diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 88f73deb902e568149cf4f668650548bddd5d08e..bbcd44df7915deb953cfc523aa27ddc2a279642b 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260420T180040Z", - "generated_at": "2026-04-20T18:14:35Z", + "snapshot_id": "20260421T000044Z", + "generated_at": "2026-04-21T00:08:11Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1150,36 +1150,200 @@ ] }, { - "cluster_id": "cluster-44514-5", - "summary": "Cluster of 3 issues and 2 PRs centered on issue #44521.", + "cluster_id": "cluster-43656-4", + "summary": "Cluster of 1 issues and 3 PRs centered on issue #43824.", "status": "open", - "confidence": 0.6, - "canonical_issue_number": 44521, - "canonical_pr_number": 44535, + "confidence": 0.8, + "canonical_issue_number": 43824, + "canonical_pr_number": 43656, "issue_numbers": [ - 44514, - 44521, - 44545 + 43824 ], "pr_numbers": [ - 44535, - 44543 + 43656, + 43836, + 43842 ], "evidence_types": [ "closing_reference", + "shared_issue_target", "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 44535, - "right_pr_number": 44543, - "code_similarity": 0.121, - "size_similarity": 0.477, - "file_overlap": 0.0, + "left_pr_number": 43656, + "right_pr_number": 43836, + "code_similarity": 0.36, + "size_similarity": 0.176, + "file_overlap": 1.0, + "area_overlap": 0.051, + "patch_similarity": 0.048, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 30, + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 + ] + ], + "right_ranges": [ + [ + 11, + 18 + ], + [ + 359, + 429 + ], + [ + 584, + 590 + ], + [ + 1892, + 1910 + ], + [ + 1917, + 1923 + ] + ] + } + ] + }, + { + "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": 0.169, - "shared_filenames": [], - "shared_file_areas": [] + "patch_similarity": 0.036, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 30, + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] + }, + { + "left_pr_number": 43836, + "right_pr_number": 43842, + "code_similarity": 0.332, + "size_similarity": 0.088, + "file_overlap": 1.0, + "area_overlap": 0.033, + "patch_similarity": 0.017, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 359, + 429 + ], + [ + 584, + 590 + ], + [ + 1892, + 1910 + ], + [ + 1917, + 1923 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] } ] }, @@ -1447,76 +1611,6 @@ } ] }, - { - "cluster_id": "cluster-43824-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #43824.", - "status": "open", - "confidence": 0.75, - "canonical_issue_number": 43824, - "canonical_pr_number": 43836, - "issue_numbers": [ - 43824 - ], - "pr_numbers": [ - 43836, - 43842 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target" - ], - "pr_comparisons": [ - { - "left_pr_number": 43836, - "right_pr_number": 43842, - "code_similarity": 0.332, - "size_similarity": 0.088, - "file_overlap": 1.0, - "area_overlap": 0.033, - "patch_similarity": 0.017, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 359, - 429 - ], - [ - 584, - 590 - ], - [ - 1892, - 1910 - ], - [ - 1917, - 1923 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-45081-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", @@ -1633,294 +1727,9 @@ ] } ] - }, - { - "cluster_id": "cluster-44018-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 44068, - "issue_numbers": [], - "pr_numbers": [ - 44018, - 44068 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 44018, - "right_pr_number": 44068, - "code_similarity": 0.766, - "size_similarity": 0.939, - "file_overlap": 1.0, - "area_overlap": 0.425, - "patch_similarity": 0.866, - "shared_filenames": [ - "src/transformers/models/gpt_neo/modeling_gpt_neo.py", - "tests/models/gpt_neo/test_modeling_gpt_neo.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", - "left_ranges": [ - [ - 26, - 46 - ], - [ - 138, - 143 - ], - [ - 182, - 187 - ], - [ - 283, - 295 - ], - [ - 327, - 341 - ], - [ - 348, - 354 - ], - [ - 360, - 369 - ], - [ - 399, - 406 - ], - [ - 411, - 419 - ], - [ - 428, - 433 - ], - [ - 472, - 492 - ], - [ - 507, - 513 - ], - [ - 519, - 528 - ], - [ - 541, - 559 - ], - [ - 562, - 567 - ], - [ - 595, - 601 - ], - [ - 607, - 614 - ], - [ - 627, - 643 - ], - [ - 685, - 690 - ], - [ - 708, - 714 - ], - [ - 720, - 727 - ], - [ - 740, - 757 - ], - [ - 761, - 766 - ], - [ - 780, - 786 - ], - [ - 791, - 798 - ], - [ - 807, - 822 - ], - [ - 840, - 845 - ] - ], - "right_ranges": [ - [ - 26, - 31 - ], - [ - 34, - 44 - ], - [ - 136, - 141 - ], - [ - 180, - 185 - ], - [ - 281, - 293 - ], - [ - 325, - 339 - ], - [ - 346, - 352 - ], - [ - 358, - 367 - ], - [ - 397, - 404 - ], - [ - 409, - 417 - ], - [ - 426, - 434 - ], - [ - 463, - 483 - ], - [ - 498, - 504 - ], - [ - 510, - 519 - ], - [ - 532, - 550 - ], - [ - 553, - 564 - ], - [ - 586, - 592 - ], - [ - 598, - 605 - ], - [ - 618, - 634 - ], - [ - 676, - 688 - ], - [ - 699, - 705 - ], - [ - 711, - 718 - ], - [ - 731, - 748 - ], - [ - 752, - 762 - ], - [ - 771, - 777 - ], - [ - 782, - 789 - ], - [ - 798, - 813 - ], - [ - 831, - 836 - ] - ] - }, - { - "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", - "left_ranges": [ - [ - 458, - 464 - ] - ], - "right_ranges": [ - [ - 458, - 464 - ] - ] - } - ] - } - ] - } - ], - "duplicate_issues": [ - { - "cluster_id": "cluster-44514-5", - "canonical_issue_number": 44521, - "duplicate_issue_numbers": [ - 44514, - 44545 - ], - "reason": "Issues in cluster-44514-5 are treated as duplicates because they share closing_reference, soft_similarity evidence." } ], + "duplicate_issues": [], "duplicate_prs": [ { "cluster_id": "cluster-41211-3", @@ -1950,6 +1759,16 @@ "target_issue_number": 43366, "reason": "PRs in cluster-43366-4 are treated as duplicates because they converge on issue #43366 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-43656-4", + "canonical_pr_number": 43656, + "duplicate_pr_numbers": [ + 43836, + 43842 + ], + "target_issue_number": 43824, + "reason": "PRs in cluster-43656-4 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target, soft_similarity evidence." + }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -1959,15 +1778,6 @@ "target_issue_number": 43698, "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." }, - { - "cluster_id": "cluster-43824-3", - "canonical_pr_number": 43836, - "duplicate_pr_numbers": [ - 43842 - ], - "target_issue_number": 43824, - "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target evidence." - }, { "cluster_id": "cluster-43979-11", "canonical_pr_number": 44007, @@ -1985,24 +1795,6 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-44018-2", - "canonical_pr_number": 44068, - "duplicate_pr_numbers": [ - 44018 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-44514-5", - "canonical_pr_number": 44535, - "duplicate_pr_numbers": [ - 44543 - ], - "target_issue_number": 44521, - "reason": "PRs in cluster-44514-5 are treated as duplicates because they converge on issue #44521 with closing_reference, soft_similarity evidence." - }, { "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, @@ -2014,10 +1806,10 @@ } ], "best_issue": { - "cluster_id": "cluster-44514-5", - "issue_number": 44521, - "reason": "Issue #44521 is the strongest global issue candidate because it is open, belongs to a cluster with 5 artifacts, and carries 8 discussion comments plus 5 inbound references.", - "score": 171.0 + "cluster_id": "cluster-43366-4", + "issue_number": 43366, + "reason": "Issue #43366 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 5 discussion comments plus 7 inbound references.", + "score": 157.0 }, "best_pr": { "cluster_id": "cluster-43979-11", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 190acdb27d94e7152632746241b4a92944d694a3..b0264003c79ab2983fd57333aacede405ad1fd92 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": "20260420T180040Z", - "generated_at": "2026-04-20T18:14:35Z", + "snapshot_id": "20260421T000044Z", + "generated_at": "2026-04-21T00:08:11Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -26,7 +26,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "98df1802115efb1a69b7d7bdc06a79effc3bec4a2484ef1b0714822889240aaa", + "prepared_review_unit_hash": "d07ee95248d2dbb1121c608dd30143d436aa68c59745ceff065f04f499399ea2", "component_budget": { "node_count": 3, "item_count": 3, @@ -48,24 +48,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues do not look like one duplicate set. #13244 is about TAPAS tokenization mismatching TensorFlow, while #15980 and #16618 are both model-loading/download failures but appear to describe different failure modes: private-model authentication versus a generic \"can't load bert-base-uncased\" error.", - "confidence": 0.78, - "canonical_issue_reason": "#16618 is the broadest model-loading issue in the set and the most plausible umbrella candidate; #15980 is narrower and specifically about private-model login/auth messaging, and #13244 is unrelated.", + "summary": "Only one pair shows possible topical overlap: the generic model-loading failure (#16618) and the private-model auth/error-message issue (#15980). But the titles point to different concrete problems, so I would not merge them as duplicates. #13244 is unrelated.", + "confidence": 0.72, + "canonical_issue_reason": "#16618 is the broadest, most central report in the set: it describes a model-loading failure with a general user-facing symptom, whereas #15980 is a narrower auth/error-message case.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best single issue to represent the cluster because it is the most generic model-load failure title, but it still does not clearly subsume the other two issues.", + "best_issue_reason": "#16618 is the best representative issue for this cluster because it captures the general inability to load a model. #15980 is more specific and likely a distinct root cause; #13244 is unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different problem domains: TAPAS tokenization vs. bert model loading. No indication they share the same underlying bug." + "reason": "The Tapas tokenization mismatch is a different subsystem and problem type than a model-loading failure; no shared underlying bug is evident." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both concern model download/load failures, but one is explicitly about private-model auth and bad messaging while the other is a generic bert-base-uncased load failure; not enough evidence they are the same bug." + "reason": "Both concern loading models, but #15980 is specifically about a bad private-model/no-login error message while #16618 is a generic failure to load 'bert-base-uncased'; these do not clearly share the same root cause." } ] }, @@ -84,8 +84,8 @@ "review_unit_count": 41, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ @@ -203,166 +203,166 @@ "issue:41093|issue:41762", "issue:43296|issue:43366" ], - "prepared_review_unit_hash": "601f58403abd9fc607c6a01a7ea93110494079e728734ee014951a37a939e532", + "prepared_review_unit_hash": "13cea400d64671ff0736c54708b19757f67d074bd586fa223ef1281d1d6a0436", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46473, - "estimated_input_tokens": 11619, - "estimated_eval_tokens": 23494 + "serialized_chars": 46479, + "estimated_input_tokens": 11620, + "estimated_eval_tokens": 23496 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues with a few thematic clusters. The only clear duplicate-like pair is the DeepSpeed ZeRO-3 zero-sized index error on Bert; the rest are too loosely related to merge.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43596 is the best representative of the only strong duplicate cluster: the same DeepSpeed ZeRO-3 'index 0 is out of bounds for dimension 0 with size 0' loading failure, with issue:43638 as a near-exact duplicate.", + "summary": "This cluster is mostly heterogeneous: many unrelated model-loading, docs, and training/runtime bugs are mixed together. The only clear duplicate pair is the DeepSpeed ZeRO-3 + BERT index-out-of-bounds reports (43596/43638).", + "confidence": 0.78, + "canonical_issue_reason": "issue:43596 is the broadest, clearest description of the only true duplicate pair in the cluster: the same DeepSpeed ZeRO-3/BERT index-0-out-of-bounds failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the clearest canonical issue to keep because it is specific, well-scoped, and has the strongest near-duplicate match in the set.", + "best_issue_reason": "issue:43596 is the best representative issue because it names the underlying ZeRO-3/BERT loading bug in a more general way than the narrower non-pretrained-BERT wording.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different problems: config attribute missing vs streaming chat/completions failure." + "reason": "Different Qwen3.5 failures: config attribute error vs streaming chat/completions runtime failure." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Both mention model execution, but one is an image-preprocessor dtype mismatch and the other is AMD GPU support." + "reason": "Both mention dtype/GPU issues, but one is an image preprocessor/model mismatch and the other is an AMD GPU support failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch is not the same failure as GPT-OSS not working on AMD GPUs." + "reason": "Autocast dtype mismatch is a different concrete bug from the AMD GPU execution failure." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Unrelated failures: AMD GPU runtime issue vs invalid method call in GraniteMoEHybrid." + "reason": "GPT-OSS AMD GPU failure and GraniteMoEHybrid invalid-method call are different code paths." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model/runtime failures with no clear shared code path." + "reason": "Qwen-3 NVFP4 runtime issue is not the same as the GPT-OSS AMD GPU failure." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch is unrelated to ModernBERT ONNX export." + "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export are unrelated failures." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3MoE FP8 loading are different code paths." + "reason": "ONNX export error and Qwen3Moe FP8 config failure are different bugs." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Export error vs auto device-mapping CUDA assert; not the same bug." + "reason": "ONNX export failure and Qwen3 auto device-map CUDA assert are unrelated." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues for v5, but they target different stale references and are not clearly one fix." + "reason": "Both are docs regressions in v5, but they reference different removed features (pipeline tasks vs run command)." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are index/error-themed, but one is ZeRO-3 zero-sized tensor loading and the other is a mask-shape mismatch." + "reason": "Both are index-related errors, but one is ZeRO-3/BERT loading and the other is a mask/tensor shape mismatch." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export and GenerationMixin import failure are unrelated." + "reason": "Model export to ONNX is unrelated to the GenerationMixin import error." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different symptom and likely different underlying bug: ZeRO-3 loading vs mask indexing." + "reason": "Different failures: ZeRO-3/BERT out-of-bounds vs mask-shape mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask-shape index error is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Mask/tensor shape mismatch is not the same as GPT-OSS tensor-parallel failure." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping generator bug vs tensor mask mismatch; not the same issue." + "reason": "Tokenizer-mapping tooling bug and runtime mask-shape error are different issues." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but collective mismatch and zero-sized index-out-of-bounds are different failures." + "reason": "DeepSpeed collective mismatch is not the same bug as the BertModel ZeRO-3 index error." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + "reason": "BarkProcessor voice preset handling is unrelated to ModernBERT export." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Near-exact duplicate: same DeepSpeed ZeRO-3 'index 0 is out of bounds for dimension 0 with size 0' loading failure on Bert." + "reason": "Same concrete ZeRO-3/BERT index-0-out-of-bounds failure; 43638 is just a narrower variant of 43596." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization regression and LoRA merge/reload mismatch are different bugs." + "reason": "Detokenization bug and LoRA merge/save mismatch are different model behaviors." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger cross-entropy call and GPT-OSS tensor-parallel failure do not share a concrete fix." + "reason": "Liger Kernel cross-entropy invocation and GPT-OSS tensor-parallel issues are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen NVFP4 runtime error and LoRA save/reload inconsistency are unrelated." + "reason": "Qwen-3 NVFP4 runtime failure is unrelated to LoRA merge/save inconsistency." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP tensor recomputation issue is distinct from the mask-shape index error." + "reason": "Activation-checkpointing/FSDP recomputation mismatch is different from the mask-shape index error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both involve DeepSpeed, but the runtime weight-dimension error and collective mismatch are different code paths." + "reason": "Both are DeepSpeed-related, but one is a weight dimensionality error and the other is a collective mismatch." }, { "left": "issue:43975", @@ -374,163 +374,295 @@ "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 Bert loading failure and GPT-OSS tensor-parallel issue are different bugs." + "reason": "ZeRO-3/BERT index error and GPT-OSS tensor-parallel failure are different bugs." