split issue." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Layer 0 missing attn projections and a missing deepstack_visual_indexes config field are separate Qwen3-family model/config bugs." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Native DeepseekV3MoE divergence from remote implementation is a broader model parity issue, while comb.to(dtype).transpose is a specific tensor operation bug." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "AutoProcessor without torchvision and ReasoningEffort import failure in mistral_common are unrelated import/dependency problems." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A v5 API removal around tie_embeddings is unrelated to quantized-sinq save/load corruption." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe bug and qwen3next missing projections are different model variants with different broken components." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "layer_type_validation import failure from configuration_utils and is_offline_mode import failure from huggingface_hub are separate missing-symbol regressions." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption during Trainer.train() is unrelated to Liger Kernel not being applied via model_init." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training blockers and Florence2 double-shift loss bug are different model-specific training issues." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "A crash loading video models without torchvision is unrelated to the save_pretrained max_shard_size default discussion." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both concern SmolVLM video processing, but one is incorrect padding calculation and the other is inconsistent num_frames semantics; related area, not the same bug." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and apply_chat_template crashing on empty input are unrelated utility issues." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "These are both import errors, but they involve different missing exports from different modules and distinct fixes." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "API removal around tie_embeddings is not the same as offloading failing under quantization." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Missing set_seed in tests and a noisy logging message are separate test/logging concerns." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken special-argument duplication and TOKENIZER_MAPPING_NAMES returning None are different tokenizer construction bugs." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A PyTorch warning when compiling bfloat16 models is unrelated to TimesFM window_size raising AttributeError." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and DiffusionGemmaGenerationOutput pipeline failure are separate loading vs pipeline-output 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": 56, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:36683", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43582", + "issue:43824", + "issue:43825", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46710", + "issue:47059" + ], + "soft_pairs": [ + "issue:46172|issue:46710", + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:44936|issue:46365", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44016", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43352|issue:43976", + "issue:43825|issue:44655", + "issue:43352|issue:44380", + "issue:43066|issue:43906", + "issue:43208|issue:43550", + "issue:43097|issue:46298", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44162|issue:46172", + "issue:44077|issue:46365", + "issue:42890|issue:47059", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42757|issue:43824", + "issue:43064|issue:44380", + "issue:42175|issue:46365", + "issue:42490|issue:43012", + "issue:44483|issue:44514" + ], + "prepared_review_unit_hash": "1324cae3d6f36987efc5228a7fa8ede039ed586dcec54d132743080ecca401b4", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37229, + "estimated_input_tokens": 9308, + "estimated_eval_tokens": 18872 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set does not form a duplicate cluster: the issues span unrelated areas (model configs, loading/import errors, training, docs, packaging, and runtime warnings). All soft pairs look like false positives and should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good representative because the cluster is heterogeneous; the safest triage outcome is to treat these as separate reports rather than duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Different bugs: one is a dtype/transpose error in DeepSeek-v4, the other is an accuracy regression after a version upgrade." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Both involve loading/pretrained workflows, but one is about unwanted network requests with local_files_only and the other is a missing embed_tokens weight in UMT5Encoder." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Both mention kwargs passing/crashes, but they are different code paths: AutoProcessor cached_file forwarding vs auto_docstring handling of future annotations." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer-related names are too broad; one is evaluate() failing after train(), the other is importing Trainer failing unless datasets is uninstalled." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Unrelated problems in different subsystems: GPT2 attention scaling with SDPA/FlashAttention vs cache lazy initialization causing recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Different failures: Python 3.14 import/load issue vs an invalid backend value for tensorflow_text." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "Both are crashes, but one is an AutoProcessor/torchvision dependency issue and the other is a notebook syntax error." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Both involve model behavior, but one is failing to save dequantized Ministrals/Devstrals and the other is an infinite loop on a specific Qwen3_5 image." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Different save-related issues: dequantized model saving versus pipeline save_pretrained support." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Both are runtime/backend issues, but one is a bfloat16 compilation warning and the other is a Bamba SDPA torch.compile failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "One is a concrete cleanup/check_repo dummy-class issue; the other is just a noisy logging message." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Different symptom and cause: PyTorch precision warning during compilation vs tie_word_embeddings warning in a Qwen LoRA workflow." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing weight loading in UMT5Encoder is unrelated to the save_pretrained shard-size question." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Nemotron Flash Attention 2 support is unrelated to the Python version compatibility/install failure." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Different UI/behavior bugs: pipeline translation messaging versus inability to save Pipeline objects." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Separate model/backend issues: Nemotron FA2 support versus GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Token decoder type bug in v5 is unrelated to the isolated reproduction of another historical issue." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs are unrelated to a Bamba SDPA torch.compile failure." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed API/behavior change is not the same as a noisy logging message." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty transcription failure is unrelated to import problems involving Trainer/datasets." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention scaling in model backends is not the same as AttentionInterface.register changing registered function behavior." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage is a broad model regression, while the other is a specific dtype/transpose bug in DeepSeek-v4." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "A model class post_init policy issue is unrelated to importing Trainer failing because of datasets." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Different test failures and dependencies: missing set_seed in SAM HQ tests versus a huggingface_hub CLI compatibility regression." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both concern MoE save/from_pretrained behavior, but one is FP8 save_pretrained and the other is a Qwen3.5 MoE from_pretrained error in v5.4." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "GPT2 attention backend scaling is unrelated to a zero-loss classification bug across sequence-classification models." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different packages and code paths." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Trainer/FSDP2/PEFT optimizer state corruption is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Package dependency/backend installation issue is unrelated to importing Trainer only when datasets is installed." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local model path slash warning and bfloat16 compile warning are different issues with no shared bug mechanism." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Both are API-facing model serving issues, but they concern different endpoints and failures: chat/completions rejection vs Qwen2_5_VLProcessor batched apply_chat_template crash." + } + ] + }, + "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": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:29870", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44230", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:46050", + "issue:46077", + "issue:46082", + "issue:46365", + "issue:46877", + "issue:47059" + ], + "soft_pairs": [ + "issue:38617|issue:43502", + "issue:43618|issue:44380", + "issue:43756|issue:44485", + "issue:43618|issue:43761", + "issue:45276|issue:46077", + "issue:36010|issue:42757", + "issue:43208|issue:43526", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:44625|issue:46365", + "issue:43352|issue:43937", + "issue:44355|issue:46877", + "issue:36683|issue:43475", + "issue:43611|issue:44655", + "issue:44625|issue:46077", + "issue:44655|issue:46050", + "issue:43976|issue:44938", + "issue:44938|issue:47059", + "issue:36683|issue:44077", + "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", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:43992|issue:45310" + ], + "prepared_review_unit_hash": "85ffdf75b7fcb52d0b3a953f0886f0185fef280e2cb805fc49c4e738b3b6ec63", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "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": "No soft pair looks like a true duplicate; most are same-subsystem regressions but with different code paths, models, or failure modes. The cluster is best represented by the broad import-regression report.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster: it summarizes multiple import failures after upgrading to v5.5.0, which fits the cluster\u2019s general regression/import-error theme better than the narrower reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single issue to keep as the cluster representative because it is the most umbrella-like and likely to subsume related import-regression complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different failures: one is an import error from configuration_utils, the other is unexpected network access despite local_files_only=True." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention behavior, but one is missing CLIP attentions while the other ignores GPT2 attention scaling under SDPA/FlashAttention; different code paths." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they are model-specific and different bugs: Smollm3 layer dropping vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Same model family, but not the same concrete bug: attentions missing versus hidden_states not returned." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4-related, but one is token-embedding resize propagation and the other is bidirectional-attention mask construction." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they come from different upstream APIs and unrelated symbols." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Unrelated components and symptoms: xLSTM training bugs versus BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different loading problems with different triggers; no evidence they share the same underlying bug." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both concern saving, but quantized model saving and Pipeline.save_pretrained are distinct mechanisms and failures." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same Qwen family, but one is a load regression and the other is fp8 inference support; different changes." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Different surfaces: /v1/chat/completions request validation versus apply_chat_template crashing on tool-call assistant messages." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Different issues entirely: config propagation for Qwen3.5 versus Trainer import failure tied to datasets." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Nemotron FlashAttention support and GLM-5 GenerationConfig validation are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Unrelated import-time/runtime issues: compiled Python file loading versus docstring linter output at import time." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different missing attributes in different models: Gemma3Config vocab_size versus Sam3VisionEncoderOutput fpn_position_embeddings." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Different regression classes: base_model_prefix loading breakage versus Pipeline.save_pretrained persistence." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma/Qwen configuration bugs with no shared concrete code path." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Both are save/load related, but Pipeline saving and sinq quantized model round-tripping are different problems." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but they target different versions and likely different breakpoints." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Different dependency breakages: Python 3.14 loading failure versus huggingface_hub CLI completion API mismatch." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different model/config bugs: missing Gemma3Config vocab_size versus patchtsmixer post_init policy." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both are model save/load regressions, but one is a sorted-state_dict loading error and the other is incorrect Qwen3.5 checkpoint saving." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Different Gemma4 configuration issues: attention-mask semantics versus explicit head_dim validation." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attention output regression versus Qwen3.5 checkpoint saving are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing-config-attribute bugs in different models: vocab_size versus pad_token_id." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Different configuration propagation issues in different model families." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "One is a BART generation UnboundLocalError; the other is a tensor-parallel training bug." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Wrong optimizer states on FSDP2/PEFT versus a typo in cache strategy docs/API; no shared bug." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache/update no_grad decoration is a behavioral fix, not the same as broad import failures after upgrading to v5.5.0." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling and Trainer import failure are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen/Moe loading bugs with different missing pieces; not the same concrete 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": 58, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44908", + "issue:44964", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46617", + "issue:46664", + "issue:46851", + "issue:47000" + ], + "soft_pairs": [ + "issue:44908|issue:46851", + "issue:29870|issue:33453", + "issue:43867|issue:46202", + "issue:44393|issue:47000", + "issue:44355|issue:44855", + "issue:36683|issue:43064", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:41669|issue:44246", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:43502|issue:44062", + "issue:42898|issue:46664", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:43502|issue:44485", + "issue:43824|issue:46617", + "issue:43010|issue:43065", + "issue:43874|issue:46617" + ], + "prepared_review_unit_hash": "c17f5b38be5b3da4b03fa78735c1062a632fd22d6714f28f04dac89a11690fe7", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35577, + "estimated_input_tokens": 8895, + "estimated_eval_tokens": 18046 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are distinct model-specific bugs, regressions, or loading issues. The only plausible duplicate pair is the import-performance regression around `transformers` startup; everything else looks separate.", + "confidence": 0.82, + "canonical_issue_reason": "issue:41669 is the clearest, broadest, and most actionable representative of the cluster: it describes the import-time regression directly and points to a likely root cause rather than just a symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the best overall issue to anchor the cluster because it captures a repo-wide performance problem with a concrete cause and likely high user impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Different subsystems and failures: scheduler kwarg handling vs Qwen3.5 variable-length position_ids." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate() decoder_attention_mask bug is unrelated to a tokenizer-loading regression." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Both involve model loading behavior, but one is a state_dict sorting error and the other is a Gemma pipeline roundtrip issue; not the same code-path." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Qwen3-VL 2D bbox output error is unrelated to RTDetr loss infeasibility." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Generic compiled-file import errors do not match the specific Python 3.13 JIT decorator parsing failure." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config missing `vocab_size` is a config/schema issue, while the Trainer bug is a distributed optimizer-state problem." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Both are load/config-related, but they affect different models and different missing fields/serialization paths." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Missing `set_seed()` in a test is unrelated to xdist workers racing on `captured_info.txt`." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific `@torch.no_grad` decoration request is not the same as a broad 'breaks too many models' complaint." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs Qwen2-57B-A14B-Instruct OOM: same area, different failure mode and likely different fixes." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both point to the same import-time slowdown/regression in `transformers`; the broad symptom and likely root cause are aligned enough to treat as duplicates." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions assignment and patchtsmixer `post_init` policy are unrelated model API issues." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "No-grad decoration for cache updates is unrelated to Python version compatibility for Transformers 5.1.0." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5/Qwen3.5-MoE save/load failures; one is sorted state_dict loading, the other is incorrect visual encoder keys on save." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Missing `embed_tokens.weight` in UMT5Encoder is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch dependency import error is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIP attentions assignment and CLIPTextModel structural inconsistency are separate CLIP-related changes, not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to DeepseekV3MoE parity with remote implementation." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky test seeding issue is not the same as failing to load Phi-4 multimodal with latest transformers." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI/test failures: missing seeds vs stale GraniteSpeech device override test." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network requests and AddedToken keyword duplication are unrelated tokenizer/model-loading bugs." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization cleanup behavior change and SmolVLM video-frame semantics are separate API regressions." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation tensor indexing crash is unrelated to cache-based trust_remote_code FileNotFoundError." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint reload failure after version upgrade are related only at a very high level; not the same concrete bug." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained bug and missing `_tp_plan` for tensor parallelism are distinct model/training features." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only API leakage is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing `Qwen2_5_VLForConditionalGeneration` export and trust_remote_code cache FileNotFoundError are different failure modes." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-patch helper in GLM46V is unrelated to cache loading FileNotFoundError." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the soft-edge decisions stay conservative overall. The only accepted pair, issue:41669 vs issue:44246, is a reasonable duplicate-style match on import-time slowdown. The remaining pairs are appropriately treated as distinct bugs based on their titles and issue descriptions." + }, + "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": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "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:43232", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059" + ], + "soft_pairs": [ + "issue:43576|issue:46132", + "issue:44387|issue:44556", + "issue:30333|issue:33453", + "issue:45125|issue:45478", + "issue:42548|issue:44351", + "issue:30990|issue:31795", + "issue:44355|issue:44749", + "issue:45125|issue:45375", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:43827|issue:44961", + "issue:43010|issue:43232", + "issue:46664|issue:46726", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43299|issue:44556", + "issue:33453|issue:34689", + "issue:44355|issue:45071", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:47059", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:44315|issue:44360", + "issue:44961|issue:45468", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:36296|issue:43901", + "issue:43352|issue:44961", + "issue:43475|issue:46617", + "issue:46143|issue:46144", + "issue:41628|issue:42548", + "issue:44222|issue:44230", + "issue:44315|issue:46209", + "issue:45362|issue:45850" + ], + "prepared_review_unit_hash": "ed3133ab7efbe5a57afe8810d1253ddf99353beb30316170ad4202cc701795fa", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37075, + "estimated_input_tokens": 9269, + "estimated_eval_tokens": 18794 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of mostly unrelated Transformers issues. There are a few loose themes around v5 regressions and model-loading/import problems, but none of the soft pairs are safe duplicate matches.", + "confidence": 0.31, + "canonical_issue_reason": "issue:43576 is the most central and broadly framed item in the set, with the most soft-similarity links to other v5/tooling regressions, even though the cluster is not truly cohesive.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the best single anchor only because it is the most general, high-degree regression report here; it is not a reliable duplicate canonical for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Different problems: CLI/env command breakage versus AttentionInterface.register behavior." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "One is int4 OOM/memory growth; the other is checkpoint reload incompatibility after upgrade." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed jobs is unrelated to tokenizer loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is tensor-parallel plan support and the other is a from_pretrained loading error; not the same concrete bug." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Import failures for different symbols from different modules are not the same issue." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang is unrelated to forward() doc confusion." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file errors and slow filtering after upgrade are different failure modes." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel plan support and missing config field serialization are related only at a very broad model-family level." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only network leakage and FP8 save_pretrained are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Cache/network behavior is unrelated to an unrelated titled issue." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still mentioning pipeline() is unrelated to the other issue." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation internals, but they describe different code paths and bugs." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video processor num_frames semantics and missing-vision-backend processor errors are different issues." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow status reporting is unrelated to tensor parallel training." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "A generation UnboundLocalError is not the same as forward() documentation confusion." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are upgrade regressions, but they affect different model-loading paths and likely different root causes." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama vision model loading breakage are separate failures." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file errors are unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "huggingface_hub import failure is unrelated to the transformers env command breakage." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI command breakage and config type-checking regression are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "Both are CLI-adjacent, but one is an env command issue and the other is a hub version completion attribute error." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and import error for layer_type_validation are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI/env breakage is unrelated to Qwen2.5-VL import failure." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application and DSA indexer activation are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Uninformative title versus Gemma-4 audio positional encoding bug; no clear overlap." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE discussion is unrelated to the other issue." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Importing HybridCache and trust_remote_code cache FileNotFoundError are different problems." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug is unrelated to pipeline docs mentioning return_all_scores." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention 2 support error is unrelated to the other issue." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "Missing fpn_position_embeddings and cache FileNotFoundError are different bugs." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "These are closely related RoFormer issues, but they do not clearly describe the same concrete bug/change." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor import failure is unrelated to PreTrainedModel import failure." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained and FP8 inference support are different code paths." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel/model_init behavior is unrelated to FP8 inference on B200." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5 chat crash is much more specific than a generic 'v5 breaks too many models' complaint." + } + ] + }, + "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": 60, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "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:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46664", + "issue:47059" + ], + "soft_pairs": [ + "issue:43673|issue:44492", + "issue:44485|issue:46664", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44360|issue:46664", + "issue:41669|issue:43673", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44230|issue:46095", + "issue:44492|issue:45850", + "issue:45850|issue:47059", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:43408|issue:44315", + "issue:41669|issue:46218", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44295|issue:45230", + "issue:44908|issue:45071", + "issue:44297|issue:45230", + "issue:44492|issue:46328", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:43519|issue:46655" + ], + "prepared_review_unit_hash": "202871bcfb4cbce23badc03a4ed03d201c1cf723b67d125560700976d9b12db3", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 38851, + "estimated_input_tokens": 9713, + "estimated_eval_tokens": 19682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is overbroad and mostly groups unrelated v5 regressions, API breakages, model-specific bugs, and a few documentation/performance issues. None of the soft pairs look like safe duplicate merges; issue 45850 is the closest umbrella representative, but it is too vague to serve as a precise duplicate target.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set ('Since 5.0 version it breaks too many models') and best matches the overall v5-regression theme, even though it is too generic to be a strong duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most representative cluster issue because it captures the common 'v5 breaks many things' pattern seen across the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Cache-missing during chunked prefill is a runtime bug; this is a typo in cache strategy docs/naming." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation and SmolVLM video-processor frame semantics are unrelated model bugs." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior and TensorBoard-without-TF backend handling are different subsystems and failures." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor save files is a concrete processor serialization bug; 'Bug report' is too vague to match it." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe bug and missing _tp_plan for tensor parallelism are separate model-specific issues." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading issues are about import-time module resolution, while sys.modules access safety is a different internal bug." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer activation logic and SmolVLM num_frames semantics are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Both touch import/lazy-loading performance, but one is about removing import * cost and the other about a missing cache path in generation." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL 2D box output and PretrainedConfig type-checking regressions are unrelated failures." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "2D bounding-box output errors and an infinite loop on a specific image are different Qwen3-VL bugs." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and checkpoint reload incompatibility after upgrade are unrelated v5 issues." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is a specific attribute bug, not the broad 'many models break' umbrella." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both involve upgrade incompatibility, but one is generic checkpoint reload failure and the other is InternVL2 remote-code/meta-init compatibility." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is a single config attribute issue, not the same as the broad v5 breakage report." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 support request and a weight-conversion-script question are not the same underlying bug/change." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache-strategy typo is documentation/naming cleanup, not the generic v5 breakage umbrella." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "General v5 breakage complaints and a CLI failure with huggingface_hub 1.22.0 are different issues." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad upgrade complaints, but one is import errors and the other is an even vaguer 'too many models' report; not the same concrete bug." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 control settings and cache-strategy typo are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model type warning for sam3_tracker and Liger Kernel not applied with model_init are different code paths." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import * performance regressions are not the same as a missing Qwen3_5ForCausalLM import error." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow import sometimes and lazy loading not working properly are related only at a very high level, but not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and scheduler kwargs being ignored do not share a concrete failure mode." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2.0 unsupported for NemotronH and Qwen3-VL 2D box errors are different model-specific problems." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version support regression and Qwen3-VL bounding-box errors are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error and an unspecified bug report are not enough to establish the same issue." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs ignored and PretrainedConfig type checking breakage are different API regressions." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained class mismatch is a concrete tokenizer serialization bug, not the vague bug report." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache strategy typo and SequenceFeatureExtractor padding performance are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs handling are different call sites and bugs." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import * cleanup/performance and HybridCache import failure are separate import-related issues." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import * performance regression and a testing_utils bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python support matrix regression and inability to import Qwen3_5ForCausalLM are different problems." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init validation and _get_tied_weight_keys crashing on a list are unrelated implementation bugs." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Confusing forward docs and tokenizer loading regression are not the same underlying issue." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading behavior are different release regressions." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied with model_init and flash_attention_3 causing degenerate training are distinct training-path bugs." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Incorrect timestamp calculation in Qwen3VL Processor and SmolVLM video padding are different processor bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 61, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "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:43572", + "issue:43576", + "issue:43618", + "issue:43704", + "issue:43717", + "issue:44230", + "issue:44261", + "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", + "issue:47059" + ], + "soft_pairs": [ + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:45230|issue:45310", + "issue:43519|issue:44485", + "issue:45468|issue:46894", + "issue:43576|issue:46218", + "issue:44655|issue:44861", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:46018|issue:46172", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:42913|issue:43066", + "issue:44861|issue:47059", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:44998|issue:45850", + "issue:43618|issue:44998", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43572|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": "b7d13651bb2c077c70e61bccf564e61b8b81554c996d57dbc06dd7ee51d6bdc5", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 43, + "serialized_chars": 39671, + "estimated_input_tokens": 9918, + "estimated_eval_tokens": 20092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a single duplicate cluster: it mixes many unrelated Transformers issues and only shows loose topical similarity (v5 regressions, loading/import problems, model-specific bugs). I would not merge any of the soft pairs.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Both are discussion-style bugs in different model internals, but one is about a DSA indexer ReLU and the other about Gemma-4 audio positional encoding; not the same code path." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated subsystems with different failure modes." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a Qwen3.5 MoE from_pretrained regression; no evidence they refer to the same bug." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific bugs." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 audio positional encoding and CohereASR training-loss shift are separate model/training issues." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Both are import/load failures, but they affect different commands/modules and do not appear to share the same root cause." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "save_pretrained/pipeline persistence and _get_tied_weight_keys AttributeError are distinct serialization-related bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math is unrelated to scheduler keyword handling." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/performance and VRAM leak in Qwen3ForCausalLM are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion in forward signatures vs a model-loading breakage for Llama 3.2 Vision; different issue types and code paths." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "RoPE implementation and audio positional encoding are both architecture-level, but for different models and different mechanisms." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leakage and RoPE math do not overlap in concrete implementation." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Shared expert gating in DeepSeek-V4 and a dtype/transpose bug in deepseek-v4 are different problems." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network leakage and timestamp calculation in a processor are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance and a Qwen3ForCausalLM memory leak are not the same bug." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad v5 breakage complaint and a specific module import failure are not a single concrete issue." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp logic and missing files in processor.save_pretrained are separate bugs." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in a GLM MoE indexer is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and Gemma-4 audio positional encoding are different numerical/model bugs." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are separate feature/support requests." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp computation and multi-thread VRAM leakage are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "NemotronH Flash Attention support and Qwen3.5 module import failure are different model-loading issues." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Cannot import HybridCache and cannot import Qwen3_5ForCausalLM are both import errors, but for different symbols and likely different causes." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer behavior changes in v5, but one is a generic v4-to-v5 behavior difference and the other is a specific decoder type bug; not enough to treat as duplicates." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Tied-weight key AttributeError and cli completion breakage with huggingface_hub are unrelated failures." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "GPT2LMHeadModel flash-attention support and generic Flash Attention 2.0 are too broad to be the same concrete bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "A scheduler kwargs bug and an unrelated placeholder/low-signal issue title are not duplicate-worthy." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache strategy typo and an unrelated placeholder issue do not match." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Low-information placeholder issue vs broad v5 breakage; no shared concrete bug." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is specific; the other item has no concrete technical overlap." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 loading failure and the unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight crash and chat template tool-call crash affect different code paths." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "from_pretrained loading slowdown and missing layer_type_validation import are different loading-related bugs." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in config after v5 and tied-weight key AttributeError are unrelated config/serialization issues." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support request and missing processor save files are different areas." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both concern Flash Attention 2.0 support, but for different model families and no evidence of the same implementation bug." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate decoder_attention_mask error and checkpoint loading slowdown are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow job-reporting on failure and from_pretrained performance are different concerns." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Loading slowdown and tensor parallel training bug are separate subsystems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading performance and forward-doc confusion are not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error do not share a concrete code-path issue." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support and FP8 inference support are distinct feature requests." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention interface usage are unrelated implementation 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": 62, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-511", + "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": "991c3e657857004b7d7a94f3f411a92e6f44ba2b1250e3eb71b85e9818a302e4", + "component_budget": { + "node_count": 511, + "item_count": 511, + "soft_pair_count": 1878, + "serialized_chars": 974564, + "estimated_input_tokens": 243641, + "estimated_eval_tokens": 487538 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7774, + "estimated_input_tokens": 1944, + "estimated_eval_tokens": 4144 + }, + "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 that only share broad ML-library vocabulary. None of the soft pairs looks like the same underlying bug or change, so no duplicate merges are warranted.", + "confidence": 0.62, + "canonical_issue_reason": "issue:42936 is the clearest concrete bug report in the set: it points to a specific model behavior error ('ignore_value' defined but not used) and is more substantive than the typo/type-hint reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43240 is the strongest standalone issue for follow-up because it has the broadest impact and the most inbound references, even though it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different model families and different bugs: Mask2Former ignore_value handling vs DeepSeek-V4 shared-expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config type-hint error is unrelated to a tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Both concern model code, but one is an unused ignore_value path and the other is kwargs not reaching loss calculation; different code paths." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs plumbing and RoFormer attention interface usage are separate subsystems and failure modes." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former loss handling and tokenizer warning behavior are not the same underlying defect." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "These affect different model implementations and different code paths." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "An unused model parameter is not the same as a typo in a quantization attribute name." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hint and typo in a different module are unrelated defects." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to loss computation is unrelated to a ModernBERTConfig annotation bug." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "RMSNorm implementation question and a type-hint mismatch are not the same issue." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value usage and ModernBERTConfig typing are distinct problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "c5fd1c41913553416fda35b128fefd1ffadf04a91dd685889c9642f118e35c2c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: one issue is about tokenizer truncation behavior, while the other two are unrelated feature requests (learning-rate scheduling behavior and Wav2Vec2 word time offsets).", + "confidence": 0.95, + "canonical_issue_reason": "Issue #10519 is the most concrete and self-contained topic in the cluster, with a clear, specific product gap around truncation-from-beginning behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #10519 is the best representative issue because it has the clearest problem statement and is the only one that reads like a focused actionable request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "These are unrelated domains: token truncation behavior vs Wav2Vec2 word boundary offsets." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Tokenizer truncation requests and ReduceLROnPlateau-like scheduler functionality are different feature areas with no shared underlying bug." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "A scheduler enhancement request and a speech-model timing question are 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": "6b190a2bdcd374d8105159c748a9989676d1a0a4b0853dcaa07ee6dc8692c5a2", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only the two model-loading issues are loosely related; neither is a true duplicate of the other, and the Tapas tokenization issue is unrelated.", + "confidence": 0.9, + "canonical_issue_reason": "Issue #16618 is the most general, user-facing report in the set (model loading failure), so it is the best anchor for the cluster even though it is not a duplicate of the private-model/login error.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best overall issue candidate because it is the broadest and most concrete failure report; #15980 is a narrower auth/download edge case and #13244 is unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problems: Tapas tokenization mismatch versus a model-loading failure." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both concern model access, but one is a private-model login/error-message issue and the other is a general inability to load 'bert-base-uncased'; they do not look like the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 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": "681379d78c9e037b8058aef76b125e8fd8173df5e8edf4061b32980d2727ef98", + "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 issues for different features: Flash Attention 2 support vs GGUF support. They are related only at a very broad architectural/community level, not as duplicates.", + "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 underlying requests and code paths: one is about Flash Attention 2 support for more architectures, the other about GGUF support for more architectures. Shared wording about \"more architectures\" is too broad to indicate the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "09ebf36960657faae9e9563bcc4a756aaf8971cda2bbb3871400d94496254965", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15984, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15984, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous i18n translation-request issues across different languages, so they should not be merged wholesale. The only plausible duplicate groups are the three identical generic placeholder issues and the identical Thai-title pair.", + "confidence": 0.76, + "canonical_issue_reason": "43834 is the best anchor for the repeated identical-title placeholder subgroup: it is earliest in that mini-cluster and matches the same near-duplicate body pattern. The rest of the set splits into distinct language requests or a separate Thai duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the strongest single issue representative for the largest near-identical issue subgroup in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different requested language; same i18n template is not enough to call these the same issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish vs generic placeholder issue; not the same underlying translation request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish request is distinct from the generic placeholder translation issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different languages (Turkish vs Romanian); these are separate translation requests." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different languages (Turkish vs Spanish); not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request and generic placeholder issue are not the same underlying request." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different languages; only broad i18n similarity is shared." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs Romanian translation requests are distinct." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request does not match the generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request and generic placeholder issue are not the same concrete task." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request and generic placeholder issue are not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian vs generic placeholder translation request; not a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian translation request is unrelated to the Thai-title issue." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian translation request is unrelated to the Thai-title issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Identical generic placeholder title and near-identical body indicate the same underlying issue/repost." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic placeholder title and essentially the same body; looks like a duplicate repost." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Different title/script; no evidence these are the same translation request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different title/script; the similarity is only at the broad template level." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai titles and no clear evidence of the same underlying request." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Identical generic placeholder title and near-identical body suggest a duplicate issue." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different title/script; not enough to merge as the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different title/script; only template similarity is shared." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai title and no strong evidence of a duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder issue and Thai-title issue do not look like the same request." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder issue and Thai-title issue do not look like the same request." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different titles and only superficial similarity in the i18n template." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Same Thai title and identical body length/content pattern strongly suggest an exact duplicate repost." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai titles; similar language/script is not enough to merge." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai titles; no clear duplicate relationship." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge decisions are conservative. The only duplicate-like groups supported by the evidence are the near-identical placeholder trio and the exact Thai pair; the cross-language pairs are reasonably 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": "1db5c92cb1f20a7a939c6450d209acae8649ba243bac245d261371b82e236472", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28614, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28614, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like a loose cluster of model-request issues with many superficial title similarities, but no true duplicate pairs are evident from the available evidence. I would not merge any of the soft edges.", + "confidence": 0.79, + "canonical_issue_reason": "No single canonical duplicate stands out; the items are distinct model/feature requests with only superficial naming overlap.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:36879 is the clearest concrete, self-contained request in the set and a reasonable representative anchor for the cluster, but it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "RoMa keypoint matcher vs LoMa keypoint detector/matcher are different models and different requests." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "RoMa keypoint matcher is unrelated to adding MiniCPM3 model architecture." + }, + { + "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 work is unrelated to Qwen3-TTS support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config and RF-DETR are distinct models with no shared code-path bug shown." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config and XiaoMi MiMo are separate model additions." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different model-support requests." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vision model support is unrelated to LFM2.5 Audio support." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR addition and OpenAI weight-sparse transformer support are different concrete changes." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are separate model-support requests." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different models and different modalities." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT addition and Qwen3-ASR support are unrelated requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and weight-sparse transformer support are distinct model changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio target different model families and code paths." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model requests with no evidence of the same underlying change." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model-addition requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture work is unrelated to Qwen3-ASR support." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 model architecture and sparse-transformer support are different changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture and Voxtral TTS support are unrelated model tasks." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are separate model-support requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different model additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different requests, not the same bug or change." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT and XiaoMi MiMo are unrelated model requests." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS support do not describe the same change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT support and BERT-like models with RoPE are different scope requests." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like models with RoPE and XiaoMi MiMo are unrelated model families." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "The RoPE model request and the 'Mirko Privitera' issue do not look related at all." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo and SAM3-LiteText are different model additions." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "XiaoMi MiMo and Qwen3-TTS are separate requests." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "MiMo and DeepSeek-OCR2 are different model requests." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "MiMo support and the 'Mirko Privitera' issue are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR share a prefix but target different modalities and changes." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral-4B-TTS are different models, so not the same underlying fix." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support is unrelated to DeepSeek-OCR2." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and sparse-transformer support are different requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support and EUPE model addition are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and sparse-transformer support are different code paths." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different model-support requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model requests." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are distinct vision-language model proposals, not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT support and the 'Mirko Privitera' issue are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and the 'Mirko Privitera' issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 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": "441fc310f545ea6e5e139df4a90118790485a06c55f28682fe3ca7d95b604943", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request for adding Pruna as an optimization framework, and the other is a Vision RoPE refactor. The soft similarity signal is not enough to treat them as the same underlying problem.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "#46443 is the better representative of a concrete engineering change, while #38740 is a documentation/metadata request that does not align with the technical refactor topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subjects and code paths: a docs/framework addition request versus a Vision RoPE 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": "253861de43bd203bee65be6b05bb6aa00075ec121566cad659af40bad2fb627e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues appear unrelated: one is about set block decoding, the other about DeepSeek v3.2 support. I would not treat them as duplicates or cluster them together.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43037 is the more concrete, self-contained request; #41084 is a different decoding-topic issue and does not represent the same underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics and different expected work: block decoding vs model/version support. No evidence they 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": 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": "65121a1c7b72f7a5792516bc05293746cd6fa69212d3fa60d6b057dbc38a36a2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are open feature requests around tiled/liger-style model optimizations, but they target different components: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, while the other asks to integrate TiledMLP for lower memory use. They do not appear to describe the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:41306 is the more concrete, self-contained request and can serve as the representative item; issue:41826 is a separate memory-footprint feature for a different module.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41306 is more specific and actionable, with a clearly defined API change request; issue:41826 is broader and distinct.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different feature requests for different tiled components and change surfaces; they share only a broad optimization theme, not the same underlying bug or mergeable code change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 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": "ab37f2984ecce12316bb19dad5ef41f1e73427b37bb047e75ce8f92dcae7e9d9", + "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 only at the broad Trainer/custom-trainer level, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43598 is the more concrete and self-contained report, but it is not the same underlying bug as #43600.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying issues: one targets `remove_unused_column` behavior in Trainer, the other targets FLOPS counting for custom trainers. Shared Trainer context is too broad to treat as a duplicate." + } + ] + }, + "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": "1793828c0d5bc565533d951a0e11579404142cbcd49000f01f5dfe925ba9d5d6", + "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 related only at a broad Qwen model-registration level, but they request different support for different model families and different AutoModel heads, so they should not be treated as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #43684 is the broader, more central registration request (AutoModel and AutoModelForConditionalGeneration) and is the better anchor if this cluster is being represented by one issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43684 is the strongest representative because it asks for general model registration rather than a narrower task-specific head addition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs. Qwen3.5 sequence-classification support for AutoModelForSequenceClassification. Same ecosystem, but not the same bug or fix." + } + ] + }, + "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": "5a48ef82e7567488c9d9945bb1b0c0b02bc36d3e5c9f36a6d3a1c0deaf2e9984", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "43845 and 43846 look like likely duplicate generic \"huggingface\" reports, but 43859 is only weakly related on the evidence available and may simply be another similar report. \"Fett\" still appears unrelated. Confidence is moderate-low because the issue bodies are minimal and the title is very generic.", + "confidence": 0.57, + "canonical_issue_reason": "43845 is the best representative of the clearly duplicated pair because it is the earliest of the near-identical \"huggingface\" reports and there is no evidence that it differs materially from 43846.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the best issue representative for the cluster because it anchors the strongest duplicate pair (with 43846) and appears earliest among the matching reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different title and no concrete shared details beyond weak soft similarity; not enough evidence for the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Same as above: no concrete overlap beyond a generic similarity signal." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "The \"Fett\" report does not show concrete overlap with the generic \"huggingface\" issues, so duplicate status is unsupported." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Exact same generic title and very close creation times; with no distinguishing content, these are plausibly duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "The title matches, but 43859 is much later and there are no body details or other shared signals, so the evidence is too thin to confidently call it the same underlying issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "The title matches, but the later timestamp and lack of content/details make this too tentative to accept as a duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall grouping is plausible, but one soft-edge reason overstates the evidence: issue 43859 is not \"close in time\" to 43845/43846 in the packet (it is ~13 hours later). With only identical generic titles, the duplicate assessment should stay more tentative. The summary would be safer if it said the three \"huggingface\" issues may be related/duplicative rather than asserting repeated reports." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "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-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "9803f5816f0eb01f4e01bb86e86eca1b939e4544efd9e9b213357096ceb14648", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is dominated by low-signal, mostly unrelated spam/marketing/documentation-style issues. The only evidence is generic soft similarity; there are no bodies, targets, filenames, or links showing a shared underlying bug or request, so none of the soft edges should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47036 is the most substantive and least spam-like item ('Community benchmark tip' with some discussion activity), but the cluster is too heterogeneous to treat it as a canonical duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are titled '', but there is no concrete evidence they describe the same report or change; generic similarity alone is not enough." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are titled '', yet the items contain no body details, targets, or references tying them to one underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "'' and 'Documentation Enhancement Suggestion' are only superficially similar; the titles point to different kinds of reports with no shared concrete problem." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "'' does not match 'Community benchmark tip' as the same underlying issue; the evidence is too weak and generic." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "'' and 'Check out \"Google LLC\"' look like unrelated spam/low-quality submissions rather than one duplicate bug." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "'Documentation Enhancement Suggestion' and '' do not describe the same concrete request; no shared issue target or content is present." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "These are generic, unrelated submissions with no body evidence that they refer to one bug or PR-worthy change." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Two '' titles are not enough to conclude a duplicate; there is no supporting content showing the same underlying report." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "'' and 'Community benchmark tip' are different on their face and lack any shared concrete failure mode or target." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "No evidence connects a generic spam issue to 'Check out \"Google LLC\"' as the same underlying item." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "A generic spam issue and 'Community benchmark tip' are not demonstrably the same bug/change; similarity is too weak." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "These titles suggest unrelated low-signal submissions, with no concrete overlap to justify duplicate merging." + } + ] + }, + "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": "98a23c1dddb162dae94d2b29a1996a4cbe783e1f8175d1e2b57b8044042266f8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues share the same title and similar metadata, which makes them strong candidates for a duplicate relationship, but the packet does not expose enough body content to confirm they describe the exact same problem. #45145 remains the best canonical issue because it was created first and has an inbound reference.", + "confidence": 0.74, + "canonical_issue_reason": "#45145 is the earlier issue and has an inbound reference, so it is the best canonical representative among the two.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest issue representative on chronology and linkage, but the duplicate signal is only suggestive rather than fully proven.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Same title and similar body size make this look like a likely duplicate, but the packet does not provide enough content to confirm they are the same underlying issue, so I would not accept it as a definitive duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice (#45145) is grounded by earlier creation time and the inbound reference, but the response overstates the evidence for duplication. The packet only shows identical titles plus similar body lengths and a soft-similarity signal; it does not establish that the issues have the same content or that this is a clear/ exact duplicate pair. The soft-edge verdict should be more conservative (e.g., likely duplicate), not definitive." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "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": "d952b3237d314c1f7ea40180324537a246688970bd88b3c58722d5de5745b6a1", + "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": "Both items look like unrelated low-signal issues containing only personal names and birth dates, with no evidence of a shared bug or feature request.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue contains a describable product problem; they appear unrelated and equally non-informative, so there is no sensible canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is suitable as a canonical representative because neither provides actionable bug or change details.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Only soft text similarity is present; the titles are different people and dates, with no shared bug, code path, or explicit linkage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "6dbdd800d421a90c3f0e1bcc41228d2831a8292ba26a5c6f1bbc479f901d96bc", + "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": "Two closed, empty issues with different personal-name/date titles and no supporting context; they do not appear to describe the same underlying bug or request.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "No shared problem statement, code path, or references; only unrelated names/dates in the titles." + } + ] + }, + "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": "ce3f4edeb6e30adb3568c6e8eb21e131fa6a73f2054f7d0544b7747900b05150", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two open issues are unrelated feature requests: one asks for Qwen3_5 token-classification/value-model support, the other asks for FP8 training support. They do not describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the issues request different functionality in unrelated areas.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46295 is the broader request, but this pair is not a duplicate so there is no meaningful global best issue for deduping.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different requests with no shared code path: Qwen3_5 token-classification/value-model support vs FP8 training support." + } + ] + }, + "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": "3bcfc8621ba9f476ecccf02b9640ca161391b2de18da17fe98d4dbf5a1d393f8", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster splits into one related-but-distinct issue and two strong near-duplicate issue pairs: 45870/45871 and 45872/45873. 45869 is on the same financial/DataForge theme but asks for a different dataset bundle, so it should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": "45870 is the best canonical issue anchor for the example-request pair because it is the clearest representative of that near-duplicate topic, while 45872/45873 appear to be a separate near-duplicate pair and 45869 is related but distinct. The evidence supports strong similarity, but not an exact body/content match.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best overall issue anchor because it represents one of the strongest duplicate-like threads in the cluster and has the broadest, most reusable wording for the example request. It is the cleanest single representative even though the cluster contains a separate request variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Same broad financial/DataForge theme, but a dataset-bundle request is not the same underlying issue as an example request." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Related topic only; dataset bundle versus example request are different asks and should not be merged as duplicates." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": false, + "reason": "These look like near-duplicates with identical titles and very strong similarity, but the packet does not prove exact body/content equality, so I would not assert they are the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Shared DataForge/financial-time-series language, but the scraping-service addition makes this a different concrete request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45870 vs 45872: overlapping domain wording, but a different underlying request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Very similar theme, but the example-request issue and the scraping-service issue are not the same change request." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Related topic only; this is a distinct scraping-service request, not the same underlying issue as the example request." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": false, + "reason": "These are strong near-duplicates with identical titles and very strong similarity, but the available evidence is not enough to confirm exact content identity, so I would keep them as likely duplicates rather than assert a merge." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level interpretation is mostly grounded, but the duplicate claims are overstated. The packet only shows identical titles, identical body lengths, and soft_similarity for 45870/45871 and 45872/45873; it does not prove exact body/content matches. So the two accept=true soft-edge verdicts are too strong and should be stated more conservatively (e.g., likely duplicates / near-duplicates). Likewise, the canonical_issue_reason should not say the issues match exactly in title/body. The 45869 theme-related-but-distinct assessment is fine." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "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": "e41ed8491a60a7d7017431fb79ae263ba15d6565ee498a6e879c7021cfe7b3cb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues concern `cache_implementation=\"static\"` interacting badly with linear-attention support, but they describe different failure modes (`RuntimeError` from shape corruption vs `KeyError: 'linear_attention'`). They are related, yet not clearly the same concrete bug.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states the broader underlying malfunction in static-cache early initialization and describes the likely root cause more directly.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the strongest representative of this cluster since it captures the static-cache/linear-attention corruption path rather than one model-specific crash symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Related static-cache/linear-attention failures, but the reported errors differ enough that they do not clearly look like the same underlying bug or a single duplicate fix target." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 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": "a8219f64c02bc1a32db6a8773d82d802ed5db9e740df057537ec66b3118401b4", + "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": "The two issues are near-identical reports of the same Wav2Vec2CTCTokenizer v5 special-token leakage bug, so they should be clustered together; issue 46551 is the better canonical representative because it is the earlier, closed report.", + "confidence": 0.99, + "canonical_issue_reason": "Issue 46551 is the earlier of two identical reports and is already closed, making it the better canonical issue for the duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46551 is the best issue to anchor the cluster because it matches the same bug exactly and has the resolved/closed status.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and same underlying tokenizer bug; these are duplicate reports of the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded: the two issues have identical titles, the same body length, and were created minutes apart, with one already closed. Treating them as duplicates and using issue 46551 as the canonical representative is conservative and supported by the packet." + }, + "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": "fc8ff8106799bbab2ad88378cb82dbaa3e29260697756d9de411195b4c33137d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one reports a tensor size mismatch during object-detection training, while the other reports an out-of-memory failure after several epochs when training RT-DETR v2. They describe different failure modes and likely different root causes.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 46657 is the better representative of a concrete training bug report because it describes an explicit runtime error path (tensor size mismatch) rather than a broad resource symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46657 is the clearest standalone issue in this pair; 46692 appears to be a separate model-specific memory problem and should not be merged into the same canonical bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different underlying problems: tensor shape mismatch vs. gradual OOM during RT-DETR v2 training. The titles and reported symptoms do not indicate the same code-path 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": "fd3e07f89df583eaf21f0b308fa4c10fd05935824bcab7dc4d4c134a5abf5667", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is a ZeRO-3/zero.Init partitioning failure causing OOM during multi-GPU load, while the other is a 4-bit + device_map='auto' + max_memory dispatch bug that incorrectly sends modules to CPU and raises ValueError.", + "confidence": 0.98, + "canonical_issue_reason": "If a representative issue must be chosen, #46823 is more actionable because it names the exact loading configuration and the observed exception, making the failure mode easier to reproduce and diagnose.", + "canonical_pr_reason": null, + "best_issue_reason": "#46823 is the clearest standalone issue to keep visible: it has a precise setup, a concrete mis-dispatch symptom, and an explicit error path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different bug classes and code paths: ZeRO-3 zero.Init partitioning/OOM versus 4-bit device_map/max_memory CPU dispatch/ValueError. They share only a broad theme of model loading." + } + ] + }, + "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-46906-11", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053", + "issue:47091", + "issue:47102" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:47049", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:47102", + "issue:46985|issue:47037", + "issue:46985|issue:47102", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47102", + "issue:47037|issue:47049", + "issue:47037|issue:47091", + "issue:47049|issue:47053", + "issue:47049|issue:47102", + "issue:46985|issue:47049", + "issue:47053|issue:47091", + "issue:47053|issue:47102", + "issue:47037|issue:47053", + "issue:47091|issue:47102", + "issue:46985|issue:47091" + ], + "prepared_review_unit_hash": "56411abd848beadecf145d2c7f5791607c1203a99da6b7d0cb7a22e4d43d5770", + "component_budget": { + "node_count": 11, + "item_count": 11, + "soft_pair_count": 33, + "serialized_chars": 18050, + "estimated_input_tokens": 4513, + "estimated_eval_tokens": 9282 + }, + "budget": { + "node_count": 11, + "item_count": 11, + "soft_pair_count": 33, + "serialized_chars": 18050, + "estimated_input_tokens": 4513, + "estimated_eval_tokens": 9282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items appear to be separate dated instances of the same Serge integration triage template, not duplicates of one underlying bug. I\u2019d keep the earliest issue as the canonical representative and reject every soft-edge merge.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 46906 is the earliest entry in the dated triage series and has the strongest inbound reference count among the first reports, making it the best anchor for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46906 is the most suitable representative because it starts the series, is clearly the same triage template as the rest, and already has substantial external references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Different daily triage reports for adjacent dates; same template and subsystem, but not the same underlying issue." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "These look like separate dated triage entries, not one bug report duplicated across days." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Same recurring integration-triage series, but each issue appears to cover a different day\u2019s failure set." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Highly similar template text, but no evidence they describe the exact same failure or change." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "These are separate daily triage issues rather than duplicates of one concrete problem." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Adjacent daily triage reports; similarity comes from the template, not a shared underlying bug." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "No clear indication of one identical failure; these are recurring reports for different dates." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Same triage pattern, but not the same concrete issue instance." + }, + { + "left": "issue:46940", + "right": "issue:47049", + "accept": false, + "reason": "The titles are nearly identical, but they represent different days in a recurring triage sequence." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Recurring daily triage posts; similarity is structural, not evidence of duplication." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "These appear to be separate day-specific triage logs, not a single bug twice reported." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Same subsystem and template, but no evidence they target the same underlying failure." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Different dated triage reports; merging would conflate separate daily incidents." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "These are distinct daily integration-failure triage issues, not one duplicate report." + }, + { + "left": "issue:46969", + "right": "issue:47102", + "accept": false, + "reason": "No concrete shared bug/change is visible beyond the recurring triage template." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Separate daily entries in the same triage series, not the same underlying bug." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "The overlap is only in wording and topic; they are different triage instances." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "These look like distinct date-stamped triage reports, not duplicates." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Same recurring integration triage template, but not evidence of one shared failure." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Daily triage artifacts should stay separate unless they point to the same exact bug, which is not shown here." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Different day-specific reports; title similarity alone is insufficient for a merge." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "No concrete code-path or incident identity matches; these are separate triage issues." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "These are separate dated triage logs from the same series, not the same bug." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Same template and subsystem, but different daily triage entries." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "No evidence of a single duplicated incident; just recurring failure triage." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Adjacent daily triage reports with identical framing, but not the same underlying issue." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "These look like separate date-stamped reports, not one bug reported twice." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Recurring triage template only; no shared concrete failure is demonstrated." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Same family of reports, but each corresponds to a different day\u2019s triage contents." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "The similarity is superficial and date-driven; do not collapse separate triage issues." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "These are distinct daily triage entries, not a single underlying bug or change." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "No evidence they represent the same failure; they are separate daily reports." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Same recurring integration triage series, but not the same exact issue instance." + } + ] + }, + "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": "cc0df52025ecdf74e12871172ce881df97e5bec939c5f89cfee459b74ac6b107", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1490, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1490, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are effectively duplicates: both request RWKV7 model support and have identical titles with very similar bodies.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46983 is the better canonical issue because it is already closed and likely represents the earlier tracker for the same RWKV7 support request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46983 is the strongest representative issue due to its closed state and identical topic, making it a stable reference for the duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title and same requested feature (RWKV7 model support); this is the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both issues have the same title, the same feature request (RWKV7 support), and high textual similarity. The soft-edge verdict is conservative enough for a duplicate-style issue pair, and using the earlier closed issue as the canonical reference is supported by the timestamps and states." + }, + "evaluator_used": true, + "retried": false, + "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": "362fd32ba2f86726545af049f8336f81a3e80a03cba5f09cb73e14a224bd9218", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are thematically similar AI/cybersecurity writeups, but they do not describe the same concrete bug, request, or change. They look related at a topic level, not duplicate at an issue level.", + "confidence": 0.62, + "canonical_issue_reason": "No clear duplicate exists. If one issue must represent the cluster, #47015 is the broader and more generic framing of the AI vulnerability-discovery topic.", + "canonical_pr_reason": null, + "best_issue_reason": "#47015 is the better cluster anchor only because its title is broader and more central to the shared theme; however, it is not a true duplicate target for #47007.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "Both are about AI-assisted vulnerability discovery, but they read like distinct high-level topics/articles rather than the same underlying issue or identical fix request." + } + ] + }, + "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": 33, + "review_unit_index": 1, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-58", + "nodes": [ + "pull_request:44517", + "pull_request:46196", + "pull_request:46266", + "pull_request:46658", + "pull_request:46707", + "pull_request:46903", + "pull_request:46907", + "pull_request:46908", + "pull_request:46912", + "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:47025", + "pull_request:47034", + "pull_request:47035", + "pull_request:47054", + "pull_request:47055", + "pull_request:47056", + "pull_request:47057", + "pull_request:47058", + "pull_request:47062", + "pull_request:47069", + "pull_request:47072", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47083", + "pull_request:47088", + "pull_request:47089", + "pull_request:47090", + "pull_request:47093", + "pull_request:47098" + ], + "soft_pairs": [ + "pull_request:47083|pull_request:47088", + "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:46958", + "pull_request:46950|pull_request:46951", + "pull_request:46950|pull_request:47057", + "pull_request:46927|pull_request:47054", + "pull_request:46927|pull_request:46951", + "pull_request:46951|pull_request:46971", + "pull_request:46949|pull_request:46971", + "pull_request:46951|pull_request:47057", + "pull_request:46941|pull_request:46970", + "pull_request:47056|pull_request:47058", + "pull_request:47006|pull_request:47058", + "pull_request:46908|pull_request:47006", + "pull_request:46927|pull_request:47055", + "pull_request:46908|pull_request:46928", + "pull_request:46907|pull_request:46926", + "pull_request:46926|pull_request:46928", + "pull_request:46928|pull_request:47057", + "pull_request:46927|pull_request:46986", + "pull_request:46986|pull_request:47058", + "pull_request:46926|pull_request:46941", + "pull_request:46908|pull_request:47058", + "pull_request:46928|pull_request:47058", + "pull_request:46928|pull_request:47054", + "pull_request:46941|pull_request:46986", + "pull_request:46941|pull_request:47006", + "pull_request:46928|pull_request:46941", + "pull_request:46954|pull_request:46961", + "pull_request:46958|pull_request:46961", + "pull_request:46954|pull_request:46968", + "pull_request:46954|pull_request:46958", + "pull_request:46961|pull_request:46974", + "pull_request:46958|pull_request:46974", + "pull_request:46954|pull_request:46971", + "pull_request:46971|pull_request:46974", + "pull_request:46968|pull_request:46974", + "pull_request:46961|pull_request:46968", + "pull_request:46958|pull_request:46968", + "pull_request:46961|pull_request:46971", + "pull_request:46949|pull_request:46968", + "pull_request:47072|pull_request:47089", + "pull_request:47077|pull_request:47078", + "pull_request:46266|pull_request:46957", + "pull_request:44517|pull_request:47082", + "pull_request:47034|pull_request:47035", + "pull_request:47062|pull_request:47077", + "pull_request:47069|pull_request:47089", + "pull_request:46196|pull_request:46995", + "pull_request:46957|pull_request:46965", + "pull_request:46965|pull_request:47093", + "pull_request:47078|pull_request:47098", + "pull_request:46266|pull_request:46707", + "pull_request:46707|pull_request:46961", + "pull_request:46707|pull_request:46968", + "pull_request:46912|pull_request:47025", + "pull_request:46707|pull_request:46957", + "pull_request:47089|pull_request:47098", + "pull_request:46707|pull_request:47082", + "pull_request:47069|pull_request:47098", + "pull_request:46961|pull_request:47082", + "pull_request:46196|pull_request:46965", + "pull_request:46912|pull_request:47082", + "pull_request:46968|pull_request:47062", + "pull_request:46912|pull_request:47078", + "pull_request:46658|pull_request:47062" + ], + "prepared_review_unit_hash": "e27bf83128bcfa6d97a881c490bc22b5f80f2de7b0f168a8bc483237dd4ca48a", + "component_budget": { + "node_count": 58, + "item_count": 58, + "soft_pair_count": 185, + "serialized_chars": 207963, + "estimated_input_tokens": 51991, + "estimated_eval_tokens": 104238 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 66, + "serialized_chars": 129519, + "estimated_input_tokens": 32380, + "estimated_eval_tokens": 65016 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a mixed cluster: most PRs are unrelated model additions, docs tweaks, or test-only fixes. The only clear duplicate-looking subclusters are the CANINE fp16 attention-mask dtype fix and the CohereASR training-loss double-shift fix. I would not treat the rest as duplicates.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR fits the whole cluster because the items are heterogeneous; if a representative is needed for the only clear duplicate subcluster, PR 46903 is the strongest anchor thanks to its explicit issue target and concrete bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 46903 is the best representative among the duplicate-like items because it has the clearest bug description, an explicit linked issue, and a direct code fix in the relevant model path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47083", + "right": "pull_request:47088", + "accept": true, + "reason": "Same CANINE fp16 attention-mask dtype bug in the same attention code path; the fixes are functionally the same." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug in the same loss path; both PRs patch the same underlying issue." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR double-shift loss bug; both modify the same model forward/loss behavior." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46951", + "accept": false, + "reason": "Different models and different fixes; shared OOM/test context is too broad to indicate the same change." + }, + { + "left": "pull_request:46950", + "right": "pull_request:47057", + "accept": false, + "reason": "Both mention Mamba2/OOM themes, but one is a model kernel change and the other is a test/load workaround, not the same concrete fix." + }, + { + "left": "pull_request:46927", + "right": "pull_request:47054", + "accept": false, + "reason": "Different models and different failure modes; no shared code path or bug." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46951", + "accept": false, + "reason": "Unrelated models and fixes; similarity is only superficial." + }, + { + "left": "pull_request:46951", + "right": "pull_request:46971", + "accept": false, + "reason": "Same broad test-fix pattern, but not the same model or code path." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46971", + "accept": false, + "reason": "Whisper cache-state fix vs Mamba2 test loading tweak are unrelated." + }, + { + "left": "pull_request:46951", + "right": "pull_request:47057", + "accept": false, + "reason": "Unrelated model/test fixes; no evidence of the same underlying bug." + }, + { + "left": "pull_request:46941", + "right": "pull_request:46970", + "accept": false, + "reason": "Both are large test-fix PRs, but they target different models and different code changes." + }, + { + "left": "pull_request:47056", + "right": "pull_request:47058", + "accept": false, + "reason": "Whisper attention-state fix and Mamba2 OOM/test fix are unrelated." + }, + { + "left": "pull_request:47006", + "right": "pull_request:47058", + "accept": false, + "reason": "Different models and different fixes; not the same bug." + }, + { + "left": "pull_request:46908", + "right": "pull_request:47006", + "accept": false, + "reason": "Different models and different failure categories; only the generic 'integration test fix' label overlaps." + }, + { + "left": "pull_request:46927", + "right": "pull_request:47055", + "accept": false, + "reason": "Different models and different changes; no shared underlying issue." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46928", + "accept": false, + "reason": "Different models; one is a load-error workaround, the other is a tokenizer mapping change." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46926", + "accept": false, + "reason": "Same general testing-fix style, but different models and different bug surfaces." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46928", + "accept": false, + "reason": "Different models and unrelated test-only adjustments." + }, + { + "left": "pull_request:46928", + "right": "pull_request:47057", + "accept": false, + "reason": "Different models; no same underlying code-path problem." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46986", + "accept": false, + "reason": "Different models and different fixes; similarity is only that both address test failures." + }, + { + "left": "pull_request:46986", + "right": "pull_request:47058", + "accept": false, + "reason": "Unrelated model fixes with no shared code path." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46941", + "accept": false, + "reason": "Different models and different underlying failures." + }, + { + "left": "pull_request:46908", + "right": "pull_request:47058", + "accept": false, + "reason": "Different models and bug types; not a duplicate." + }, + { + "left": "pull_request:46928", + "right": "pull_request:47058", + "accept": false, + "reason": "Different models; same broad failure label is insufficient." + }, + { + "left": "pull_request:46928", + "right": "pull_request:47054", + "accept": false, + "reason": "Different models and unrelated fixes." + }, + { + "left": "pull_request:46941", + "right": "pull_request:46986", + "accept": false, + "reason": "Both are multi-model test-fix PRs, but they patch different code paths in different model families." + }, + { + "left": "pull_request:46941", + "right": "pull_request:47006", + "accept": false, + "reason": "Different model families and different fixes; no same underlying bug." + }, + { + "left": "pull_request:46928", + "right": "pull_request:46941", + "accept": false, + "reason": "Unrelated fixes across different models." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46961", + "accept": false, + "reason": "Pytest/FSDP-related changes versus workflow normalization; not the same artifact or bug." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46961", + "accept": false, + "reason": "CohereASR loss bug versus workflow/branch normalization; unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46968", + "accept": false, + "reason": "Pytest-related model fix and docs autolink cleanup are unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "Different model fixes and different code paths; only the general 'fix failure' theme overlaps." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46974", + "accept": false, + "reason": "Workflow normalization and a MusicGen generate typo are unrelated." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "CohereASR loss bug and MusicGen generate typo are different code paths." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46971", + "accept": false, + "reason": "Unrelated fixes in different areas of the codebase." + }, + { + "left": "pull_request:46971", + "right": "pull_request:46974", + "accept": false, + "reason": "Mamba2 test/load tweak and MusicGen generation typo are unrelated." + }, + { + "left": "pull_request:46968", + "right": "pull_request:46974", + "accept": false, + "reason": "Docs autolink cleanup and MusicGen code typo are unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46968", + "accept": false, + "reason": "Workflow normalization and docs autolink cleanup are unrelated." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46968", + "accept": false, + "reason": "Different model/code fix versus docs-only cleanup." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47089", + "accept": false, + "reason": "Chat schema enum parsing and AqlmConfig validation messages are unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47078", + "accept": false, + "reason": "Both touch Japanese docs, but they are different documentation changes with different goals." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "Different subsystems: DINO conversion mapping versus generation-time kernel switching." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47082", + "accept": false, + "reason": "Different model additions with no shared underlying change." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47035", + "accept": false, + "reason": "Related Neuron/compile work, but one is a training script plus trainer changes and the other is a backend default tweak." + }, + { + "left": "pull_request:47062", + "right": "pull_request:47077", + "accept": false, + "reason": "Different docs changes in different languages and topics." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47089", + "accept": false, + "reason": "Different utility/config changes; no shared bug." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "Different model-family dispatch and availability-check changes." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46965", + "accept": false, + "reason": "Different generation/runtime behaviors in different DeepSeek V4-related fixes." + }, + { + "left": "pull_request:46965", + "right": "pull_request:47093", + "accept": false, + "reason": "Different models and unrelated changes." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47098", + "accept": false, + "reason": "Japanese docs wording and English quicktour grammar are unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46707", + "accept": false, + "reason": "Different model families and different code paths." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46961", + "accept": false, + "reason": "Distributed/FSDP infrastructure versus workflow normalization; unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46968", + "accept": false, + "reason": "Distributed/FSDP infrastructure and docs autolink cleanup are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47025", + "accept": false, + "reason": "Both are test-heavy PRs, but they target different models and different issues." + }, + { + "left": "pull_request:46707", + "right": "pull_request:47082", + "accept": false, + "reason": "Distributed/FSDP infrastructure and RoMa model addition are unrelated." + }, + { + "left": "pull_request:47089", + "right": "pull_request:47098", + "accept": false, + "reason": "Quantization-config validation and quicktour grammar are unrelated." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47098", + "accept": false, + "reason": "Configuration API typing change and docs grammar cleanup are unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:47082", + "accept": false, + 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Only one soft edge looks like a true duplicate pair: the two DeepSeekV3.2 load_error PRs. Everything else spans different models, bugs, or unrelated docs/tests changes.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "Use 47054 as the canonical PR: it is the cleaner representative of the only confirmed duplicate pair (same DeepSeekV3.2 load_error fix). The remaining PRs are unrelated to that change.", + "best_issue_reason": null, + "best_pr_reason": "47054 is the best standalone representative because it matches the only real duplicate subcluster. There is no single PR that meaningfully covers the whole heterogeneous set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46907", + "right": "pull_request:46927", + "accept": false, + "reason": "Different bugs and models: Edgetam backbone kwarg cleanup vs glm46v input-id casting." + }, + { + "left": "pull_request:46908", + "right": "pull_request:47054", + "accept": true, + "reason": "Same model and same load_error fix for DeepSeekV3.2; these are clearly duplicate test-adjustment PRs." + }, + { + "left": "pull_request:46926", + "right": "pull_request:47057", + "accept": false, + "reason": "Different models and different failures: MiniMax-M3-VL load_error vs DeepSeekV3.2 load_error." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46971", + "accept": false, + "reason": "Unrelated changes: glm46v dtype handling vs Mamba2 OOM/test dtype tweaks." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46926", + "accept": false, + "reason": "Same failure class in title, but different models and unrelated fixes; not a duplicate change." + }, + { + "left": "pull_request:46986", + "right": "pull_request:47006", + "accept": false, + "reason": "Different models and code paths: glm_ocr output mismatch vs gemma3 generation behavior." + }, + { + "left": "pull_request:47054", + "right": "pull_request:47055", + "accept": false, + "reason": "Different models and bugs: DeepSeekV3.2 load_error vs Edgetam import_or_config." + }, + { + "left": "pull_request:46970", + "right": "pull_request:47006", + "accept": false, + "reason": "Unrelated model fixes: musicgen_melody output mismatch vs gemma3 generation/cache behavior." + }, + { + "left": "pull_request:46970", + "right": "pull_request:46986", + "accept": false, + "reason": "Different models and failure modes; only broad test-failure similarity." + }, + { + "left": "pull_request:47057", + "right": "pull_request:47058", + "accept": false, + "reason": "DeepSeekV3.2 load_error vs Mamba2 OOM/test dtype; not the same underlying bug." + }, + { + "left": "pull_request:46907", + "right": "pull_request:47054", + "accept": false, + "reason": "Different models and fixes; Edgetam kwarg cleanup is not the DeepSeekV3.2 load_error issue." + }, + { + "left": "pull_request:47055", + "right": "pull_request:47056", + "accept": false, + "reason": "Different model families and different issues: Edgetam import_or_config vs Whisper attention state bug." + }, + { + "left": "pull_request:46907", + "right": "pull_request:47056", + "accept": false, + "reason": "Edgetam backbone kwarg filtering is unrelated to Whisper cache/attention behavior." + }, + { + "left": "pull_request:47054", + "right": "pull_request:47056", + "accept": false, + "reason": "Different models and unrelated fixes." + }, + { + "left": "pull_request:47054", + "right": "pull_request:47058", + "accept": false, + "reason": "DeepSeekV3.2 load_error vs Mamba2 OOM; not mergeable as one PR." + }, + { + "left": "pull_request:47055", + "right": "pull_request:47057", + "accept": false, + "reason": "Edgetam import_or_config vs DeepSeekV3.2 load_error; different code paths and models." + }, + { + "left": "pull_request:46907", + "right": "pull_request:47006", + "accept": false, + "reason": "Edgetam test/import_or_config fix is unrelated to gemma3 generation behavior." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46970", + "accept": false, + "reason": "Edgetam kwarg cleanup vs musicgen_melody output mismatch; unrelated." + }, + { + "left": "pull_request:46970", + "right": "pull_request:47055", + "accept": false, + "reason": "MusicGen-Melody output mismatch is unrelated to Edgetam import_or_config." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46986", + "accept": false, + "reason": "Different models and issues; no shared code-path bug." + }, + { + "left": "pull_request:47025", + "right": "pull_request:47092", + "accept": false, + "reason": "DiffusionGemma test skipping vs MiniCPM3 XPU expectations; unrelated test updates." + }, + { + "left": "pull_request:46707", + "right": "pull_request:47034", + "accept": false, + "reason": "Both touch trainer/distributed code, but one is native FSDP2 migration and the other is Neuron training support; different changes." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47062", + "accept": false, + "reason": "Unlimited OCR model add vs IMDb docs link fix; completely different scope." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Step-3.7-Flash model conversion work vs Unlimited OCR model addition; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46836", + "accept": false, + "reason": "Molmo2 model addition vs Unlimited OCR model addition; same broad area but not the same underlying change." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47092", + "accept": false, + "reason": "Unlimited OCR model work vs MiniCPM3 test expectations; unrelated." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "VibeVoice implementation vs Molmo2 implementation; different models and code paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47077", + "accept": false, + "reason": "Molmo2 addition vs DistilBERT Japanese docs translation; unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47096", + "accept": false, + "reason": "Unlimited OCR model addition vs Kimi exportability changes; different subsystems." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47096", + "accept": false, + "reason": "Wav2Vec2 SDPA dispatch vs Kimi exporter changes; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46658", + "accept": false, + "reason": "Molmo2 addition vs Step-3.7-Flash conversion/model code; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47096", + "accept": false, + "reason": "Step-3.7-Flash model/conversion work vs Kimi exportability; different changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47092", + "accept": false, + "reason": "Molmo2 model addition vs MiniCPM3 XPU test expectations; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47096", + "accept": false, + "reason": "Molmo2 addition vs Kimi exporter work; different features and code paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Molmo2 addition vs OpenVINO exporter work; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "OpenVINO exporter vs Kimi exporter; same broad area, but different backends and code paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47034", + "accept": false, + "reason": "Molmo2 addition vs Neuron SFT experiment; unrelated." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47096", + "accept": false, + "reason": "Neuron training experiment vs Kimi exporter; different functionality." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47035", + "accept": false, + "reason": "Molmo2 addition vs torch compile backend default for Neuron; unrelated." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47096", + "accept": false, + "reason": "Neuron backend default vs Kimi exporter; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46912", + "accept": false, + "reason": "Molmo2 model addition vs RoPE test improvements; unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47096", + "accept": false, + "reason": "RoPE test/modeling changes vs Kimi exporter; unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47003", + "accept": false, + "reason": "Unlimited OCR model addition vs OpenVINO exporter addition; not the same change." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47034", + "accept": false, + "reason": "OpenVINO exporter work vs Neuron SFT experiment; different features." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 33, + "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": "c62e2c463ac8cf44b7e8c8d583e4d1df8b0b41a24d7d8f8c5e3db0c88d4c3403", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #41224 is the more self-contained and clearly scoped feature addition, with substantial review activity; however, it is not a duplicate of #40755.", + "best_issue_reason": null, + "best_pr_reason": "PR #41224 is the best single representative of the cluster only by virtue of being the more focused and reviewed PR, but the cluster does not contain duplicate PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different products and code paths: TimesFM covariate regression/forecasting vs. DINOv3 image classification. Shared \"model support\" framing is too broad to indicate the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 33, + "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": 33, + "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:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request: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": "c30744ce22e72dc28feec6720a23cf4997df54ec5bf2ad668a29fe18c1b0eca8", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34787, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34787, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous PRs from unrelated areas. I found one true duplicate-style pair around `fixed_cross_entropy` kwargs support; the rest are soft-similarity false positives and should stay separate.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:43254` is the cleanest representative of the only real duplicate pair: it makes `fixed_cross_entropy` accept supported kwargs (`weight`, `label_smoothing`) in the same code path as 43251, with a narrower, more direct change.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:43254` is the best PR to keep as the canonical representative because it is the most focused implementation of the shared `fixed_cross_entropy` fix and can subsume the overlapping intent of 43251.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Both are Transformer-related PRs, but one adds missing Mistral tokenizer methods while the other adds Executorch dynamic-shape export tests; different code paths and not mergeable as one fix." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated changes: tokenizer method additions vs adding a new MobileLLM model implementation." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Both touch auto/processor infrastructure, but 42668 is about robust processor loading and 43823 is a new model addition; different underlying changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "43251 fixes `fixed_cross_entropy` kwargs handling; 43823 adds MobileLLM. No shared code-path bug." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Different domains: loss utility kwargs support vs Mistral4 test/model work." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export dynamic-shape tests are unrelated to Mistral4 fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch dynamic-shape test additions do not match a new-model implementation PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model addition vs config-resolution order fix in `modeling_utils.py`; unrelated changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition is unrelated to Falcon output-interface refactoring." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor and a new model-creation skill are not the same underlying bug/change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output collection refactor vs Mistral4 tests/fixes; different model families and different objectives." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes vs global `layrnorm -> layernorm` renaming in CLIP-like models; not the same concrete fix." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 model/test changes and chat response parsing updates are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests vs adding a TDT loss kernel; different subsystems and no shared bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test/model work is unrelated to class config-resolution ordering in `modeling_utils.py`." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes and the model-creation skill PR are clearly unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model addition vs repository skill/docs automation; not the same change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "These are the same underlying loss-function change: both modify `src/transformers/loss/loss_utils.py` to pass supported `cross_entropy` kwargs (`weight`, `label_smoothing`) for `fixed_cross_entropy`; 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 accepted pair, `pull_request:43251` and `pull_request:43254`, is plausibly the same `fixed_cross_entropy` kwargs bugfix in the same file, so treating 43254 as the cleaner canonical PR is reasonable. The remaining soft-edge rejections are appropriately cautious and do not overstate 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": 33, + "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": "3f3c5beb6d0e649f9a32d76d0fb31519bc040ed71950899b252f46db22b3f584", + "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 items are workflow-maintenance PRs that upgrade GitHub Actions dependencies, but they target different action families and different change sets. The overlap is broad and superficial rather than the same underlying fix.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader representative of the cluster: it updates many workflow files and centers on Node 24 compatibility across multiple actions. PR 42976 is a narrower Docker build-action version bump with a different concrete change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the better cluster anchor because its scope is wider and its title matches the common maintenance theme, while PR 42976 is a separate, narrower upgrade batch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Do not merge: both touch GitHub Actions workflows, but 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility while 42976 upgrades docker/build-push-action and related workflow versions. Same subsystem, different concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 33, + "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": "f99daae3ea1e38e6f2aa2eaa61b6966aa340497b411cf5f3bb9589168ccc84cd", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "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 PRs are separate model additions with overlapping boilerplate in docs/auto-registration, not duplicates of the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for duplicate triage: ViT NEPA, Molmo, CTSM, and Step3p7 are different model families with different code paths.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for dedupe; the PRs are distinct, and the overlap is mostly template-like registration/docs work rather than the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families: ViT NEPA vs Molmo. Shared files are generic registry/docs updates, not the same concrete bug or feature." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated additions (vision model vs time-series model); shared auto/docs edits are boilerplate only." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are different model implementations with different tests and modules; similarity is limited to common registration/documentation files." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "Both are model-addition PRs, but CTSM and Step3p7 target different architectures/code paths; shared auto-mapping/docs changes do not make them duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 33, + "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": "83311981a5053f4945748f537a85b1134107d20cb8db7bbdc9ec0e5c107f131f", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs that only share broad test/fix wording. The only true duplicate pair is the two YOLOS PRs, which fix the same device-mismatch bug in the same file and even share the same tracking issue.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46886 is the clearer canonical PR: it has the specific title, explicit issue target 46869, and the focused YOLOS device_map mismatch fix.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46886 is the best representative of the underlying fix; 46922 is effectively the same patch with a vaguer title.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different models and different code paths: Whisper tokenizer/test changes versus CLIP/ViT test edits." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper test cleanup is unrelated to the FP8 dequant/model-loading changes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Different subsystems: Whisper tokenizer tests versus generation watermarking validation and unrelated model tests." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper test changes are unrelated to the YOLOS device-mismatch fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "CLIP/ViT test edits do not match the Phimoe CI/memory integration-test fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "These target different areas: vision model tests versus FP8 dequant/model loading." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "No same underlying bug: model test edits versus generation config and multiple unrelated tests." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Different models and problems; nothing indicates the same code-path bug." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant/loading changes are unrelated to Phimoe CI integration behavior." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different bug classes: FP8/triton padding and loading info versus watermarking config validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "No overlap beyond being PRs in transformers; FP8 dequant and YOLOS device placement are distinct." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking fix is unrelated to the Phimoe integration test/CI memory patch." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Watermarking validation and YOLOS device placement are different issues and code paths." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "Phimoe CI/device-map test infrastructure is unrelated to YOLOS model execution on device_map=\"auto\"." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Same underlying YOLOS bug: both modify the same model file to fix device placement under device_map=\"auto\" and share issue target 46869." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the non-YOLOS PRs are in clearly different files/subsystems and do not look mergeable into one bugfix PR. The YOLOS pair is the only plausible duplicate/mergeable pair, with the same model file and shared issue target 46869. The soft-edge rejections stay conservative and do not overclaim evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 33, + "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": "d4bf65d50cce875e90752b4cdcade0a45b92bb2246d78a92dc695eca900d50ff", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6347, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6347, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate dummy/test PRs with superficial similarity only; they do not fix the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs touch different areas (package/version setup, CI comment/workflow logic, and a security-gate workflow) and are not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "46747 is the most focused representative PR because it only changes one workflow file, but it is still unrelated to the other two.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different change targets: 43488 edits setup/dependency versioning and a ViT test, while 46747 only switches a security-gate workflow trigger." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "43488 is a setup/versioning and test bot check PR; 43532 is a broader workflow/test-utils diff. Shared test file usage is incidental, not the same underlying fix." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "43532 changes several CI workflows plus testing utilities, whereas 46747 is a single workflow security-gate adjustment. They are not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 33, + "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": "b327638124eaf578a54f432dda9d0e4f36c94ad715c6f60eef3b05d076c23a8c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are similar-shaped but distinct PRs: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They touch different pipeline files, model integrations, and tests, so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features and code paths: concept segmentation vs visual segmentation. Shared docs/pipeline boilerplate is 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": 33, + "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": "d8ad5a789c71078b66bb1718ba6b34b0d7c583142f68e085fa41b1c29314f94b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs modify `src/transformers/trainer.py` and add extension points for custom trainers, but they address different behaviors: gradient-accumulation loss scaling vs. signature-column filtering. They are not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: PR 43651 changes loss scaling in `training_step`, while PR 43663 refactors column filtering via `_get_signature_columns`; they solve different problems.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for duplicate-canonicalization purposes; neither PR is a duplicate of the other, despite both touching `trainer.py`.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Shared file and similar extensibility theme, but the concrete code paths are unrelated: one affects loss normalization during training, the other affects dataloader column filtering from model signatures." + } + ] + }, + "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": 33, + "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": "c9ad4afb8698e07e5e80158bc15b667f46d6e8f4d74bf162bdef4cbb1b7f9696", + "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 in `src/transformers/cli/serve.py` both address the same `TypeAdapter` NameError in the CLI server\u2019s type-annotation path, using slightly different annotation-import strategies.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the more targeted fix: it directly handles `TypeAdapter` being unavailable at runtime when pydantic is absent, with a minimal change scoped to the failing annotation.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the best representative because it is narrowly scoped to the concrete failure mode and is less intrusive than the broader annotation cleanup in #43656.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Both PRs target the same underlying `TypeAdapter` NameError in `cli/serve.py` and could plausibly be combined into one fix; they differ mainly in implementation style, not bug class." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs touch `src/transformers/cli/serve.py`, both are titled as fixes for the `TypeAdapter` NameError, and the diffs show two different ways of avoiding runtime annotation evaluation (`__future__ annotations`/broader annotation cleanup vs `TYPE_CHECKING` import plus quoted annotation). The soft-edge mergeability claim is plausible and not overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 33, + "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": 33, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44071", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44722", + "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:44071|pull_request:44085", + "pull_request:44068|pull_request:44086", + "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:44073", + "pull_request:44017|pull_request:44722", + "pull_request:43997|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44161", + "pull_request:44073|pull_request:44101", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44066", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request: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", + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074" + ], + "prepared_review_unit_hash": "172073d79905e0d6a3bd8af3ab9dd1794ad96f26f79bfa72b8c119b306ee55da", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84108, + "estimated_input_tokens": 21027, + "estimated_eval_tokens": 42310 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76931, + "estimated_input_tokens": 19233, + "estimated_eval_tokens": 38722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a broad theme of standardized output-tracing refactors across many unrelated model families. The only strong duplicate pairs are within the same model code path, especially GPT-Neo and GPT-J; most other pairs share only the general refactor theme and should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best representative of the GPT-J/CodeGen output-tracing refactor: it has the explicit tracking issue, touches the concrete GPT-J path, and is the clearest, most complete version of that change in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest single PR to anchor this cluster because it most clearly captures the standardized output-tracing migration for the GPT-J family and subsumes the narrower GPT-J-only variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and different code paths; same output-tracing theme, but not the same underlying change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "CVT/FNet versus DeBERTa v2 are unrelated implementations; only the refactor style overlaps." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both target the GPT-J output-tracing refactor in the same concrete model path, so they look like alternate versions of the same change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet and EfficientNet are different model implementations; this is a shared migration pattern, not a duplicate fix." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths despite similar decorator migration wording." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen versus EfficientNet; same standardized-output theme but not the same bug/change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa v2 are separate model families with separate refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen versus MGP-STR are different implementations and not mergeable as one PR." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same file/code path; this looks like the same underlying change in two PR variants." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen versus MPT are unrelated model paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different model families; same pattern, different concrete change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen are distinct model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated paths; only the output-tracing refactor theme is shared." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different model code paths, so these are not duplicates." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are unrelated model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are separate concrete changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet versus MPT; same refactor style, different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different concrete refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert are unrelated changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are different implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are not the same underlying bug/change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated concrete paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model families; shared refactor theme only." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 versus GPT-J/CodeGen are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated concrete changes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBERT and LongT5 are different model implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT and Flaubert/XLM are unrelated code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are unrelated model paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are different concrete refactors." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are separate model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are different concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated model families." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different model paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are not the same underlying fix." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated code paths." + }, + { + "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 changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBERT are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are unrelated model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT and GPT-Neo are different concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated model paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and Segformer are different model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44056", + "accept": false, + "reason": "CVT/FNet and MPNet are unrelated code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa v2 are different models." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa v2 and TextNet are unrelated concrete changes." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model families and different code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBERT and TextNet are unrelated model implementations." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the accepted soft-edge pairs are conservative: they stay within the same concrete GPT-Neo/GPT-J code paths. The rejected pairs mostly involve different model families with only shared refactor style, which is a cautious reading. The chosen canonical PR, 44722, is also well supported by the packet because it covers the GPT-J/CodeGen path and carries the explicit tracking issue." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 33, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request: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": "0f3909039cdf0aa71ae8ce344f58a78021a480b6bd03c2d27132fccc5afcc86b", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84108, + "estimated_input_tokens": 21027, + "estimated_eval_tokens": 42310 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 4, + "serialized_chars": 12755, + "estimated_input_tokens": 3189, + "estimated_eval_tokens": 6634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are all model-specific PRs for migrating output tracing/capture to a standardized helper, but they touch different architectures and code paths, so they are related theme-wise rather than true duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the strongest representative: it has an explicit issue target, a substantial refactor in SpeechT5, and the most direct evidence of the standardized output-capture migration pattern.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the best single PR to anchor the cluster because it is explicit about the change goal, has the clearest issue linkage, and reflects the core output-tracing refactor better than the smaller model-specific variants.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both are output-tracing refactors, but MPNet and VisualBert are different models with different internal layers and output-capture wiring; not the same concrete bug/change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These target separate model implementations (MPNet vs TextNet) and adjust different forward paths; they are similar migration work, not one mergeable duplicate PR." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated code paths and the diffs show different refactor styles; same broad migration theme, but not the same underlying change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 both use standardized output helpers, but they modify different model internals and one is a larger layer-specific refactor; not a duplicate 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": 33, + "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": "fa4ab16a21372481da0ffd024d0bec750e84c228620898c011ab087beddf2764", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40183, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40183, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs all belong to the same broad refactor theme\u2014adopting can_return_tuple / output-capturing plumbing\u2014but they target different model implementations and code paths, so they are not duplicates of one another.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the best cluster representative: it is the broadest model-family refactor in the set, adds the new output-capturing plumbing, and is more substantial than the many single-model variants.", + "best_issue_reason": null, + "best_pr_reason": "44003 is the most suitable anchor for the cluster because it captures the core change pattern while spanning multiple closely related files; the rest are narrower, model-specific follow-ups rather than the same concrete change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and files (timm_backbone vs upernet); same refactor theme, but not the same concrete code change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different architectures and code paths; similar output-tracing cleanup only at a high level." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Unrelated model implementations; too broad to treat as one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families; one is timm_backbone, the other mamba/falcon_mamba." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Timm backbone and RWKV are distinct code paths; not mergeable as a duplicate fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated models despite both touching output tracing." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model files and APIs; only the refactor pattern is shared." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 and Depth Anything are separate model implementations, so this is not the same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families; same general output-tracing refactor, but not one concrete bug or fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 vs Speech Encoder-Decoder are distinct code paths; reject as duplicate." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated models; too broad to merge." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model architectures and files; shared refactor theme only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Vision-text dual encoder and Mamba/Falcon-Mamba are different code paths and not the same underlying fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and implementations; do not collapse into one PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated; this is only a superficial similarity." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and forward paths; not a duplicate." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet vs Depth Anything are separate changes, even though both refactor output handling." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are distinct models; same broad theme is insufficient." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems and code paths; not the same concrete change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba/Falcon-Mamba versus SuperPoint are unrelated model implementations." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba/Falcon-Mamba and CodeGen are different model families and fix different forward methods." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated code paths; only the refactor style matches." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are separate models with no shared concrete bug." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are unrelated implementations; reject." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and Vision Encoder-Decoder are different models; same tracing refactor only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Depth Anything and Speech Encoder-Decoder are unrelated code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything and SuperPoint are different model implementations; not a duplicate change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families; do not merge as one PR." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything and DPR are separate forward-path changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Vision Encoder-Decoder and RWKV are unrelated models; only the output-tracing refactor theme is shared." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Vision Encoder-Decoder and Speech Encoder-Decoder are distinct wrappers; too broad to treat as one fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model code paths with no shared concrete bug." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Vision Encoder-Decoder and DPR are separate model implementations; reject." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech Encoder-Decoder and SuperPoint are unrelated model families." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and files; only the high-level refactor matches." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Speech Encoder-Decoder and DPR are distinct code paths; 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the other PR is a separate model addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different underlying changes: PenguinVL implementation versus Voxtral TTS support. 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They target different layers of the feature stack and should stay separate.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44979 is the more foundational change: it defines the core module-fusion API, whereas #45363 builds on top of that with a specific kernel-config integration and example usage.", + "best_issue_reason": null, + "best_pr_reason": "#44979 is the better representative for the cluster because it captures the underlying capability being introduced, while #45363 is an application/integration of that capability rather than the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "They share the broad fusion theme, but not the same concrete code-path problem. #44979 adds the core `Module Fusion API`; #45363 adds `KernelConfig`-driven n-to-1 kernel fusion and an example. The latter depends on the former and 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": 17, + "component_count": 33, + "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": "4e87087c2fde21ebf22a9600c0600929e43a8520ca4e61066782c5fc89fee8c6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same Mistral regex AttributeError by switching `_patch_mistral_regex` to use `tokenizer.pre_tokenizer`; the second PR is the more complete version because it also adds test coverage.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same code fix as 45086 and adds tests, making it the more complete representative of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best single PR candidate: same underlying bug fix as 45086, plus validation via tests, so it is the most complete mergeable patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same concrete fix in the same function and file: both replace `backend_tokenizer.pre_tokenizer` with `tokenizer.pre_tokenizer` to avoid the AttributeError; 45317 just adds tests and is a fuller version of the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 33, + "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": "5e5398144e105e754d0ef5045b4393b5c5bcc26d2ef90059c26ac33971e9a563", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs in the same NemotronH area, but they target different changes: one is a narrow inheritance/conversion refactor, the other introduces the dense/sparse NemotronH split with docs and tests. They are related, not duplicates.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better canonical PR: it is the broader, more complete implementation affecting the model split, auto-mapping, docs, and tests, while #45115 is a narrower refactor focused on inheritance and conversion mapping.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the best representative of the cluster because it covers the main user-facing NemotronH change set and is more likely to subsume adjacent follow-up work; #45115 looks like a supporting internal refactor rather than the primary change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related NemotronH work, but not the same underlying bug/change: #45115 refactors NemotronH to inherit GraniteMoeHybrid and adds checkpoint conversion mappings, while #45569 splits NemotronH into dense/sparse variants and updates docs/tests. They 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": 19, + "component_count": 33, + "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": "3fc97dbff9b143fe7226fdf6d7f04d8b2d1a5324811a698c712573c2ccecf981", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related but not duplicate PRs: #45332 implements broad heterogeneous model support, while #45333 is a narrower per-layer configuration subset. 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They overlap on some shared typing infrastructure, but not the same concrete bug/change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45425 is the better representative of the cluster because it is more self-contained and centered on shared typing abstractions in core files, whereas #45415 is a wide, multi-module type-checking sweep.", + "best_issue_reason": null, + "best_pr_reason": "#45425 is the clearest standalone PR in the set; it targets a specific typing compatibility problem and has a tighter, more coherent change set than the broad type-checking pass in #45415.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "They are both typing-related, but #45415 is a broad enablement pass across many modules and #45425 is a targeted fix to typing helpers/core utilities. Shared files alone do not indicate the same underlying change or a PR that could realistically be merged as one." + } + ] + }, + "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": 33, + "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": "8e1a6b1f5f3b73ce030c7d7dad8523272f483bf08776ac23d0afdb52418005f8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4506, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4506, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are PRs about expert-parallel loading, but they target different failure modes and code paths: one fixes config serialization/`has_ep` for accelerate+DeepSpeed ZeRO-3 loading, the other fixes experts being overwritten during FSDP2 loading. They are related in subsystem but not the same underlying bug or mergeable change set.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: the two PRs address different EP-loading bugs, with only superficial overlap in `modeling_utils.py` and the broad expert-parallel theme.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the stronger standalone candidate because it fixes a concrete, narrowly described overwrite bug with a multi-file implementation tied to a specific loading path; PR 45548 is a separate accelerate/ZeRO-3 serialization fix.", + "soft_edge_verdicts": [ + { + "left": "Fix EP + DeepSpeed ZeRO-3 loading via accelerate launch", + "right": "Fix EP + FSDP2: experts silently overwritten by rank-0 broadcast", + "accept": false, + "reason": "Different underlying bugs and loading paths: ZeRO-3/accelerate config handling vs FSDP2 rank-0 broadcast overwriting experts. Shared EP context and `modeling_utils.py` are not enough to merge." + } + ] + }, + "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": 33, + "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": "d21fc01a6ebdb718bb85b7a7cadc804dda560a350478873c495e73c3b1aed15b", + "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 address the same xdist/captured_info logging collision around patched testing debug artifacts; 45645 appears to be the broader, more complete version that also updates CI log collection.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "Choose PR 45645 as canonical because it covers the xdist-safe captured_info write path plus the CI workflow change needed to read multiple per-worker artifacts, making it the more complete representative of the fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best cluster representative: it directly fixes the underlying artifact collision and also preserves debug log visibility in CI, whereas 45639 is a narrower subset of the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs target the same concrete bug: xdist collisions for captured_info debug artifacts. 45645 includes the same xdist-safe write behavior and adds the matching CI-side file handling, so they are effectively the same change set at different breadths." + } + ] + }, + "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": 33, + "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": 24, + "component_count": 33, + "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": "9de54f14e1f2ecf8b908055980224dcd0c17fc3f7d2a67a796766353aefc656c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated open PRs that only overlap superficially around tests/model files. PR #45932 is a CI/grafana-oriented patch with model/config tweaks, while PR #46100 is a separate test migration adding kernel and ViT test files. They should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical duplicate PR here: #45932 and #46100 address different changes and different code paths, so neither can stand in for the other.", + "best_issue_reason": null, + "best_pr_reason": "#46100 is the more coherent standalone PR, but it is still distinct from #45932 and not a duplicate candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Reject: the overlap is only broad test/model activity. #45932 includes CI secret wiring and model/config edits, while #46100 adds kernel/DDP and ViT test migration files; they do not fix the same concrete bug or implement the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 33, + "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": "5758ba721b58e181d2b8b583490b1330fe7f97e31cea8b2e45536a985be8cefb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs overlap on a few distributed files, but they are not the same concrete change. #46126 is a focused EP + Trainer integration PR, while #46269 is a much broader distributed branch-base PR that bundles FSDP, CI, generation, and multiple unrelated model/integration updates.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46126 is the better canonical representative for the specific EP/Trainer feature work because it is narrowly scoped to that code path; #46269 is a broad umbrella branch containing many unrelated distributed changes.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the strongest standalone PR in this cluster: it targets one coherent feature and has a clearer mergeable change set than the wide-ranging branch-base PR #46269.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared filenames alone are not enough here. #46269 touches many other subsystems (FSDP, CI, generation, integrations, model loading), so it does not look like the same underlying bug/change as the focused EP + Trainer integration in #46126." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 33, + "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": "b3b4a447779d40802fb941607af29346f0ccdc1d3c4aff566737dc21c9cefb2d", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26677, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26677, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated CI/workflow maintenance PRs. The only tight mini-cluster is the pr-ci-security-gate file, but those PRs are separate hardening follow-ups, not one duplicate fix.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the most substantive representative: it makes the first major pr-ci-security-gate hardening change by adding a checkout step and explicit workflow/CI-file diff checks.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the best overall exemplar of the cluster because it is the clearest concrete security/workflow change; the rest are smaller or unrelated workflow tweaks.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Self-comment CI stdin handling fix vs pr-ci-security-gate security checks; different workflow and different problem." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Self-comment CI stdin handling fix vs pr-ci-security-gate permissions/approval gating; unrelated changes." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Self-comment CI stdin handling fix vs pr-ci-security-gate reusable-workflow note; unrelated change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Self-comment CI stdin handling fix vs pr-ci-security-gate secrets tightening; unrelated change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Self-comment CI message piping fix vs build-ci-docker message quoting; different workflow and code path." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening vs benchmark workflow_dispatch enablement; unrelated CI jobs." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "SSH runner hardening vs anti-slop permissions move; different workflow and issue." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner hardening vs assign-reviewers checkout ref change; unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "SSH runner hardening vs pr-ci-security-gate security checks; different workflow and fix." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "SSH runner hardening vs pr-ci-security-gate permissions/approval gating; unrelated changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Anti-slop permissions change vs benchmark workflow_dispatch support; different workflows." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Anti-slop permissions change vs assign-reviewers checkout ref; unrelated workflow updates." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Anti-slop permissions change vs build-ci-docker message quoting; unrelated fixes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Anti-slop permissions move vs pr-ci-security-gate security checks; different workflow and problem." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers checkout ref vs benchmark workflow_dispatch support; unrelated changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Assign-reviewers checkout ref vs build-ci-docker message quoting; unrelated workflow fixes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Assign-reviewers checkout ref vs pr-ci-security-gate hardening; different workflow and code path." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark workflow_dispatch support vs build-ci-docker quoting fix; unrelated workflows." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Benchmark workflow_dispatch support vs pr-ci-security-gate hardening; unrelated changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Build-ci-docker quoting fix vs pr-ci-security-gate workflow security checks; different fixes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Build-ci-docker quoting fix vs pr-ci-security-gate approval/permissions gating; unrelated changes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but one adds checkout/diff-based security checks while the other changes permissions and approval gating; not the same underlying fix." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but separate pr-ci-security-gate hardening steps; not one duplicate change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow file, but checkout/diff checks vs secrets tightening are separate changes." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Permissions/approval gating vs reusable-workflow note; different pr-ci-security-gate edits." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Permissions/approval gating vs secrets tightening; different security changes." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Reusable-workflow note vs secrets:{} change; related theme but not the same concrete fix." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Build-ci-docker quoting fix vs pr-ci-security-gate reusable-workflow note; unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner hardening vs pr-ci-security-gate reusable-workflow note; unrelated workflows." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Build-ci-docker quoting fix vs pr-ci-security-gate secrets tightening; unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "SSH runner hardening vs pr-ci-security-gate secrets tightening; unrelated workflows." + } + ] + }, + "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": 33, + "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": 28, + "component_count": 33, + "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": "22e745d1e52957deab97a11debbd3651cbe6aaba1b7b4805db8cca63704426d9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4280, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4280, + "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 and different attacker-controlled inputs: one validates shard filenames from a checkpoint index, the other validates `transformers_weights` from config resolution. They are related security themes, not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46890 is the better representative only because it targets the clearer, higher-level config field validation; PR 46281 is a separate shard-index traversal fix in a different loader path.", + "best_issue_reason": null, + "best_pr_reason": "PR 46890 is the strongest standalone item in this cluster: its title and diff clearly describe a concrete validation fix, while PR 46281 addresses a different underlying source of paths and should not be merged with it as a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46281", + "right": "pull_request:46890", + "accept": false, + "reason": "Both are path-traversal mitigations, but they protect different inputs in different functions (`weight_map` shard filenames vs `transformers_weights` config field). They do not look like the same underlying bug and would not plausibly be one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 33, + "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": "466f8306ed1ae5986b927f6bfff98d6c486be10a0463bf260b6854e3e352d3b7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate tokenizer-related PRs, but they fix different bugs: CodeLlama decode stripping in one file vs. DeepSeek checkpoint-to-tokenizer-class selection in AutoTokenizer.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #46574 is the more self-contained concrete bug fix, but it is not a duplicate of #46580; the cluster does not have a single canonical PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying problems and code paths: #46574 fixes CodeLlama decoder behavior on decode, while #46580 changes AutoTokenizer mapping for DeepSeek checkpoints. They are not plausibly one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 33, + "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-46781-3", + "nodes": [ + "pull_request:46781", + "pull_request:46993", + "pull_request:46994" + ], + "soft_pairs": [ + "pull_request:46781|pull_request:46993", + "pull_request:46993|pull_request:46994" + ], + "prepared_review_unit_hash": "3b4303af82d0ad3d440535d2a12a98e32dee00c0be9951b089135473efd75f5c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6603, + "estimated_input_tokens": 1651, + "estimated_eval_tokens": 3558 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6603, + "estimated_input_tokens": 1651, + "estimated_eval_tokens": 3558 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated open PRs: one validates QuantizedCache layer types, one fixes prompt lookup decoding length capping, and one tightens generation argument validation for empty token lists. No duplicate cluster is apparent.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good canonical target; the three changes address different code paths and different bugs, so they should remain separate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46781", + "right": "pull_request:46993", + "accept": false, + "reason": "Different features and failure modes: cache-layer validation vs prompt lookup decoding length handling. No shared code-path bug." + }, + { + "left": "pull_request:46993", + "right": "pull_request:46994", + "accept": false, + "reason": "Both are generation-related, but they fix separate issues: max_length budgeting in candidate generation vs validation of empty lists in logits processors." + } + ] + }, + "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": 33, + "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-47016-3", + "nodes": [ + "pull_request:47016", + "pull_request:47048", + "pull_request:47066" + ], + "soft_pairs": [ + "pull_request:47016|pull_request:47048", + "pull_request:47016|pull_request:47066", + "pull_request:47048|pull_request:47066" + ], + "prepared_review_unit_hash": "164c7fddbcaaec4a8483c96806486bb69cb0bbefef69916befccd4b0dda63c48", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7337, + "estimated_input_tokens": 1835, + "estimated_eval_tokens": 3926 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7337, + "estimated_input_tokens": 1835, + "estimated_eval_tokens": 3926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs all address the same Hungarian-matcher crash mode from non-finite cost matrices, but on different DETR-family code paths. PR 47048 is the broadest representative; 47048 and 47066 are close enough to treat as duplicates of the same fix pattern, while 47016 is RT-DETR-specific and distinct.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "47048 is the broadest representative: it patches the shared object-detection matcher path plus DETR/Grounding DINO tests, directly addressing the non-finite cost crash with the same guard pattern.", + "best_issue_reason": null, + "best_pr_reason": "Best stand-alone fix because it targets the core failure mode (NaN/Inf cost matrices causing linear_sum_assignment to fail) in a shared matcher path and includes regression coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47016", + "right": "pull_request:47048", + "accept": false, + "reason": "Same failure symptom, but different concrete matcher implementations (RT-DETR vs DETR/Grounding DINO). This is model-specific, not the same code path." + }, + { + "left": "pull_request:47016", + "right": "pull_request:47066", + "accept": false, + "reason": "Both fix Hungarian matching overflow, but on separate model families and separate loss implementations. Too path-specific to merge as duplicates." + }, + { + "left": "pull_request:47048", + "right": "pull_request:47066", + "accept": true, + "reason": "Both apply the same nan_to_num guard before Hungarian assignment to prevent infeasible cost matrices, and they could plausibly be merged into one PR covering all affected matcher implementations." + } + ] + }, + "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": 33, + "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-47026-2", + "nodes": [ + "pull_request:47026", + "pull_request:47046" + ], + "soft_pairs": [ + "pull_request:47026|pull_request:47046" + ], + "prepared_review_unit_hash": "4deb20943d69e3ac97048f9e7d195ab54702a1c9676f60497360487719c91796", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4442, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4442, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xLSTM train-mode failure in `modeling_xlstm.py` around `return_last_states=False` in padding-aware training; the later PR appears to subsume the narrower fix and adds the related cache handling/tests.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47046 is the better canonical PR because it targets the same xLSTM train-mode crash but appears more complete, covering the broader `return_last_states=False` / `use_cache` failure path and adding tests.", + "best_issue_reason": null, + "best_pr_reason": "PR #47046 is the strongest representative of the cluster: same file, same issue target, same train-mode crash class, with the broader and more polished fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47026", + "right": "pull_request:47046", + "accept": true, + "reason": "Both PRs fix the same concrete xLSTM forward-path crash in training mode when `return_last_states=False` (same file and issue target). The later PR looks like an expanded version of the same fix, so they are suitable to cluster as duplicates/overlaps." + } + ] + }, + "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": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47032-6", + "nodes": [ + "pull_request:47032", + "pull_request:47045", + "pull_request:47051", + "pull_request:47060", + "pull_request:47074", + "pull_request:47076" + ], + "soft_pairs": [ + "pull_request:47032|pull_request:47051", + "pull_request:47032|pull_request:47045", + "pull_request:47045|pull_request:47076", + "pull_request:47045|pull_request:47074", + "pull_request:47051|pull_request:47074", + "pull_request:47051|pull_request:47060", + "pull_request:47060|pull_request:47074", + "pull_request:47060|pull_request:47076", + "pull_request:47074|pull_request:47076" + ], + "prepared_review_unit_hash": "7d6d4aaf265bbb1837b82869496e24baa99d2c5ed6b9e25737ec38e87d4834f8", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 9, + "serialized_chars": 15763, + "estimated_input_tokens": 3941, + "estimated_eval_tokens": 8138 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 9, + "serialized_chars": 15763, + "estimated_input_tokens": 3941, + "estimated_eval_tokens": 8138 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all thematically related multimodal pipeline/processor fixes, but they target different concrete bugs and code paths. There is no true duplicate PR cluster here; the overlap is mostly around shared subsystems like AnyToAnyPipeline and model processors.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47051 is the broadest representative of the shared multimodal pipeline layer: it changes AnyToAnyPipeline and image_text_to_text parameter routing, so it best captures the cluster\u2019s common theme without being tied to a single model-specific fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 47051 is the best single PR to represent the cluster because it sits in the central pipeline code path and overlaps with the other pipeline-focused change areas more than the model-specific processor fixes do.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47032", + "right": "pull_request:47051", + "accept": false, + "reason": "Both touch image_text_to_text.py, but one fixes stop_sequence handling while the other forwards generation kwargs. Related area, different bug and different fix." + }, + { + "left": "pull_request:47032", + "right": "pull_request:47045", + "accept": false, + "reason": "Image-text-to-text stop sequence logic and Voxtral audio-format validation are unrelated model/pipeline bugs." + }, + { + "left": "pull_request:47045", + "right": "pull_request:47076", + "accept": false, + "reason": "Voxtral audio encoding/format handling and Gemma4 placeholder validation are distinct processor behaviors in different model families." + }, + { + "left": "pull_request:47045", + "right": "pull_request:47074", + "accept": false, + "reason": "These affect different paths: Voxtral audio array encoding versus AnyToAnyPipeline multimodal key normalization." + }, + { + "left": "pull_request:47051", + "right": "pull_request:47074", + "accept": false, + "reason": "Both are in AnyToAnyPipeline, but one routes generation kwargs and the other normalizes input keys; not the same concrete change." + }, + { + "left": "pull_request:47051", + "right": "pull_request:47060", + "accept": false, + "reason": "Multimodal pipeline kwarg forwarding and Qwen Omni batched post-processing are separate issues in different components." + }, + { + "left": "pull_request:47060", + "right": "pull_request:47074", + "accept": false, + "reason": "Qwen Omni batched decode handling and AnyToAnyPipeline input normalization do not address the same underlying bug." + }, + { + "left": "pull_request:47060", + "right": "pull_request:47076", + "accept": false, + "reason": "Different model processors and different failure modes: Qwen output decoding versus Gemma4 input placeholder validation." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "AnyToAnyPipeline key normalization and Gemma4 processor validation are unrelated fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260706T120021Z/analysis-runs/hybrid-model-20260706t120021z/manifest.json b/snapshots/20260706T120021Z/analysis-runs/hybrid-model-20260706t120021z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..aaf487764aa9d38d0ec449fbca4f10e57253b965 --- /dev/null +++ b/snapshots/20260706T120021Z/analysis-runs/hybrid-model-20260706t120021z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260706t120021z", + "artifacts": { + "hybrid": "snapshots/20260706T120021Z/analysis-runs/hybrid-model-20260706t120021z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260706T120021Z/analysis-runs/hybrid-model-20260706t120021z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-06T12:14:27Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260706T120021Z", + "variant": "hybrid" +} diff --git a/snapshots/20260706T120021Z/manifest.json b/snapshots/20260706T120021Z/manifest.json index 9298a6df25232f40e3b7102fd21259e435b4c164..03f39d88be211443512875da4772cbcb50bcbae7 100644 --- a/snapshots/20260706T120021Z/manifest.json +++ b/snapshots/20260706T120021Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 985 }, "extracted_at": "2026-07-06T12:00:21Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260706t120021z", + "runs": { + "hybrid-model-20260706t120021z": { + "analysis_id": "hybrid-model-20260706t120021z", + "artifacts": { + "hybrid": "snapshots/20260706T120021Z/analysis-runs/hybrid-model-20260706t120021z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260706T120021Z/analysis-runs/hybrid-model-20260706t120021z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260706T120021Z/analysis-runs/hybrid-model-20260706t120021z/manifest.json", + "model": null, + "published_at": "2026-07-06T12:14:27Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260706T120021Z", "watermark": {