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation checkpointing mismatch is unrelated to CustomTrainer.compute_loss signature breakage." - }, - { - "left": "issue:43596", - "right": "issue:45161", - "accept": false, - "reason": "DeepSpeed ZeRO-3 loading failure does not match the GPT-OSS tensor-parallel problem." + "reason": "Activation-checkpointing mismatch and Trainer API signature change are unrelated." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Dtype mismatch in Mistral-3 is not the same as an invalid-method call in GraniteMoEHybrid." + "reason": "Image-preprocessor dtype mismatch and GraniteMoEHybrid invalid-method call are different failures." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 config attribute error and Mistral regex patch crash are unrelated." + "reason": "Gemma3 config attribute error and mistral regex patch crash are unrelated." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch is unrelated to GPT-OSS MoE tensor-parallel failure." + "reason": "Autocast dtype mismatch is not the same as the GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch-version incompatibility is unrelated to the Qwen-3 NVFP4 runtime bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP/activation-checkpointing mismatch and auto device-map CUDA assert are different bugs." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "SFT-trainer embedding unpacking and GPT-OSS tensor-parallel issues are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they concern different removed CLI/pipeline surfaces." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Dtype mismatch and StopIteration in video loading are different problems." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image-preprocessor dtype mismatch is unrelated to SFT trainer embedding unpacking." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy and autocast dtype mismatch are different concrete code-path failures." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and CustomTrainer API break are unrelated." + "reason": "DeepSpeed collective mismatch and custom Trainer loss-signature change are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger kernel cross-entropy call is unrelated to mask/tensor indexing." + "reason": "Liger Kernel cross-entropy and mask-shape index error are different bugs." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Checkpointing tensor-size mismatch and GenerationMixin import failure are unrelated." + "reason": "Activation-checkpointing mismatch and GenerationMixin import error are unrelated." }, { "left": "issue:41762", - "right": "issue:43638", + "right": "issue:43596", "accept": false, - "reason": "Both are ZeRO-3 loading errors, but Gemma3 and Bert titles do not show the same concrete bug." + "reason": "Both are ZeRO-3 loading failures, but the affected models and error contexts differ enough to treat them as separate bugs." }, { - "left": "issue:43901", + "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Different docs topics and different stale references." + "reason": "Duplicate of the docs-regression pair above; still different removed features, not one bug." }, { - "left": "issue:39290", - "right": "issue:41720", + "left": "issue:43901", + "right": "issue:44512", "accept": false, - "reason": "Different model families and different runtime failures." + "reason": "return_all_scores docs mismatch is a different docs issue than the removed run command reference." }, { - "left": "issue:43039", - "right": "issue:44560", + "left": "issue:39290", + "right": "issue:41720", "accept": false, - "reason": "Liger kernel cross-entropy issue is unrelated to Qwen3-vl video StopIteration." + "reason": "Gemma3 sliding-window attribute error and Qwen3 auto device-mapping CUDA assert are unrelated." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted checkpoint vs model implementation cannot load checkpoints are not the same issue." + "reason": "Both mention loading problems, but one is a corrupted checkpoint and the other is a model-implementation loading failure." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unit-test load failure and checkpoint corruption are different root causes." + "reason": "Unit-test load failure and corrupted checkpoint are different issues." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility and pydantic PretrainedConfig breakage are unrelated." + "reason": "Torch compatibility and pydantic PretrainedConfig breakage are unrelated." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Gemma3 vLLM config attribute error and Qwen3-MoE sliding_window issue are different." + "reason": "Both involve sliding_window, but the models/configs and reported failures are distinct." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are index errors, but the mask-length mismatch is not the same as ZeRO-3 zero-sized loading." + "reason": "Mask-length mismatch and ZeRO-3 Bert index error are different failure modes." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Qwen3.5 chat crash and streaming inference API failure are related only by model family, not concrete bug." + "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming inference API failure." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Untied lm_head weights and corrupted checkpoint are unrelated." + "reason": "Mistral3 lm_head tying bug is unrelated to the Ovis2 checkpoint corruption report." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure and pydantic field breakage are unrelated." + "reason": "Whisper runtime failure and pydantic config-field breakage are unrelated." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different MoE/runtime issues." + "reason": "Grouped-mm torch dynamo tracing failure is unrelated to autocast dtype mismatch." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "GenerationMixin import error and Gemma3 sliding_window_pattern error are unrelated." + "reason": "GenerationMixin import error and Gemma3 sliding-window attribute error are unrelated." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure and template-node compilation error are different problems." + "reason": "Voxtral processor failure and non-template compilation error are different bugs." + }, + { + "left": "issue:43866", + "right": "issue:45161", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Test-time model loading failure is not the same as a corrupted checkpoint." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 Bert loading error and GPT-OSS tensor-parallel issue are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen-3 NVFP4 failure are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Image-preprocessor dtype mismatch is unrelated to the Qwen-3 NVFP4 runtime problem." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error and SFT trainer embedding unpacking are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy issue and SFT trainer embedding unpacking are different code paths." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but they affect different model families and are not clearly the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Docs mention of return_all_scores is a different documentation regression than the removed run command." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Same as above: distinct model-specific runtime failures." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Same as above: dtype/autocast bug versus tensor-parallel bug." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy and video StopIteration are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different failure modes; not a duplicate." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Same as above: version incompatibility versus model runtime failure." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tooling failure in add-new-model-like is unrelated to the runtime mask-shape error." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are index-style runtime errors, but the specific mask mismatch and ZeRO-3 zero-size access are not the same bug." + "reason": "Mask-shape mismatch and Gemma3 ZeRO-3 loading error are different issues." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support request are not duplicates." + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are distinct requests/issues." + }, + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Duplicate of the earlier Qwen3.5 pair: different runtime surfaces, not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, issue:43596 with issue:43638, is well-supported by the titles. The other soft-edge rejections are cautious and do not overclaim duplicates. Minor note: issue:41762 is somewhat thematically close to the ZeRO-3 loading cluster, but the analyst did not overstate it as a duplicate, which is acceptable." + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted duplicate pair, 43596/43638, is well supported by the titles as the same ZeRO-3/BERT index-out-of-bounds failure, and the rest of the rejections do not overclaim equivalence from superficial similarity." }, "evaluator_used": true, "retried": false, @@ -546,8 +678,8 @@ "review_unit_count": 41, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ @@ -614,8 +746,8 @@ "issue:43054|issue:43994", "issue:41093|issue:43596", "issue:42915|issue:43541", - "issue:40990|issue:44960", "issue:39186|issue:44918", + "issue:40990|issue:44960", "issue:43404|issue:45005", "issue:43645|issue:45399", "issue:44530|issue:45005", @@ -625,8 +757,8 @@ "issue:44360|issue:44512", "issue:44918|issue:45507", "issue:43975|issue:44292", - "issue:43950|issue:44534", "issue:44492|issue:44512", + "issue:43950|issue:44534", "issue:44292|issue:45507", "issue:43644|issue:43950", "issue:43828|issue:44928", @@ -636,247 +768,247 @@ "issue:44560|issue:45507", "issue:36331|issue:41762" ], - "prepared_review_unit_hash": "87183a493ef53abdc59cd05c18403765eb66d77b0f5919a44b8725fdae06d890", + "prepared_review_unit_hash": "c418c0343b49b02c7d73268d7e92222c81977d4a33fe81667db69af1d7de56a5", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37565, - "estimated_input_tokens": 9392, - "estimated_eval_tokens": 19040 + "serialized_chars": 37561, + "estimated_input_tokens": 9391, + "estimated_eval_tokens": 19038 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The non-persistent-buffer regression cluster is the only strong duplicate family here. The SigLIP2 pair is related in topic but not strong enough to merge on the evidence provided, so it should remain rejected/tentative. The rest of the cluster is heterogeneous and best kept separate.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43950 is the clearest root-cause report for the duplicate family: it explicitly describes the Transformers 5.x non-persistent-buffer corruption regression and matches the follow-up report in issue:44534.", + "summary": "One clear duplicate cluster emerged around the non-persistent-buffer regression in Transformers 5.x; the other soft pairs are only loosely related by subsystem/model family and should stay separate.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43644 is the earlier, broader report of the same non-persistent-buffer corruption regression in v5; issue:43950 reads like a later, more specific description of that bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best representative issue because it states the regression most concretely and broadly, and the linked follow-up issue shows the same underlying non-persistent-buffer bug.", + "best_issue_reason": "issue:43644 is the best canonical issue here because it is the clearest broad description of the regression and already appears to be the anchor for a follow-up report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Both are v5 config regressions, but the failure modes differ: missing `pad_token_idx` versus a pydantic `PretrainedConfig` field breakage." + "reason": "Both are v5 config-related regressions, but one is a StableLmConfig field issue and the other is a generic PretrainedConfig/pydantic change; not the same bug." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "One is an int4 quantization/OOM regression; the other is tied-weights behavior in translation models." + "reason": "Int4 quantization OOM and tied-weight translation-model bugs are different failure modes with different code paths." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Both mention MoE models, but the concrete bugs differ: Mixtral torch-dynamo grouped_mm tracing versus GPT-OSS tensor-parallel-only behavior." + "reason": "Same broad Qwen3-MoE area, but one is a torch dynamo/grouped_mm tracing error and the other is a tensor-parallel support problem." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different models and failure surfaces: Phi-tiny-MoE autocast dtype mismatch versus Qwen3.5 streaming chat/completions failure." + "reason": "Autocast dtype mismatch and streaming chat/completions failure are unrelated symptoms in different execution paths." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "`init_empty_weights` with unexpected `_is_hf_initialized` is a different loader/config bug from the pydantic `PretrainedConfig` issue." + "reason": "Unexpected init-empty-weights constructor argument vs. pydantic field breakage are distinct regressions." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are unrelated." + "reason": "GGUF/gpt-oss architecture support and Qwen3.5 streaming inference are unrelated issues." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE `sliding_window` handling is a model-specific bug, not the same as the pydantic config regression." + "reason": "Qwen3-MoE sliding_window handling is not the same concrete bug as the StableLmConfig/pydantic regression." }, { "left": "issue:44661", "right": "issue:45464", "accept": false, - "reason": "Tokenizer-mapping/add-new-model-like failure is unrelated to Qwen3.5 streaming inference." + "reason": "Tokenizer-mapping failure while adding a model is unrelated to a Qwen3.5 streaming inference error." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Mixtral tracing/grouped_mm and missing Float8 storage are different failures." + "reason": "Grouped_mm tracing failure and missing Float8 storage lookup are different bugs." }, { "left": "issue:39290", "right": "issue:43742", "accept": false, - "reason": "Gemma3 sliding-window attribute error and MobileLLM key error are separate model-loading bugs." + "reason": "Both are model-loading issues, but Gemma3 sliding-window/vLLM and MobileLLM key errors are not the same defect." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both are SigLIP2-related, but the packet only shows title-level similarity; it does not establish the same underlying bug or a shared code path." + "reason": "Both concern SigLIP2 output quality, but one is a text-embedding regression and the other is a broader AutoModel/pipeline result complaint; not enough to treat as the same concrete bug." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are index/mask errors, but one is a mask-length mismatch and the other is a ZeRO-3/BertModel empty-weight indexing failure." + "reason": "Both are IndexErrors, but the shapes/stacks differ and the reported loading paths are different." }, { "left": "issue:42915", "right": "issue:43541", "accept": false, - "reason": "FineGrainedFP8Config on Qwen3Moe and grouped_mm tracing on Mixtral are unrelated MoE problems." + "reason": "Both touch MoE/advanced execution, but FineGrainedFP8Config failure and dynamo grouped_mm failure are separate issues." }, { - "left": "issue:40990", - "right": "issue:44960", + "left": "issue:39186", + "right": "issue:44918", "accept": false, - "reason": "GPT-OSS perplexity regression and a GLM5 issue are unrelated model reports." + "reason": "FSDP 2-D weight runtime error and TRL SFT unpacking failure are unrelated training bugs." }, { - "left": "issue:39186", - "right": "issue:44918", + "left": "issue:40990", + "right": "issue:44960", "accept": false, - "reason": "FSDP `'weight' must be 2-D` and TRL SFT unpacking on Qwen3.5 are different training-time failures." + "reason": "Different models and different symptoms; no indication of the same root cause." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both involve tied weights, but the concrete model families and symptoms differ enough that they should not be merged." + "reason": "Both involve tied weights, but one is a model-specific lm_head tying bug and the other is a broader translation-model v5 issue." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom-model-in-notebook initialization and flash-attn2 fallback gating are unrelated." + "reason": "Custom-model notebook initialization and flash-attn fallback gating are unrelated." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache invalid group type on Qwen3.5 is not the same as tied-weight handling in translation models." + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight translation-model behavior." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading and tied-weight regression are unrelated." + "reason": "NemotronH checkpoint loading and translation-model tied weights are different problems." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is a different issue from tied weights." + "reason": "Quantization/offloading behavior is not the same issue as tied weights." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FP8 Qwen3Moe and flash-attn2 fallback checks are unrelated." + "reason": "FP8 Qwen3MoE failure and flash-attn fallback checks are unrelated." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A missing ReLU in a DSA indexer and outdated docs for the run command are not the same bug." + "reason": "DSA indexer/relu discussion and a docs-only run-command typo are not the same bug." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 embedding unpacking in TRL and GraniteMoEHybrid invalid method calls are unrelated." + "reason": "TRL embedding unpacking failure and GraniteMoEHybrid invalid method calls are unrelated." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "DeepSeek detokenization and Qwen-3-8B-NVFP4 runtime failure are different model-specific problems." - }, - { - "left": "issue:43950", - "right": "issue:44534", - "accept": true, - "reason": "These both describe the same Transformers 5.x bug where non-persistent buffers are mishandled/corrupted on load." + "reason": "Detokenization regression and NVFP4 model-run failure are separate issues." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo and stale CLI docs are unrelated documentation issues." + "reason": "Cache-strategy typo and removed-run-command docs are both documentation-level but not the same change." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "These describe the same non-persistent-buffer corruption regression in Transformers v5, just with slightly different wording." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and GraniteMoEHybrid invalid method are unrelated." + "reason": "Qwen-3-8B-NVFP4 runtime failure and GraniteMoEHybrid invalid method are unrelated." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Both report the same Transformers 5.x regression affecting non-persistent buffers on load." + "reason": "Same regression: v5 mishandles non-persistent buffers during load/init; the later issue is a more specific restatement." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE and RLHF gradient explosion on Qwen3.5 are different failure modes." + "reason": "Both are model/training failures, but autocast dtype mismatch and 3D position_ids-induced gradient explosion are different bugs." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 docs-example errors/quantization mismatch is not the same as a report that SigLIP2 embeddings are worse than SigLIP." + "reason": "SigLIP2 docs example problems and SigLIP2 text-embedding quality regression overlap in model family, but not in the same concrete defect." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "A corrupted checkpoint and a noisy load-message complaint are unrelated." + "reason": "Checkpoint corruption and generic loading noise are not the same underlying issue." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Voxtral AutoTokenizer error message and missing `all_tied_weights_keys` on Molmo are unrelated." + "reason": "Bad AutoTokenizer error messaging and missing all_tied_weights_keys are unrelated." }, { "left": "issue:44560", "right": "issue:45507", "accept": false, - "reason": "Qwen3-vl StopIteration during video embedding and GraniteMoEHybrid invalid method calls are unrelated." + "reason": "Qwen3-vl embedding video StopIteration and GraniteMoEHybrid invalid method calls are unrelated." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "CustomTrainer `compute_loss()` kwarg mismatch and Gemma3 ZeRO-3 indexing failure are unrelated." + "reason": "Trainer keyword-argument breakage and Gemma3 ZeRO-3 loading IndexError are different code paths." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly grounded, but one soft-edge verdict is too strong for the evidence in the packet: accepting issue:43054 with issue:43994 overstates similarity based on titles alone. They are both SigLIP2-related, but the packet does not clearly establish the same underlying bug, so this should stay tentative/rejected. The non-persistent-buffer cluster around issue:43644 / issue:43950 / issue:44534 looks solid; the rest of the rejections are conservative." + "accept": true, + "feedback": "The duplicate cluster selection is well grounded: issue:43644 and issue:43950/44534 all describe the same non-persistent-buffer corruption regression in Transformers v5.x, with 43644 plausibly serving as the earlier, broader canonical issue. The other pair decisions are conservative and consistent with the packet titles; I didn\u2019t see unsupported overreach." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -889,8 +1021,8 @@ "review_unit_count": 41, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ @@ -952,8 +1084,8 @@ "issue:43881|issue:43883", "issue:44403|issue:44451", "issue:42947|issue:43856", - "issue:43975|issue:45520", "issue:43643|issue:45020", + "issue:43975|issue:45520", "issue:44403|issue:44488", "issue:43782|issue:44960", "issue:42491|issue:44368", @@ -975,20 +1107,20 @@ "issue:41553|issue:44991", "issue:43940|issue:45313", "issue:43872|issue:44291", - "issue:43854|issue:44863", "issue:42915|issue:43872", + "issue:43854|issue:44863", "issue:41553|issue:44488", "issue:43257|issue:45305", "issue:36331|issue:41093" ], - "prepared_review_unit_hash": "c2453587dfa5cd45377d1c3757a017eabed2201cc8778f9915a54ae73384b243", + "prepared_review_unit_hash": "99a8b66b2a033b53fd9c4c80f4a5b04e0e299d793c251a92af4bec4ebc32a1d1", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 48, @@ -1003,216 +1135,240 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a set of unrelated issues with a few clear duplicate-like clusters: docs/pipeline removals, SigLIP2 implementation discrepancy, and the `_is_hf_initialized` loading incompatibility. Most other pairings are too broad or model-specific to merge.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43872 is the clearest concrete bug report here: a specific, reproducible loading incompatibility around `_is_hf_initialized`, and it has a strong duplicate candidate in issue:44291.", + "summary": "Mostly heterogeneous issue reports with a few tight duplicate subpairs. The strongest true duplicates are the SigLIP2 discrepancy reports, the v5 docs/pipeline-removal reports, and the `_is_hf_initialized` / `init_empty_weights` loading regression reports; most other pairs are only broadly related and should stay separate.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43827 is the cleanest canonical for its subcluster: it matches 44509 on the same removed v5 pipeline docs problem with essentially the same fix scope.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43872 is the best representative issue overall because it is narrowly scoped, actionable, and tied to a specific runtime failure rather than a broad or vague symptom.", + "best_issue_reason": "There is no strong single global canonical across the full set because the items span many unrelated bugs; 43827 is only the best representative of one small exact-duplicate subcluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are loading-related TypeErrors, but they point to different failure modes (`_is_hf_initialized` vs missing `Float8_e4m3fnStorage`) and do not look like the same bug." + "reason": "Both are load-time incompatibilities, but one is bitsandbytes `_is_hf_initialized` handling and the other is a Float8 storage lookup failure; different root causes." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different models and different failures: Voxtral tokenizer error messaging vs GLM-4V load failure." + "reason": "Different models and different failure modes: Voxtral tokenizer messaging vs GLM-4v loading failure." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but one is zero probabilities and the other is lower embedding quality; not enough to treat as the same concrete defect." + "reason": "One is zero probabilities for SigLIP2, the other is degraded SigLIP2 text embeddings; related model family but not the same concrete bug." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing/LoRA inefficiency is a different problem from int4 quantization CUDA reserved-memory/OOM behavior." + "reason": "LoRA gradient checkpointing behavior and int4 CUDA reserved-memory OOM are different training regressions." }, { "left": "issue:43054", "right": "issue:43493", "accept": true, - "reason": "Both describe the same SigLIP2 implementation discrepancy/quality regression, centered on the text embedding behavior relative to the expected/original implementation." + "reason": "Both point to the same SigLIP2 implementation discrepancy versus the reference/original behavior, with the same user-visible embedding quality problem." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different model-specific loading failures with unrelated symptoms (`glm-4v-9b` load failure vs missing `all_tied_weights_keys`)." + "reason": "A model load failure and a missing `all_tied_weights_keys` attribute are different issues." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "One is about noisy loading logs, the other about failing to load a specific model; these are not the same bug." + "reason": "Generic loading noise and a specific ScandiBERT tokenizer/model load failure are not the same bug." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both involve training/memory, but one is checkpointing ineffectiveness and the other is memory usage during Qwen3 MoE training; not the same code-path issue." + "reason": "PEFT/gradient-checkpointing behavior is distinct from Qwen3 MoE memory usage." }, { - "left": "issue:43975", - "right": "issue:45520", + "left": "issue:43643", + "right": "issue:45020", "accept": false, - "reason": "Different areas entirely: tokenizer detokenization regression vs Python 3.13 `flash_attn` import utility failure." + "reason": "Both involve remote code, but one is missing fields from `AutoConfig`, while the other is a broader regression across remote-code models." }, { - "left": "issue:43643", - "right": "issue:45020", + "left": "issue:43975", + "right": "issue:45520", "accept": false, - "reason": "`trust_remote_code` missing fields in AutoConfig is more specific; `remote_code` breakage in general is broader and not clearly the same defect." + "reason": "Tokenizer detokenization regression and a Python 3.13 flash-attn import key error are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading complaints, but one is about noise and the other is a hard load failure for a specific checkpoint." + "reason": "Two different model-loading complaints; one is generic noise, the other is a specific model load failure." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different models and different failure descriptions; not enough evidence of a shared underlying bug." + "reason": "Qwen3VL `weight_only=True` loading and GLM5 are different model-specific failures." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen3 LoRA/tie-word-embeddings, but one is about HF5.x compatibility for a trained LoRA model and the other is a warning during fine-tuning; not the same concrete failure." + "reason": "LoRA compatibility for qwen3_moe across versions is not the same as the `tie_word_embeddings` warning." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Both are DeepSpeed-related, but Gemma3 ZeRO-3 loading and Qwen3 MoE weight conversion are different bugs." + "reason": "Gemma3 ZeRO-3 weight loading and Qwen3 MoE fine-grained FP8 failure are separate code paths." }, { "left": "issue:43975", "right": "issue:44451", "accept": false, - "reason": "Tokenizer detokenization regression and a model load failure for ScandiBERT are unrelated." + "reason": "Different bugs: detokenization mismatch vs inability to load a specific checkpoint." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "`remote_code` breakage is too broad; Kimi-K2.5 tokenizer codec handling and the misleading Mistral warning are a separate tokenizer regression." + "reason": "Remote-code regressions are too broad here; Kimi-K2.5 tokenizer codec/warning behavior is a distinct tokenizer issue." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "`add-new-model-like` failing inside `TOKENIZER_MAPPING_NAMES` is a registry edge case, not the same as broader `remote_code` breakage." + "reason": "`add-new-model-like` tokenizer mapping failure is not the same as general remote-code breakage." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Importing `Qwen2_5_VLForConditionalGeneration` and the `_is_hf_initialized` parameter error are unrelated failures." + "reason": "Importing Qwen2.5-VL and the bitsandbytes `_is_hf_initialized` regression are unrelated." }, { "left": "issue:43054", "right": "issue:43278", "accept": false, - "reason": "SigLIP2 text embedding quality vs dtype drift between training and evaluate are different issues." + "reason": "SigLIP2 embedding quality and an embedding dtype change during evaluate are different symptoms and code paths." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading for EMBEDDIA/est-roberta and flash-attn fallback checks are unrelated." + "reason": "Tokenizer loading for est-roberta and flash-attn fallback blocking are unrelated." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper runtime failure and `_torch_extract_fbank_features()` may be adjacent, but the evidence is too weak to call them the same concrete bug." + "reason": "Both are audio/Whisper-adjacent, but the titles do not establish the same concrete bug or code path." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both are the same docs regression: pipeline task docs still reference removed v5 pipeline tasks." + "reason": "Same documentation regression: v5 still references removed pipeline tasks in the summarization/translation docs." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex patch crash and flash-attn fallback gating are different subsystems and failure modes." + "reason": "A Mistral regex patch crash and flash-attn fallback logic are different problems." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Weight tying in Mistral3 and non-persistent buffer corruption are unrelated state/model-loading issues." + "reason": "Untied `lm_head` weights in Mistral3 and silent corruption of non-persistent buffers are unrelated regressions." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "Qwen3 MoE weight loading with accelerate+deepspeed is a specific loading bug, not the broader remote_code regression." + "reason": "Qwen3 MoE FP8 training failure is not the same as broad remote-code compatibility regressions." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and an Ovis2 corrupted checkpoint are different problems." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and Ovis2 checkpoint corruption are different issues." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM load failure and flash-attn fallback gating are unrelated." + "reason": "MobileLLM key errors and flash-attn fallback gating are unrelated." }, { - "left": "issue:43854", - "right": "issue:44863", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "Both are model-loading failures, but for different model families and likely different root causes." + "reason": "MobileLLM loading failure is not the same as the remote-code regression." }, { - "left": "issue:42915", - "right": "issue:43872", + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Voxtral AutoTokenizer messaging and est-roberta tokenizer loading failure are different model-specific issues." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 loading failures for Qwen models, but the model variants and missing-weight patterns are too different to treat as one concrete bug from titles alone." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` / `init_empty_weights` incompatibility: one reports the bitsandbytes param TypeError directly, the other reports the same root regression while loading models in transformers 5.x." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "A custom trainer keyword-argument API break and a tensor mask shape mismatch are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44863", "accept": false, - "reason": "DeepSpeed Qwen3 weight conversion and the `_is_hf_initialized`/bitsandbytes loading incompatibility are not the same bug." + "reason": "Different model-loading failures for different model families; no shared concrete bug is evident from the titles." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different models and different symptoms: bad tokenizer error message vs a direct load failure." + "reason": "Voxtral tokenizer error handling and a separate model load failure for `cjvt/sleng-bert` are not the same issue." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and GAS gradient averaging with DeepSpeed are different training/load bugs." + "reason": "Qwen3 MoE weight-conversion/loading behavior and DeepSpeed+GAS gradient averaging are distinct training regressions." }, { - "left": "issue:36331", - "right": "issue:41093", + "left": "issue:42915", + "right": "issue:43872", "accept": false, - "reason": "Trainer API kwarg mismatch and a mask-shape IndexError are unrelated failures." + "reason": "Qwen3 MoE FP8 training and the bitsandbytes `_is_hf_initialized` loading regression are unrelated." }, { - "left": "issue:43872", + "left": "issue:43824", "right": "issue:44291", - "accept": true, - "reason": "Same underlying `_is_hf_initialized` loading incompatibility; both reports describe the same constructor-argument breakage during model initialization/loading." + "accept": false, + "reason": "Importing Qwen2.5-VL and loading models with `init_empty_weights` hit different failure paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the accepted soft pairs look mergeable for the same bugfixes: the docs/pipeline removal pair, the SigLIP2 implementation discrepancy pair, and the `_is_hf_initialized` loading incompatibility pair. The rejected pairs are generally conservative and do not overclaim duplicates from the available evidence." + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft edges are well-supported by the titles: 43827\u219444509 is the same v5 docs/pipeline-removal regression, and 43872\u219444291 is the same `_is_hf_initialized` / `init_empty_weights` incompatibility. The SigLIP2 pairing is also plausible from the titles alone. The remaining verdicts are appropriately cautious and do not overstate evidence." }, "evaluator_used": true, "retried": false, @@ -1228,8 +1384,8 @@ "review_unit_count": 41, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ @@ -1292,8 +1448,8 @@ "issue:43366|issue:43531", "issue:43550|issue:44910", "issue:43645|issue:43646", - "issue:43950|issue:45325", "issue:43366|issue:44589", + "issue:43950|issue:45325", "issue:44560|issue:44918", "issue:43824|issue:43957", "issue:42915|issue:43957", @@ -1314,20 +1470,20 @@ "issue:44960|issue:44977", "issue:43708|issue:44075" ], - "prepared_review_unit_hash": "41fd9e59e690151a980be88f81530841aaf44481dcced7d452879bf203a6bf7d", + "prepared_review_unit_hash": "20427bd52618cc4515e67739f30236e7aa4057d413bc9f6b5b799ab1c2f66af7", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36647, + "serialized_chars": 36648, "estimated_input_tokens": 9162, "estimated_eval_tokens": 18580 }, @@ -1336,168 +1492,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue set with a few small duplicate-style pairs. The clearest true duplicates are the non-persistent-buffer regression reports and the custom-model-initialization reports; most other pairs are only superficially similar and should stay separate.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43950 is the clearest and most general description of the non-persistent-buffer regression, and it best represents the 43644/44534 mini-cluster.", + "summary": "Mostly a mixed set of unrelated transformer/model-loading issues; only a few pairs look like true duplicates. The clearest duplicate groups are the two non-persistent-buffer regressions, the two custom-model-initialization regressions, and the two generic mask-shape IndexError reports.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43644 is the clearest, most specific regression report in the set and has an almost identical companion (issue:44534), making it the best anchor for the duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the strongest issue candidate overall because it is specific, reproducible, and broader than the earlier rephrasings.", + "best_issue_reason": "Strong representative issue: concrete regression, easy to understand, and tightly scoped to a known broken code path rather than a broad feature request or model-specific anecdote.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same exact IndexError class and mask/tensor shape mismatch; these look like duplicate reports of the same indexing bug." + "reason": "Same generic mask/tensor shape-mismatch IndexError; titles describe the same failure mode with only placeholder dimensions differing." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are video-related, but the failures differ materially: a regression across Qwen video models vs a StopIteration in Qwen3-VL embedding handling." + "reason": "Both are Qwen video-related, but they point to different models and different symptoms; not enough evidence of the same underlying bug." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different models and different failure modes; one is a PagedAttentionCache/linear_attention crash, the other is a NemotronH checkpoint loading issue." + "reason": "Completely different model families and failure types: Qwen3.5 PagedAttention/linear_attention vs NemotronH checkpoint loading." }, { "left": "issue:43872", "right": "issue:45084", "accept": false, - "reason": "Unrelated problems: bitsandbytes Int8Params init incompatibility vs a compiler/template-node TypeError." + "reason": "Unrelated problems: a bitsandbytes constructor incompatibility vs a template-node compilation error." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "These do not describe the same bug; one is GGUF support for gpt-oss, the other is an autocast dtype mismatch on Phi-tiny-MoE." + "reason": "One is GGUF/gpt-oss support, the other is a Phi MoE dtype mismatch under autocast; different code paths." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Completely different domains: DeepSpeed training weight-shape error vs image processor handling of void segmentation maps." + "reason": "DeepSpeed training weight-shape RuntimeError and void segmentation map processing are unrelated." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Different Qwen/GGUF topics; one is general GGUF support, the other is a sliding_window issue in Qwen3-MoE." + "reason": "Different issues in the Qwen/GGUF space; one is architecture support, the other is a sliding-window bug." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Both involve attention/compile problems, but on different models and different concrete bugs; not mergeable as one PR." + "reason": "Different models and different runtime failures: Bamba torch.compile/SDPA vs Qwen3.5 flash-attention position-id handling." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "These are the same custom-model initialization regression, with 43645 just adding the Jupyter notebook context." + "reason": "Same Transformers 5.0 custom-model-initialization regression; the notebook report is a specific reproduction of the broader initialization breakage." }, { - "left": "issue:43950", - "right": "issue:45325", + "left": "issue:43366", + "right": "issue:44589", "accept": false, - "reason": "Non-persistent-buffer corruption is unrelated to the Qwen2.5-VL rope-index scaling bug." + "reason": "Different bugs: GGUF support request vs missing Float8 storage type during loading." }, { - "left": "issue:43366", - "right": "issue:44589", + "left": "issue:43950", + "right": "issue:45325", "accept": false, - "reason": "GGUF support for gpt-oss and Float8 storage lookup failure are unrelated." + "reason": "Non-persistent buffer corruption and Qwen2.5-VL rope-index scaling are separate loading/position-id issues." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different bugs: a video StopIteration regression vs unpacking Qwen3.5 embeddings in TRL SFT trainer." + "reason": "Both involve Qwen video/embedding flows, but the reported failures and affected trainers/models are different." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Importing a missing class and meta-device model loading are separate issues with different code paths." + "reason": "Importing a missing class is not the same as meta-device loading breakage across some models." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to meta-device loading regressions." + "reason": "Different root causes: FineGrainedFP8Config on Qwen3Moe vs meta-device loading regressions." }, { - "left": "issue:43638", - "right": "issue:44661", + "left": "issue:42617", + "right": "issue:43366", "accept": false, - "reason": "DeepSpeed ZeRO-3 Bert index errors and TOKENIZER_MAPPING_NAMES add-new-model-like validation are different bugs." + "reason": "3D parallel launch failure is unrelated to GGUF support for gpt-oss." }, { - "left": "issue:43596", - "right": "issue:44661", + "left": "issue:38175", + "right": "issue:43994", "accept": false, - "reason": "Same reasoning as above: one is a ZeRO-3 empty-tensor initialization crash, the other is model-registration validation." + "reason": "Same model family, but one is zero probabilities and the other is docs/example mismatch plus quantization failure; not the same concrete bug." }, { - "left": "issue:44877", - "right": "issue:45030", + "left": "issue:43646", + "right": "issue:43950", "accept": false, - "reason": "Both mention config validation, but they affect different model families and different validation failures." + "reason": "Custom model initialization and non-persistent buffer corruption are different Transformers 5.x regressions." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Video StopIteration on Qwen3-VL embedding is unrelated to the generic mask-shape IndexError." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Importing GenerationMixin and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO-3/Bert index error is unrelated to TOKENIZER_MAPPING_NAMES handling." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Same as above: different loading path and different failure mode." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Different config-validation regressions affecting different model types." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Device-map dequantized loading/offload and Strix Halo mmap OOM are distinct loading/resource issues." + "reason": "device_map/offload loading failure and mmap OOM avoidance are not the same bug." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same underlying regression: from_pretrained / Transformers v5 fills non-persistent buffers with junk." + "reason": "Near-identical titles describing the same Transformers v5 non-persistent-buffer corruption regression." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Both mention SigLIP2, but one is about zero probabilities in the model output while the other is a docs example with model/processor mismatch and quantization failures." + "reason": "SigLIP2 inference oddities and documentation/example errors are different issues." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Same model family, but different concrete problems: ZeRO-3 loading of language_model weights vs save_pretrained writing incorrect visual encoder keys." + "reason": "Both concern Qwen3.5, but one is ZeRO-3 weight loading and the other is save_pretrained visual-encoder key saving." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "LoRA/Qwen3-MoE cross-version incompatibility and BitNet packed-weight loading are unrelated." + "reason": "Different problems: Qwen3_moe LoRA compatibility across versions vs BitNet packed-weight loading." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading failures for different checkpoints, but there is not enough evidence they share the same code-path bug." + "reason": "Both are model-load failures, but there is no evidence they share the same root cause or code path." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "These are different GLM/Qwen issues with different symptoms; not the same underlying change." + "reason": "GLM5 is not the same issue as Qwen3.5 flash-attention generation failure." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer resume/max_steps accounting and SGD argument handling are unrelated." + "reason": "Trainer resume/max_steps accounting and SGD args not being used are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge calls are conservative. The accepted pairs are well-supported by near-identical titles/regression descriptions (41093/44805, 43645/43646, 43644/44534), while the rejected pairs mostly differ in model, failure mode, or subsystem enough to stay separate." + "feedback": "The summary is grounded in the packet and stays conservative. The three accepted soft pairs are supported by near-identical or clearly matching titles, and the rejections generally avoid conflating similar model families with different failure modes. No obvious overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -1513,8 +1699,8 @@ "review_unit_count": 41, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ @@ -1569,12 +1755,12 @@ ], "soft_pairs": [ "issue:43854|issue:43931", - "issue:43856|issue:43873", "issue:41720|issue:42915", + "issue:43856|issue:43873", "issue:45362|issue:45406", "issue:42491|issue:45276", - "issue:44488|issue:44991", "issue:39692|issue:43994", + "issue:44488|issue:44991", "issue:43257|issue:43854", "issue:44661|issue:44683", "issue:43856|issue:44387", @@ -1582,8 +1768,8 @@ "issue:43644|issue:43645", "issue:42491|issue:43931", "issue:42491|issue:43856", - "issue:45276|issue:45335", "issue:43404|issue:43454", + "issue:45276|issue:45335", "issue:36010|issue:39404", "issue:44164|issue:44291", "issue:41720|issue:44155", @@ -1593,9 +1779,9 @@ "issue:44387|issue:44756", "issue:43425|issue:43957", "issue:44292|issue:44912", - "issue:43854|issue:45216", - "issue:42947|issue:43381", "issue:44291|issue:44756", + "issue:42947|issue:43381", + "issue:43854|issue:45216", "issue:45276|issue:45292", "issue:44743|issue:44960", "issue:43381|issue:44928", @@ -1610,286 +1796,280 @@ "issue:43425|issue:43828", "issue:43828|issue:43957" ], - "prepared_review_unit_hash": "c855c176b7dbed2536294ffd369ff29579cd11abab8e6f64d5d9636a908a1ff7", + "prepared_review_unit_hash": "9694aa72093ad27d0e65bb721d14912864be05bc4efdfb297ebc56e5457ba5c6", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39812, - "estimated_input_tokens": 9953, - "estimated_eval_tokens": 20162 + "serialized_chars": 39805, + "estimated_input_tokens": 9952, + "estimated_eval_tokens": 20160 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, with only a small duplicate-like subcluster around `resize_token_embeddings` behavior (and a possible custom-model-init pair). Most other pairs are same-subsystem but different bugs or model-specific regressions.", - "confidence": 0.66, - "canonical_issue_reason": "`issue:45292` is the broadest representative of the resize-token-embedding regression and best captures the shared root problem behind the closest matches.", + "summary": "The cluster is mostly heterogeneous, with two clear duplicate subclusters: a resize_token_embeddings/output_embeddings regression set and an lm_head weight-tying regression set. The remaining pairs look like separate model-, runtime-, or version-specific bugs and should stay split.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45292 is the broadest description of the resize_token_embeddings regression and can serve as the canonical anchor for the 45276/45335 duplicate subcluster.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45292` has the most generic wording and is the clearest umbrella issue for the resize-token-embedding failures; the nearby model-specific reports look like manifestations of the same bug.", + "best_issue_reason": "Issue 45292 is the most generic and reusable report among the clear duplicates, with the widest scope across model variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Both are model-loading failures, but they involve different models and different failure modes, so they do not look like the same underlying bug." + "reason": "Different models and failure modes; not the same bug." }, { - "left": "issue:43856", - "right": "issue:43873", + "left": "issue:41720", + "right": "issue:42915", "accept": false, - "reason": "Both mention memory/quantization, but one is Qwen3 MoE training memory usage and the other is offloading behavior; likely different code paths." + "reason": "Both are Qwen-family failures, but with different triggers and code paths." }, { - "left": "issue:41720", - "right": "issue:42915", + "left": "issue:43856", + "right": "issue:43873", "accept": false, - "reason": "Both are Qwen3-related, but one is a cuda assert under auto device mapping and the other is a LoRA compatibility issue across versions; not the same bug." + "reason": "Different memory/offload problems; no concrete shared bug." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different models and different failure types (chat crash vs processor attribute error), so these are not the same issue." + "reason": "Unrelated models and errors; one is chat, the other is processor loading." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Both concern Qwen3/gemma-style model behavior across versions, but the reported problems are unrelated." + "reason": "LoRA checkpoint compatibility issue vs resize_token_embeddings regression." }, { - "left": "issue:44488", - "right": "issue:44991", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Both are tokenizer/load failures, but on different models with no clear shared code-path or identical root cause." + "reason": "Both involve SigLIP2, but one is a docs/example issue and the other is runtime output corruption." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "Both are SigLIP2-related, but one is documentation/example errors while the other is nonsensical inference output; not clearly the same bug." + "reason": "Separate tokenizer-loading failures for different models." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different model families and different symptoms (accelerate/deepspeed weight conversion vs unit-test loading failure)." + "reason": "Different model-loading problems; no shared concrete code-path bug." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Unrelated issues: tokenizer mapping behavior versus compiled flex_attention on newer torch." + "reason": "Unrelated areas: tokenizer mapping vs compiled attention on torch 2.9+." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is Qwen3 MoE training efficiency and the other is int4 quantization OOM regression; too different to merge." + "reason": "Both mention memory, but the underlying bugs are different." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Different problem domains: Qwen3 MoE FP8 loading versus disabling mmap on Strix Halo." + "reason": "Different subsystems: FP8 config failure vs mmap/OOM on Strix Halo." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "One is about non-persistent buffers being initialized with junk; the other is custom model initialization in notebooks." + "reason": "Both are Transformers 5 regressions, but not the same failure." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Distinct model/version compatibility problems with no clear common bug." + "reason": "Different models and symptoms; not a duplicate." }, { "left": "issue:42491", "right": "issue:43856", "accept": false, - "reason": "Different Qwen3-related regressions; the symptoms and likely fixes do not match." + "reason": "LoRA checkpoint compatibility is unrelated to Qwen3 MoE memory use." }, { - "left": "issue:45276", - "right": "issue:45335", + "left": "issue:43404", + "right": "issue:43454", "accept": true, - "reason": "Same underlying regression: `resize_token_embeddings` fails to propagate to downstream embeddings; these are model-specific repros of the same bug." + "reason": "Same underlying bug: lm_head weights are not tied, causing garbage generation in two model variants." }, { - "left": "issue:43404", - "right": "issue:43454", - "accept": false, - "reason": "Both mention untied `lm_head` weights, but they affect different model implementations and are not clearly the same code-path fix." + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings propagation bug affecting different model variants." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Import error for `GenerationMixin` is unrelated to Whisper pipeline `return_language` behavior." + "reason": "ImportError for GenerationMixin vs Whisper pipeline return_language regression." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both are save/load or init-related, but one is `extra_state` handling and the other is `_is_hf_initialized` argument handling; different root causes." + "reason": "Different save/load failures with no shared root cause." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Both involve model inference correctness, but one is a device-mapping CUDA assert and the other is a batched embedding/token leak." + "reason": "Qwen device-mapping crash vs AudioFlamingo3 track leakage; unrelated." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both are tokenizer-related, but the specific failures and affected models are different." + "reason": "Tokenizer vocab mismatch vs tokenizer/model loading failure on a different model." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both touch quantization memory, but one is offloading not working as expected and the other is a reserved-memory/OOM regression; not the same concrete bug." + "reason": "Quantization/offload issue vs increased reserved memory OOM; too different." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 doc/example issues are unrelated to the GLM5 issue." + "reason": "SigLIP2 docs/runtime bug vs unrelated GLM5 issue." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "OOM under int4 quantization is unrelated to disabling mmap on Strix Halo." + "reason": "Different memory-related bugs in different loading paths." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility and meta-device loading failures are separate issues." + "reason": "Torch version incompatibility vs meta-device loading regression." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization/load failures with different models and no shared fix signal." - }, - { - "left": "issue:43854", - "right": "issue:45216", - "accept": false, - "reason": "Model-loading test failure for GLM-4.7 versus a save_pretrained regression for Qwen3.5; different bugs." + "reason": "Different quantization formats and different load failures." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Gradient checkpointing inefficiency in PEFT LoRA is not the same as checkpointing being disallowed in eval mode." + "reason": "Different gradient-checkpointing issues: inefficiency vs eval-mode restriction." }, { - "left": "issue:44291", - "right": "issue:44756", + "left": "issue:43854", + "right": "issue:45216", "accept": false, - "reason": "Different loading mechanisms and failure modes; not the same underlying issue." + "reason": "Different Qwen/Gemma regressions with different symptoms." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same resize-token-embedding regression; `45292` is the broader version and `45276` is a model-specific manifestation." + "reason": "Same resize_token_embeddings bug; 45292 is the generic form of the same failure." }, { "left": "issue:44743", "right": "issue:44960", "accept": false, - "reason": "Qwen3.5 recurrent-state caching bug and GLM5 issue are unrelated." + "reason": "Unrelated recurrent-state bug vs GLM5 issue." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Checkpointing in eval mode and RLHF gradient explosion via position IDs are different problems." + "reason": "Different gradient-checkpointing and RLHF instability problems." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading failures are unrelated to mmap/OOM behavior." + "reason": "Meta-loading failure vs mmap/OOM workaround request; unrelated." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Save/load `extra_state` handling and mmap/OOM are unrelated." + "reason": "extra_state save/load bug vs mmap/OOM issue." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization breakage and Trainer checkpoint-resume `max_steps` math are different bugs." + "reason": "Custom model initialization regression vs Trainer resume_from_checkpoint step calculation." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression and strict config loading are unrelated." + "reason": "Video-input regression vs strict config loading failure." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same family of `resize_token_embeddings` propagation failures; both point to the same underlying embedding-update bug." + "reason": "Same resize_token_embeddings regression across model families." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Different tokenizer/vocab loading problems for different models." + "reason": "Different tokenizer/model loading issues." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook/custom-model init regression is unrelated to `extra_state` save/load handling." + "reason": "Notebook custom-model init vs save/from_pretrained extra_state handling." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Different Qwen3 MOE-related issues with different failure modes." + "reason": "Different Qwen3 MoE loading problems and likely different code paths." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility is unrelated to the autocast dtype mismatch." + "reason": "Torch compatibility issue vs autocast dtype mismatch; unrelated." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Dtype mismatch under autocast and meta-device loading are distinct bugs." + "reason": "Different model/runtime failures with no shared concrete bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: issue:45292 is the most generic resize_token_embeddings report, and the high-similarity model-specific issues (45276, 45335) are a reasonable narrow duplicate-like subcluster. The other soft-edge calls are conservative rejects rather than overclaims, and the one accepted pair appears mergeable as the same bugfix." + "feedback": "The summary is well grounded in the packet: the two accepted duplicate subclusters are supported by the issue titles (resize_token_embeddings/output_embeddings and lm_head weight-tying), and the remaining soft-edge rejections stay conservative given the different models, triggers, or subsystems. The choice of issue:45292 as the canonical anchor is reasonable because it is the broadest resize_token_embeddings report among the related items." }, "evaluator_used": true, "retried": false, @@ -1905,8 +2085,8 @@ "review_unit_count": 41, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ @@ -1974,8 +2154,8 @@ "issue:43596|issue:44683", "issue:43994|issue:44079", "issue:44589|issue:45084", - "issue:43856|issue:44756", "issue:44671|issue:44991", + "issue:43856|issue:44756", "issue:40990|issue:42947", "issue:43425|issue:44918", "issue:39404|issue:44671", @@ -1990,21 +2170,21 @@ "issue:43425|issue:45161", "issue:43883|issue:44488", "issue:43611|issue:43644", - "issue:44206|issue:44220", "issue:44488|issue:44987", + "issue:44206|issue:44220", "issue:42947|issue:44756", "issue:43716|issue:45084", "issue:34567|issue:40444", "issue:43883|issue:44991" ], - "prepared_review_unit_hash": "258ffcdb95ce7e8211eeb01d1eee372476db5f3682c870d28d3a3010236578bf", + "prepared_review_unit_hash": "d8c846cdf09e707c830f204a83a5cb94c3483a3964216054680ab3b175c9a2fe", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 48, @@ -2019,217 +2199,238 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a single duplicate cluster; it\u2019s a heterogeneous mix of unrelated bugs/regressions across tokenizers, model loading, training, audio, vision, and docs. None of the soft pairs look like the same underlying issue closely enough to merge.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out because the items span many unrelated failure modes and subsystems rather than one shared bug.", + "summary": "This cluster is mostly a set of unrelated issue reports; only the audio-feature pair looks like a plausible duplicate. The rest span different models, subsystems, and failure modes, so I rejected them conservatively.", + "confidence": 0.34, + "canonical_issue_reason": "If forced to pick one issue anchor, 43611 is the best standalone canonical because it is a broad, concrete Transformers v5 regression report and the clearest general triage target among otherwise unrelated issues.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue is appropriate; the cluster is too mixed to represent with one issue.", + "best_issue_reason": "43611 is the strongest issue candidate overall: broad regression wording, clear failure mode, and likely to attract related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Different problems: float8 storage lookup error vs mmap/OOM workaround on Strix Halo." + "reason": "Different problems: a Float8 storage/type error versus an Apple Silicon mmap/OOM workaround." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Both are regressions, but they affect different code paths and model families; no clear shared bug." + "reason": "Unrelated code paths: an isolated reproduction of another issue versus a Qwen3.5 PagedAttentionCache crash." }, { "left": "issue:43931", "right": "issue:44863", "accept": false, - "reason": "Both concern model loading, but one is a Qwen3-VL weight-shape mismatch and the other is NemotronH checkpoint loading." + "reason": "Both are loading failures, but for different models and different symptoms (shape mismatch vs unsupported NemotronH checkpoint loading)." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Unrelated: Whisper pipeline language return vs GPT-OSS quantization fallback." + "reason": "Whisper pipeline language-return regression is unrelated to GPT-OSS MXFP4 quantization fallback." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both involve v5 model loading behavior, but one is base_model_prefix handling and the other is Jupyter/custom-model initialization." + "reason": "Both mention v5 breakage, but one is base_model_prefix loading and the other is custom-model notebook initialization; not the same bug." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Completely different issues: Torch version incompatibility vs image preprocessor/model dtype mismatch." + "reason": "Torch-version incompatibility is not the same as a Mistral-3 image preprocessor dtype mismatch." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Different failures in different areas; no evidence they share the same concrete code path." + "reason": "Different subsystems: Qwen3.5 cache group-type crash versus tokenizer template compilation error." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to Perceiver interpolation at inference time." + "reason": "torch.export/torch_compilable_check failure is unrelated to Perceiver image classification interpolation handling." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both are Qwen-related loading bugs, but the affected models and failure modes differ too much to merge." + "reason": "Both are Qwen3-VL-related, but one is a v5 loading regression and the other is a checkpoint shape mismatch; not clearly the same defect." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs issues, but they refer to different documentation mismatches and task sets." + "reason": "Both are docs-related, but they cover different pipeline API removals and do not look like the same issue." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Different regressions: Qwen video-input handling vs a mask/tensor shape indexing error." + "reason": "A video-input regression for specific VL models is not the same as a generic mask/tensor shape IndexError." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed ZeRO-3 init error is unrelated to compiled flex_attention on newer torch." + "reason": "DeepSpeed ZeRO3/BertModel indexing failure is unrelated to compiled flex_attention on torch>=2.9." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "A bad SigLIP2 output symptom does not clearly match the ModelOutput key-assignment bug." + "reason": "Possible overlap in output handling, but one is a Siglip2 bad-results report and the other is a ModelOutput key-assignment bug; too indirect to merge." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage resolution and template-node compilation are unrelated errors." + "reason": "Float8 storage lookup error and template-node compilation error are unrelated." }, { - "left": "issue:43856", - "right": "issue:44756", + "left": "issue:44671", + "right": "issue:44991", "accept": false, - "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is a platform-specific mmap OOM fix." + "reason": "CamemBERT masked-LM prediction regression and EST-Roberta tokenizer loading failure are different bugs." }, { - "left": "issue:44671", - "right": "issue:44991", + "left": "issue:43856", + "right": "issue:44756", "accept": false, - "reason": "Different v5 regressions: CamemBERT masked-LM behavior vs tokenizer loading for est-roberta." + "reason": "Qwen3 MoE training memory inefficiency is not the same as Strix Halo mmap OOM avoidance." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity regression and gradient-checkpointing/LoRA behavior are not the same bug." + "reason": "High perplexity on GPT-OSS and gradient-checkpointing ineffectiveness with LoRA are different training/evaluation problems." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch compatibility is unrelated to Qwen3.5 embedding unpacking in TRL SFT training." + "reason": "Torch version compatibility is unrelated to Qwen3.5 embedding unpacking in TRL SFTTrainer." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline language output and CamemBERT masked-LM predictions are unrelated." + "reason": "Whisper return_language pipeline regression is unrelated to CamemBERT masked-LM prediction errors." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Both are loading/tokenizer-related, but T5 special-token method conflict is not the same as gguf_file loading breakage." + "reason": "Tokenizer special-token attribute conflict and gguf_file loading breakage are different tokenizer/model-loading bugs." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Tokenizer-loading failures, but for different models and different mechanisms; not one concrete bug." + "reason": "Different tokenizer-loading failures: EST-Roberta incompatible tokenizer loading versus Mistral regex patch crashing on backend_tokenizer access." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast TypeError is unrelated to Whisper pipeline return_language behavior." + "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper pipeline language output." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag regression are separate issues." + "reason": "Apple Silicon caching allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." }, { "left": "issue:43957", "right": "issue:44164", "accept": false, - "reason": "Model loading on meta device and save/from_pretrained extra_state handling are different code paths." + "reason": "Meta-device model loading and save/from_pretrained extra_state handling are distinct failures." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Both touch tokenizer loading, but sleng-bert loading failure and Mistral regex patch crash are not the same bug." + "reason": "Generic model-loading failure for cjvt/sleng-bert and Mistral tokenizer regex patch crash do not look like the same issue." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to Qwen video-input regression." + "reason": "extra_state save/load handling and v5.3.0 video-input regression are unrelated." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression and runtime post-processor update for special tokens are not the same issue." + "reason": "GPT-OSS perplexity issue and runtime special-token post-processor update bug are different concerns." }, { "left": "issue:43425", "right": "issue:45161", "accept": false, - "reason": "Torch version incompatibility is unrelated to GPT-OSS MoE tensor-parallel loading behavior." + "reason": "Torch compatibility is not the same as GPT-OSS MoE tensor-parallel loading behavior." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing all_tied_weights_keys for Molmo is unrelated to sleng-bert model loading." + "reason": "Missing all_tied_weights_keys on MolmoForCausalLM is not the same as a specific tokenizer/model loading failure." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 loading/init regressions, but one is base_model_prefix and the other is non-persistent buffer initialization." + "reason": "Both are Transformers v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffer initialization; too different to merge." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading failures for different checkpoints and versions; no clear shared bug." }, { "left": "issue:44206", "right": "issue:44220", + "accept": true, + "reason": "Both point to the same audio feature-extraction path around _torch_extract_fbank_features; one names the unsupported center argument and the other is the function-level failure report." + }, + { + "left": "issue:42947", + "right": "issue:44756", "accept": false, - "reason": "Likely same audio area, but the titles do not show the same concrete bug or code path strongly enough." + "reason": "LoRA/gradient checkpointing inefficiency is unrelated to Strix Halo mmap OOM mitigation." }, { - "left": "issue:44488", - "right": "issue:44987", + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch and tokenizer template compilation error are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", "accept": false, - "reason": "Different tokenizer/model-loading regressions for different models." + "reason": "TrainerState token-count tracking and Qwen2.5-VL iterable-dataset multi-image failure are unrelated." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Molmo tied-weights metadata issue is unrelated to est-roberta tokenizer loading." + "reason": "Molmo tied-weights attribute error and EST-Roberta tokenizer loading failure are different model-specific problems." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The one accepted soft pair (44206/44220) is plausibly the same audio feature-extraction bug, while the rest are reasonably rejected as different models, subsystems, or failure modes. The issue-anchor choice is also defensible from the titles alone." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2241,8 +2442,8 @@ "review_unit_count": 41, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ @@ -2304,10 +2505,10 @@ "issue:43452|issue:43482", "issue:43262|issue:43377", "issue:42915|issue:44530", - "issue:44849|issue:45325", "issue:39404|issue:43825", - "issue:36032|issue:43645", + "issue:44849|issue:45325", "issue:45084|issue:45507", + "issue:36032|issue:43645", "issue:43404|issue:44466", "issue:44987|issue:44991", "issue:43646|issue:44534", @@ -2316,8 +2517,8 @@ "issue:43645|issue:44534", "issue:44403|issue:45081", "issue:43322|issue:43540", - "issue:45216|issue:45357", "issue:44451|issue:45081", + "issue:45216|issue:45357", "issue:44220|issue:44683", "issue:44265|issue:44610", "issue:43632|issue:44756", @@ -2330,20 +2531,20 @@ "issue:44479|issue:45325", "issue:42915|issue:44291" ], - "prepared_review_unit_hash": "dda1340949a4c492643de151a1b544abdc1296aec732aa7eb5bec6561403ad62", + "prepared_review_unit_hash": "bb80ec6f68a65719b93adc4c505c7895e0acfdd9aff0b43b558081fe49988893", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 37382, + "serialized_chars": 37381, "estimated_input_tokens": 9346, "estimated_eval_tokens": 18948 }, @@ -2352,237 +2553,225 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs across different models/features; there is no broad duplicate family. The only strong near-duplicate pair is the Qwen3.5 save_pretrained regression report and its follow-up about incorrect visual encoder keys.", - "confidence": 0.86, - "canonical_issue_reason": "Issue #45216 is the best canonical issue: it describes the broader Qwen3.5 save_pretrained regression since 5.4.0, and #45357 reads like a narrower follow-up on the same checkpoint-serialization bug.", + "summary": "Mostly a loose cluster of Transformers v5/v5.x regression reports. A few pairs look like true duplicates, but most are only broadly related by subsystem or model family. I\u2019ve tightened the tokenizer-loading call: 44987/44991 is related, but not conservative enough to mark duplicate from the packet evidence alone.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43646 is still the best umbrella representative: it\u2019s a broad, user-facing v5 regression around custom model initialization, making it a reasonable anchor for the mixed initialization/loading subgroup.", "canonical_pr_reason": null, - "best_issue_reason": "#45216 is the strongest representative overall because it is a clear regression report with a concrete API and model family, and it likely subsumes the more specific #45357 report.", + "best_issue_reason": "issue:43646 is the strongest single issue to keep as the cluster anchor because it is broad, concrete, and representative of the v5 regression flavor in this set, unlike the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 initialization-related, but one is about non-persistent buffers and the other about custom model init; different failure modes." + "reason": "Related v5 initialization regressions, but the symptoms differ: non-persistent buffer junk vs custom model initialization." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Different subsystems and errors: AutoConfig/trust_remote_code field loss vs Qwen3.5 paged attention cache group-type failure." + "reason": "Different code paths and failures: missing AutoConfig fields with trust_remote_code versus a PagedAttentionCache/linear_attention crash." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are tokenizer/model load failures, but for different models and likely different root causes." + "reason": "Both are tokenizer-loading failures, but they target different models and the packet does not show a shared root cause." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Unrelated code paths: torch dynamo grouped_mm tracing in Mixtral vs a template-node compilation error." + "reason": "Unrelated failures: grouped_mm tracing in Mixtral versus a non-template-node compilation TypeError." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Different loading paths: dequantized device_map auto-offload vs GGUF loading on Qwen2.5." + "reason": "Both involve loading, but one is dequantized device-map offload and the other is a Qwen2.5-GGUF/v5 load failure." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer special-token conflict and Qwen3-MoE FP8 config failure are unrelated." + "reason": "Tokenizer add_special_tokens conflict versus Qwen3Moe FineGrainedFP8Config failure; clearly different bugs." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both involve GGUF, but one is a broad gguf_file API breakage and the other is a specific Qwen2.5-GGUF v5 failure." + "reason": "Both mention GGUF/loading, but the failures are different concrete bugs and the packet gives no shared root cause." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio processor sampling-rate default bug vs MIMI batch-vs-single padding-mask mismatch are distinct issues." + "reason": "Different components and behavior: audio chat-template sampling-rate default vs MIMI encoder padding-mask inconsistency." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Different Qwen3-family bugs: FP8 config loading vs paged-attention cache group-type handling." - }, - { - "left": "issue:44849", - "right": "issue:45325", - "accept": false, - "reason": "Both are Qwen3/Qwen2.5-VL regressions, but one is about output_hidden_states and the other about rope/temporal position scaling." + "reason": "Different Qwen-family failures with different mechanisms: FP8 config handling versus invalid group type in PagedAttentionCache." }, { "left": "issue:39404", "right": "issue:43825", "accept": false, - "reason": "Whisper return_language pipeline behavior and a translation-task error message issue are not the same bug." + "reason": "Both are pipeline-related, but one is Whisper return_language behavior and the other is an error-message regression." }, { - "left": "issue:36032", - "right": "issue:43645", + "left": "issue:44849", + "right": "issue:45325", "accept": false, - "reason": "Tokenizer method conflict vs notebook custom-model initialization regression; different failures." + "reason": "Different Qwen model families and different bugs: output_hidden_states behavior versus still-image rope-index scaling." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "A template compilation error is not the same as GraniteMoEHybrid calling an invalid method." + "reason": "Distinct failures: template compilation TypeError versus GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token conflicts are unrelated to notebook-based custom model initialization failures." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both concern tied weights, but one is a model not tying lm_head at all and the other is inconsistent serialization by device." + "reason": "Related to tied weights, but one is a specific Mistral3 tie bug and the other is inconsistent serialization by device." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer load failures, but they target different model repositories and likely different causes." + "reason": "The packet only shows broad tokenizer-loading similarity across different models (physical-intelligence/fast vs EMBEDDIA/est-roberta), not enough evidence of the same underlying bug." }, { "left": "issue:43646", "right": "issue:44534", - "accept": false, - "reason": "Custom model init breakage and non-persistent buffer junk are separate v5 regressions." + "accept": true, + "reason": "These describe the same v5 regression about non-persistent buffers being filled with junk, with slightly different wording/version framing." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different model/input mismatches: SigLIP2 nonsensical outputs vs OmDet-Turbo processor size mismatch." + "reason": "Different problems: nonsensical SigLIP2 outputs versus an OmDet-Turbo processor/model size mismatch." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI padding-mask batch inconsistency and DAC STE mismatch are different audio-model bugs." + "reason": "Different audio/codec bugs: missing padding-mask support in MIMI versus DAC.from_latents not matching forward due to missing STE." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Notebook custom model initialization and non-persistent buffer serialization are not the same code-path issue." + "reason": "Custom model initialization in notebooks is a different bug from the non-persistent buffer initialization regression." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Noise in transformer loading is unrelated to a Mistral regex patch crash." + "reason": "One is vague loading noise/logging; the other is a concrete Mistral regex patch crash from missing backend_tokenizer." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different multimodal model failures: Llava Next segfault vs Qwen3OmniMoe video processing ValueError." - }, - { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Same model family and same save_pretrained regression; #45357 is a narrower manifestation of the checkpoint serialization bug reported in #45216." + "reason": "Both affect vision/video loading, but one is a Llava Next segmentation fault and the other is a Qwen3OmniMoe video ValueError." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Unrelated model-loading failure and Mistral tokenizer regex patch crash." + "reason": "Different models and failure modes: ScandiBERT tokenizer load failure versus Mistral regex patch crash." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression, with the later issue reporting the continued incorrect visual encoder key serialization." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction issue and torch>=2.9 flex_attention compilation failure are unrelated." + "reason": "Different low-level failures: _torch_extract_fbank_features versus compiled flex_attention on torch>=2.9." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export with torch_compilable_check is unrelated to an image-size processor bug." + "reason": "torch.export with torch_compilable_check is unrelated to the OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized regression and Strix Halo mmap OOM are unrelated." + "reason": "One is a v5 internal flag regression; the other is mmap OOM avoidance on Strix Halo." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3-MoE FP8 loading and template compilation errors are unrelated." + "reason": "Qwen3Moe FP8 config failure is unrelated to the template compilation TypeError." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Tokenizer load error messaging and Apple Silicon allocator warmup TypeError are unrelated." + "reason": "Bad AutoTokenizer error messaging for Voxtral versus an Apple Silicon TypeError in caching_allocator_warmup; unrelated." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Tokenizer load failure for a specific model and Mistral regex patch crash are different bugs." + "reason": "Tokenizer load failure for EMBEDDIA/est-roberta is unrelated to the Mistral regex patch crash." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Tied-lm_head bug in Mistral3ForConditionalGeneration is distinct from LoRA merge collapse with extended vocab." + "reason": "Both involve tied weights, but one is a missing tie in Mistral3ForConditionalGeneration and the other is LoRA merge collapse with extended vocabulary." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window behavior are unrelated." + "reason": "PaddleOCR-VL load failure in vLLM and a Qwen3-MoE sliding_window issue are distinct model/runtime bugs." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken special-argument duplication and tokenizer load failure for EMBEDDIA/est-roberta are different issues." + "reason": "AddedToken special-argument conflict is a tokenizer construction bug, not the same as the est-roberta tokenizer loading regression." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both touch Qwen vision/video positioning, 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:44530", - "right": "issue:45084", - "accept": false, - "reason": "Qwen3.5 PagedAttentionCache group-type failure is unrelated to a template-node compilation error." - }, - { - "left": "issue:44987", - "right": "issue:45081", - "accept": false, - "reason": "Different model-load failures with no shared concrete code path." + "reason": "Both are Qwen visual/video regressions, but they describe different concrete bugs." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "Different tied-weight-related symptoms and different triggers; not safe to merge as duplicates." + "reason": "FineGrainedFP8Config failure and unexpected _is_hf_initialized during init_empty_weights are different initialization paths and errors." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted near-duplicate, #45216/#45357, is plausibly the same Qwen3.5 save_pretrained regression family. The rejected soft-edge pairs are mostly justified by clearly different models, APIs, or failure modes, and I don\u2019t see any overstatement that would require rejection." + "accept": false, + "feedback": "Overall summary is reasonable, but the soft-edge verdict for issue:44987 vs issue:44991 is too assertive for the packet. The two issues are about different models (physical-intelligence/fast vs EMBEDDIA/est-roberta) and the packet does not provide evidence they share the same root cause, only that both are tokenizer-loading failures. That is broad relatedness, not a conservative duplicate call. Because of that overstatement, I can\u2019t accept the cluster as reviewed." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2651,21 +2840,21 @@ ], "soft_pairs": [ "issue:40990|issue:44811", - "issue:43611|issue:44534", "issue:36032|issue:43742", + "issue:43611|issue:44534", "issue:43317|issue:43856", "issue:42915|issue:44589", "issue:40444|issue:45325", - "issue:43632|issue:44534", "issue:43531|issue:44877", + "issue:43632|issue:44534", "issue:44683|issue:45020", "issue:43421|issue:44568", - "issue:43818|issue:45357", "issue:36032|issue:41720", + "issue:43818|issue:45357", "issue:43425|issue:44403", "issue:43792|issue:44589", - "issue:44829|issue:45479", "issue:44403|issue:44991", + "issue:44829|issue:45479", "issue:33666|issue:40444", "issue:44079|issue:44534", "issue:43377|issue:45491", @@ -2675,8 +2864,8 @@ "issue:43749|issue:44079", "issue:43644|issue:44079", "issue:44079|issue:45072", - "issue:43632|issue:45072", "issue:44265|issue:45072", + "issue:43632|issue:45072", "issue:43531|issue:44291", "issue:40444|issue:45381", "issue:42175|issue:43296", @@ -2686,14 +2875,14 @@ "issue:43881|issue:44488", "issue:43828|issue:44683" ], - "prepared_review_unit_hash": "a74d6d537c4768d94e492a642dccf89c1a42aee9aa5d23444189330094d8622f", + "prepared_review_unit_hash": "7233caba22fc3362737a614b6436a733106431443a0a9142dc670c82494a1452", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 48, @@ -2708,229 +2897,214 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issue reports with only superficial overlap in model family or Transformers version. I found no strong duplicate cluster; the broadest regression tracker is `issue:45020`.", - "confidence": 0.87, - "canonical_issue_reason": "No single issue is a clear duplicate hub; the set spans many distinct bugs. If one issue must anchor the cluster, `issue:45020` is the broadest open regression report about recent Transformers versions breaking `remote_code` models.", + "summary": "Mostly a heterogeneous cluster of unrelated Transformers/model-loading regressions. The only clear duplicate-like subclusters are the Transformers v5 _is_hf_initialized/init_empty_weights reports and the Qwen2.5-VL position-id regression reports; most other soft edges should be rejected.", + "confidence": 0.77, + "canonical_issue_reason": "Among the near-duplicates, issue 43632 is the clearest canonical for the _is_hf_initialized/init_empty_weights regression; however, the overall cluster is too mixed for one true canonical issue to cover everything.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45020` is the best representative issue because it is broad, open, and describes a real cross-model regression theme rather than a model-specific symptom.", + "best_issue_reason": "Issue 45020 is the broadest umbrella for the overall theme of recent-version breakages, but it is still not a clean duplicate of most items in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Completely different problems: GPT-OSS perplexity vs Whisper batch_decode special-token handling." + "reason": "Different models and failures: perplexity on GPT-OSS vs Whisper decode behavior." }, { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:36032", + "right": "issue:43742", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is `base_model_prefix` loading and the other is non-persistent buffer initialization; different code paths." + "reason": "Tokenizer init conflict vs MobileLLM loading key error; unrelated code paths." }, { - "left": "issue:36032", - "right": "issue:43742", + "left": "issue:43611", + "right": "issue:44534", "accept": false, - "reason": "T5 tokenizer method-name conflict vs MobileLLM-125M key error are unrelated failures." + "reason": "Both are Transformers v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer corruption." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Dequantized model offload loading issue vs Qwen3 MoE training memory usage; not the same bug." + "reason": "Device-map/offload loading bug vs Qwen3 MoE training memory usage; not the same bug." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Both mention FP8/float8, but one is Qwen3Moe FineGrainedFP8Config failure and the other is a storage-object lookup error; different underlying issues." + "reason": "Both involve float8/quantization-adjacent failures, but the reported symptoms and likely code paths differ." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Qwen2.5-VL multi-image finetuning failure vs still-image temporal position-id scaling bug; different symptoms and paths." + "reason": "Both are Qwen2.5-VL, but one is multi-image IterableDataset training and the other is position-id scaling for still images." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "`_is_hf_initialized` flag regression is separate from junk-filled non-persistent buffers." + "reason": "Qwen3-MoE sliding-window behavior vs strict config loading for granite_speech are unrelated." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "Qwen3-MoE sliding window issue and granite_speech strict-config loading are unrelated." + "reason": "Different regressions: _is_hf_initialized/init_empty_weights versus junk-filled non-persistent buffers." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is unrelated to remote_code loading regressions." + "reason": "Torch >=2.9 compiled flex_attention failure is separate from recent-version remote_code loading breakage." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime special-token post-processor refresh vs missing BOS/EOS insertion are related to tokenizers broadly but not the same concrete bug." + "reason": "Both tokenizer-related, but one is runtime post-processor updating and the other is add_special_tokens behavior." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:36032", + "right": "issue:41720", "accept": false, - "reason": "Video-LLaVA weight/temporal-attention bug vs Qwen3.5 save_pretrained key regression are unrelated." + "reason": "Tokenizer attribute conflict vs Qwen3 device-mapping cuda assert; no shared bug." }, { - "left": "issue:36032", - "right": "issue:41720", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "Tokenizer class-name conflict vs Qwen3 auto device-map cuda assert are unrelated." + "reason": "Video-LLaVA tower/weights issue and Qwen3.5 save_pretrained key regression are distinct." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 compatibility problem vs loading noise/verbosity issue." + "reason": "Torch version compatibility vs loading noise; not the same underlying problem." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure vs float8 storage lookup error; different failure modes." + "reason": "Whisper runtime failure and float8 storage lookup error are unrelated." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:44403", + "right": "issue:44991", "accept": false, - "reason": "FlashAttention-3 training degeneration and zero-loss single-label classification are both training issues but have different causes." + "reason": "Generic loading noise vs tokenizer loading failure for EMBEDDIA/est-roberta; different issues." }, { - "left": "issue:44403", - "right": "issue:44991", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "Loading noise vs tokenizer loading failure for a specific model are unrelated." + "reason": "Both concern degenerate classification behavior, but the triggers and failure modes differ." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL multi-image dataset failure are separate problems." + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL multi-image dataset loading are different requests/failures." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment bug is unrelated to buffer initialization regression." + "reason": "ModelOutput key assignment bug vs non-persistent buffer junk are unrelated." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both involve batching, but MIMI padding-mask outputs and Gemma3 NaN embeddings are different model-specific bugs." + "reason": "Both mention batching/padding, but MIMI encoder mask support and Gemma3 NaN embeddings are different code paths." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to Qwen2.5-VL multi-image finetuning." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image IterableDataset failure." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and missing `pad_token_id` on Llama4Config are different loader issues." + "reason": "Qwen2.5-GGUF loading and Llama4Config pad_token_id are separate model/config regressions." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected `_is_hf_initialized` argument during init_empty_weights is a different regression from float8 storage lookup failure." + "reason": "init_empty_weights/_is_hf_initialized TypeError is unrelated to Float8 storage resolution." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are unrelated." + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are different subsystems." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer junk regression is unrelated to ModelOutput key handling." + "reason": "Non-persistent buffer initialization and ModelOutput key handling are not the same bug." }, { "left": "issue:44079", "right": "issue:45072", "accept": false, - "reason": "ModelOutput key assignment bug is unrelated to bfloat16 dtype mismatch in inference." + "reason": "ModelOutput key assignment and bfloat16 dtype mismatch are unrelated failures." }, { - "left": "issue:43632", + "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "`_is_hf_initialized` regression is unrelated to dtype mismatch in bfloat16 inference." + "reason": "torch.export / torch_compilable_check failure is separate from bfloat16 inference dtype mismatches." }, { - "left": "issue:44265", + "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "torch.export / `torch_compilable_check` failure is unrelated to bfloat16 dtype mismatch." + "reason": "_is_hf_initialized/init_empty_weights regression is not the same as the bfloat16 dtype mismatch report." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window issue and `_is_hf_initialized` init_empty_weights error are unrelated." + "reason": "Qwen3-MoE sliding_window bug and init_empty_weights/_is_hf_initialized bug are unrelated." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Multi-image prompt finetuning failure vs video `vision_position_ids` bug are different Qwen2.5-VL issues." + "reason": "Both are Qwen2.5-VL vision issues, but multi-image training and video position-id computation are different bugs." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backend dependency issue vs PaddleOCR-VL load failure are unrelated." + "reason": "Missing TensorFlow extra dependency and PaddleOCR-VL loading in vLLM are unrelated package/model issues." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto device-map assert and Mistral tokenizer regex patch crash are different subsystems." + "reason": "Qwen3 auto device mapping cuda assert and Mistral tokenizer regex patch crash are unrelated." }, { "left": "issue:45325", "right": "issue:45381", - "accept": false, - "reason": "Both are Qwen2.5-VL position-id complaints, but one is still-image temporal scaling and the other is video `vision_position_ids`; not clearly the same bug." - }, - { - "left": "issue:43611", - "right": "issue:43646", - "accept": false, - "reason": "Both are Transformers v5 loading regressions, but `base_model_prefix` handling and custom model initialization are different concrete failures." - }, - { - "left": "issue:43881", - "right": "issue:44488", - "accept": false, - "reason": "glm-4v-9b loading failure and `cjvt/sleng-bert` tokenizer loading failure are unrelated." - }, - { - "left": "issue:43828", - "right": "issue:44683", - "accept": false, - "reason": "Autocast dtype mismatch for Phi-tiny-MoE is unrelated to compiled flex_attention on torch>=2.9." + "accept": true, + "reason": "Both describe the same Qwen2.5-VL position-id computation regression in transformers 5.3.0, affecting still-image and video paths." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. Most soft edges are rejected for distinct symptoms/code paths, and the only accepted duplicate pair (45325/45381) is reasonably supported by the shared Qwen2.5-VL position-id regression theme." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2942,8 +3116,8 @@ "review_unit_count": 41, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ @@ -3022,8 +3196,8 @@ "issue:39692|issue:40444", "issue:43749|issue:44534", "issue:43296|issue:44991", - "issue:44466|issue:45357", "issue:43296|issue:44877", + "issue:44466|issue:45357", "issue:43792|issue:44683", "issue:43454|issue:43720", "issue:41720|issue:43322", @@ -3032,238 +3206,238 @@ "issue:44423|issue:45406", "issue:44186|issue:45072" ], - "prepared_review_unit_hash": "6f58512e03ff2b1dd73dc05e0ca664e3e5faa7eb47a64a8df2a8c5ad508ba9e9", + "prepared_review_unit_hash": "ff6b1336dc6880ec37d0e8f5970c02b974d1abe904b45df7be534b662c318f5b", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37954, - "estimated_input_tokens": 9489, - "estimated_eval_tokens": 19234 + "serialized_chars": 37965, + "estimated_input_tokens": 9492, + "estimated_eval_tokens": 19240 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose bundle of unrelated model-loading, serialization, processor, and quantization regressions; there is no clear duplicate core, so I treated it as a weak thematic cluster rather than a true same-bug set.", - "confidence": 0.64, - "canonical_issue_reason": "issue:43957 is the broadest representative: a general transformers 5.x meta-device loading regression affecting multiple models, which best matches the cluster\u2019s overall loading/offload theme.", + "summary": "This cluster is mostly a set of unrelated closed issues spanning model loading, quantization/offload, multimodal processors, and serialization regressions. I don\u2019t see any true duplicate pair among the soft candidates, so all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a clear duplicate anchor for the cluster; if one must be chosen, issue 43606 is the most concrete and narrowly scoped reproducible failure (device mismatch during CPU offload).", "canonical_pr_reason": null, - "best_issue_reason": "issue:43957 is the best global representative because it captures the widest cross-model loading failure pattern among the issues shown.", + "best_issue_reason": "Issue 43606 is the strongest representative because it describes a specific runtime failure with a clear code path and environment trigger, making it the cleanest candidate to anchor triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Both touch vision model usage, but one is a SigLIP2 docs/example mismatch and quantization failure while the other is a Perceiver resolution issue; different bugs." + "reason": "Both touch vision model behavior, but one is a SigLIP2 pipeline/output quality report and the other is a Perceiver resolution/interpolate_pos_encoding failure; different models and failure modes." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention tied lm_head weights, but one is a model-specific failure to tie weights and the other is a device-dependent serialization inconsistency; not the same concrete bug." + "reason": "Both mention tied lm_head weights, but one is AyaVision-specific missing tying and the other is device-dependent save_pretrained serialization; related theme, not the same bug." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both are memory/OOM reports, but they involve different models and different failure modes; too broad to merge." + "reason": "One is int4 quantization memory growth/OOM in Transformers 5.x, the other is Sam3Video CUDA OOM; no shared concrete code path." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different model families and different root causes: FP8 config failure vs GGUF loading on v5." + "reason": "Different problems: FineGrainedFP8Config failure for Qwen2.5-Moe versus GGUF loading failure for Qwen2.5 in v5." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper runtime failure is not the same concrete issue as the general meta-device loading regression, even if both concern loading." + "reason": "Whisper runtime failure and meta-device loading regression are distinct issues with different triggers and model paths." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "Unrelated bugs: BeitImageProcessorFast label reduction vs missing all_tied_weights_keys on Molmo." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Molmo missing all_tied_weights_keys." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint key mismatch and Qwen2.5-VL rope-index scaling are different code paths." + "reason": "Checkpoint key mismatch during resume is unrelated to Qwen2.5-VL rope/index temporal scaling." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sample-rate handling and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Audio chat template sampling-rate default and GraniteSpeech PEFT checkpoint loading are different subsystems and failures." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both concern offload/quantization broadly, but one is dequantized model loading with device_map=auto and the other is generic offloading behavior; not the same bug." + "reason": "Both involve offload/quantization, but one is dequantized model loading with device_map=auto and the other is a broader offloading regression; not the same bug." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are different features and failures." + "reason": "BarkProcessor voice_preset is unrelated to progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized and strict granite_speech config loading are distinct regressions." + "reason": "Unexpected _is_hf_initialized argument from init_empty_weights is unrelated to strict config rejection for granite_speech." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Different artifacts and failure modes: glm-4v-9b load failure vs tokenizer loading failure for est-roberta." + "reason": "Different components entirely: glm-4v-9b model loading versus tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch and torch.export.export failing on torch_compilable_check are unrelated." + "reason": "CPU offload device mismatch is not the same as torch.export/export failing on torch_compilable_check." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer padding/truncation crash is not the same as export-time torch_compilable_check failure." + "reason": "Tokenizer crash on NER/padding is unrelated to export-time torch_compilable_check failures." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Bark offload device mismatch and DAC.from_latents vs forward mismatch are different bugs." + "reason": "Device mismatch during offload and DAC.from_latents mismatch with missing STE are different code paths and different models." }, { "left": "issue:43632", "right": "issue:44164", "accept": false, - "reason": "Both are v5 loading/saving regressions, but one is the _is_hf_initialized flag and the other is extra_state handling; different code paths." + "reason": "_is_hf_initialized flag breakage and save/from_pretrained extra_state handling are separate serialization/regression issues." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with caches and Qwen3 auto device mapping cudaErrorAssert are unrelated." + "reason": "Progressive generation inputs_embeds issue is unrelated to Qwen3 auto device mapping cudaErrorAssert." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Missing padding-mask support in MIMI and SigLIP2 doc/example errors are unrelated." + "reason": "MIMI batched-vs-single padding-mask bug is unrelated to Perceiver image resolution handling." }, { "left": "issue:44610", "right": "issue:45325", "accept": false, - "reason": "Processor output-size bug and Qwen2.5-VL temporal rope scaling are different issues." + "reason": "OmDet-Turbo processor/model size mismatch is unrelated to Qwen2.5-VL rope index temporal scaling." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Both are multimodal preprocessing problems, but one is batched-vs-single encoder output mismatch and the other is an image-size mismatch; not the same bug." + "reason": "Different models and failures: MIMI padding-mask output divergence versus OmDet-Turbo processor resolution mismatch." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Tied-weight serialization and bfloat16 dtype mismatch are different failure classes." + "reason": "AyaVision lm_head tying/serialization is unrelated to dtype mismatches in SwitchTransformers and TimmWrapperModel." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight tying bug and torch.compile SDPA failure are unrelated." + "reason": "Tied lm_head weights bug is unrelated to Bamba-9B-v2 torch.compile SDPA failure." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Different models and different problems: SigLIP2 docs/example errors vs Qwen2.5-VL multi-image finetuning failure." + "reason": "SigLIP2 doc example errors and Qwen2.5-VL finetuning with IterableDataset are both multimodal, but they are different bugs with different roots." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are separate v5 regressions." + "reason": "FSDP_CPU_RAM_EFFICIENT_LOADING breakage and non-persistent buffer junk in v5 are separate loading/state-management regressions." }, { "left": "issue:43296", "right": "issue:44991", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM and tokenizer loading failure for est-roberta are unrelated." + "reason": "PaddleOCR-VL vLLM load failure is unrelated to tokenizer loading for EMBEDDIA/est-roberta." }, { - "left": "issue:44466", - "right": "issue:45357", + "left": "issue:43296", + "right": "issue:44877", "accept": false, - "reason": "lm_head serialization inconsistency and Qwen3.5 visual encoder key saving are different save_pretrained bugs." + "reason": "PaddleOCR-VL loading failure and strict granite_speech config rejection are not the same issue." }, { - "left": "issue:43296", - "right": "issue:44877", + "left": "issue:44466", + "right": "issue:45357", "accept": false, - "reason": "PaddleOCR-VL model loading and granite_speech strict config parsing are different problems." + "reason": "Both concern serialization, but one is lm_head weight tying/device dependence and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained." }, { "left": "issue:43792", "right": "issue:44683", "accept": false, - "reason": "Whisper loading/runtime failure and compiled flex_attention on torch>=2.9 are unrelated." + "reason": "Whisper-large-v2 runtime failure is unrelated to compiled flex_attention breaking on torch >= 2.9." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "lm_head tying/serialization and BitNet packed-weight unpacking are different code paths." + "reason": "AyaVision tied-weight bug is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto device-mapping assert and Llava Next segfault are different model-loading failures." + "reason": "Qwen3 auto device mapping cudaErrorAssert and Llava Next segmentation fault are distinct runtime failures." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Auto device mapping cudaErrorAssert and flash-attention generation failure are distinct bugs." + "reason": "Auto device mapping assert and flash-attention generation failure affect different code paths and symptoms." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Mistral3 lm_head tying and Qwen3.5 visual encoder key serialization are different model-specific issues." + "reason": "Mistral3 lm_head tying bug is unrelated to Qwen3.5 visual encoder key serialization." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Serve-time multimodal crash with a string .to() call and Gemma4Processor missing _tokenizer are not the same failure." + "reason": "Continuous-batching crash from multimodal input handling is unrelated to Gemma4Processor missing _tokenizer." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash on padding/truncation and bfloat16 dtype mismatch are unrelated." + "reason": "Tokenizer/padding crashes and bfloat16 dtype mismatches are different bugs in different layers." } ] }, @@ -3282,8 +3456,8 @@ "review_unit_count": 41, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ @@ -3337,8 +3511,8 @@ ], "soft_pairs": [ "issue:34567|issue:40990", - "issue:43873|issue:44756", "issue:43526|issue:43881", + "issue:43873|issue:44756", "issue:43577|issue:43708", "issue:42617|issue:42915", "issue:44877|issue:44991", @@ -3349,8 +3523,8 @@ "issue:36331|issue:42915", "issue:36331|issue:42617", "issue:42994|issue:43482", - "issue:43316|issue:44913", "issue:44671|issue:44743", + "issue:43316|issue:44913", "issue:42915|issue:43317", "issue:43550|issue:43606", "issue:41720|issue:42617", @@ -3358,8 +3532,8 @@ "issue:44292|issue:44479", "issue:41720|issue:45161", "issue:44186|issue:44361", - "issue:43388|issue:45059", "issue:43540|issue:43782", + "issue:43388|issue:45059", "issue:41720|issue:43873", "issue:45406|issue:45464", "issue:42915|issue:43322", @@ -3370,14 +3544,14 @@ "issue:41720|issue:43746", "issue:43606|issue:43720" ], - "prepared_review_unit_hash": "7e7479c677752f9390a0819da3ef5b10ef9cacf3bb84b0ea420eed3383b5a920", + "prepared_review_unit_hash": "2d58c681a32653a20e996bcc7df5b1c7cdad34e98e406a0c52c3a5e4762dbc54", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 47, @@ -3392,213 +3566,213 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformer bugs across different models and subsystems. Only one clear duplicate pair stands out: the Qwen2_5_VLProcessor batched-input crash with padding=False.", - "confidence": 0.96, - "canonical_issue_reason": "issue:44545 is the best canonical issue: it is the cleaner, more explicit report of the same Qwen2_5_VLProcessor batched-input/padding=False crash as 44514, and it has slightly more inbound discussion.", + "summary": "This cluster is still mostly heterogeneous. The only strong link is the very close near-duplicate pair 44514/44545 about `Qwen2_5_VLProcessor.apply_chat_template` crashing on batched input with `padding=False`; the rest are unrelated bugs or at most broad-theme matches.", + "confidence": 0.87, + "canonical_issue_reason": "No single cluster-wide canonical issue is justified because the items span many unrelated bugs. If one issue must anchor the cluster, 44514 is the best representative for the close 44514/44545 near-duplicate pair: it is earlier and has the clearer title/body for the shared batched-input crash.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the strongest representative issue in this set because it is a clear duplicate target with the most complete wording and references.", + "best_issue_reason": "44514 is the best issue to represent the only strong duplicate-like pair in the cluster because 44545 is a very close near-duplicate of it, and 44514 is the earlier, cleaner report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Unrelated bugs: TrainerState token counting vs GPT-OSS perplexity regression." + "reason": "Different subsystems and failure modes: TrainerState token accounting vs perplexity evaluation." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "Both mention memory/offload, but one is quantization offloading behavior and the other is mmap/OOM on Strix Halo; different root causes." + "reason": "Unrelated model/component bugs: BeitImageProcessor label reduction vs glm-4v load failure." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "Different models and failures: BeitImageProcessorFast label reduction vs glm-4v-9b load failure." + "reason": "Both mention offload/memory, but the concrete bugs differ: quantized offloading behavior vs mmap OOM mitigation." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Blip2 dtype propagation bug vs Trainer checkpoint resume/max_steps calculation; unrelated." + "reason": "Different areas entirely: BLIP2 dtype propagation vs trainer resume/max_steps calculation." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py runtime issue vs Qwen3Moe FineGrainedFP8Config failure; not the same bug." + "reason": "No shared code-path problem; one is a parallel script failure and the other a Qwen3Moe FP8 config issue." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Config-loading strictness for granite_speech vs tokenizer loading failure for est-roberta on v5; different code paths." + "reason": "Both are loading/config issues, but for different components and models; not the same bug." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Different failures: Bamba torch.compile with SDPA vs BitNet packed-weight unpacking during accelerate loading." + "reason": "Different concrete failures: torch.compile with SDPA in Bamba vs packed-weight unpacking during accelerate loading in BitNet." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are image-size/preprocessing mismatches, but for different models and mechanisms; not the same concrete bug." + "reason": "Both involve image sizing, but the affected models and failure mechanisms differ too much to be the same bug." }, { "left": "issue:44479", "right": "issue:44918", "accept": false, - "reason": "Both touch Qwen models, but one is a video-input regression and the other is TRL SFT unpacking of embeddings." + "reason": "Different regressions: video-input handling in Qwen multimodal models vs input-embedding unpacking with TRL SFT trainer." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash vs OmDet-Turbo image size mismatch; unrelated." + "reason": "Tokenizer batching/padding crash vs processor output size mismatch; not the same issue." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "CustomTrainer compute_loss signature mismatch vs Qwen3Moe FP8 load failure; unrelated." + "reason": "CustomTrainer signature regression vs Qwen3Moe FP8 loading failure." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "CustomTrainer keyword-arg regression vs 3d_parallel.py runtime issue; unrelated." + "reason": "No shared underlying bug; trainer API change vs 3d_parallel script failure." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure vs Qwen2.5-GGUF loading failure; both are quantization-related but not the same bug." + "reason": "Both touch quantization/serialization, but one is saving quantized models and the other is loading GGUF under v5." }, { - "left": "issue:43316", - "right": "issue:44913", + "left": "issue:44671", + "right": "issue:44743", "accept": false, - "reason": "Different config regressions in different models: Gemma3TextConfig API mismatch vs GPTNeoX rotary_pct reload issue." + "reason": "Masked-LM prediction regression vs recurrent-state reset in modular_qwen3_5 cache handling." }, { - "left": "issue:44671", - "right": "issue:44743", + "left": "issue:43316", + "right": "issue:44913", "accept": false, - "reason": "CamemBERT masked LM regression vs Qwen3.5 modular recurrent-state reset bug; unrelated." + "reason": "Both are config serialization discrepancies, but for different config fields and model families." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3Moe FP8 failure vs device_map=auto dequantized-model offload failure; different code paths." + "reason": "Both involve loading/offload, but one is FP8 Qwen3Moe and the other is dequantized GPU+CPU offload." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Different load/compile problems on different models; no shared concrete bug." + "reason": "Device/runtime problems in different models and paths; not the same failure." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert vs 3d_parallel.py issue; unrelated." + "reason": "Different model/runtime issues: auto device mapping cuda assert vs inability to run a parallel script." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior vs StableLmConfig missing pad_token_idx after v5 update; unrelated." + "reason": "Different model/config bugs with no shared code-path." }, { "left": "issue:44292", "right": "issue:44479", "accept": false, - "reason": "Different Qwen model families and failures: NVFP4 run error vs video input regression." + "reason": "Distinct Qwen problems: NVFP4 runtime error vs video-input regression." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both involve parallelism on MoE models, but the affected model and failure mode are different; not a single underlying bug." + "reason": "Both mention GPT/Qwen MoE, but one is auto device mapping on A800 and the other is tensor-parallel support for GPT-OSS MoE." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer issues in different models; no concrete shared code path." + "reason": "Tokenizer batching crash vs MLuke task AttributeError; unrelated." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:43540", + "right": "issue:43782", "accept": false, - "reason": "Metric gathering label-truncation bug vs SAM3 text/box behavior; unrelated." + "reason": "Different multimodal Qwen failures and different code paths." }, { - "left": "issue:43540", - "right": "issue:43782", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "Qwen3OmniMoe video-processing error vs Qwen3VL weight_only load error; different failure points." + "reason": "Metric gathering bug vs SAM3 PCS text/bbox behavior; unrelated." }, { "left": "issue:41720", "right": "issue:43873", "accept": false, - "reason": "Both mention device/offload concerns, but one is auto device mapping CUDA assert and the other is quantization offloading; not the same bug." + "reason": "Different bugs despite both involving loading/placement; no shared concrete code-path." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve vs Qwen3.5 streaming chat/completions failure; different issues." + "reason": "Different components: serve-time Gemma4Processor attribute error vs streaming chat/completions failure on Qwen3.5-0.8B." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 issue vs Llava Next segmentation fault; unrelated." + "reason": "Both are load/runtime crashes, but in different models and with different failure modes." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import error vs 3d_parallel.py runtime failure; unrelated." + "reason": "Import error for GenerationMixin vs a separate script execution issue." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer compute_loss signature regression vs Qwen3 device-mapping CUDA assert; unrelated." + "reason": "Trainer custom loss API regression vs Qwen3 device-mapping crash." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "These are the same batched-input crash in Qwen2_5_VLProcessor.apply_chat_template with padding=False, described with near-identical reproduction." + "reason": "Very close near-duplicate reports: same `apply_chat_template` batched-input `padding=False` crash, with only minor wording/title differences." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping failure vs GraniteSpeech PEFT local-checkpoint loading problem; unrelated." + "reason": "Both involve Qwen/GPT-style model loading, but the concrete issues are unrelated." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both are loading/offload-related, but the model/code paths differ and the bugs are not the same concrete failure." + "reason": "Different offload-related bugs in different models and loading paths." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded overall: the cluster is dominated by unrelated issue reports, and the lone duplicate pair (44514/44545) is well supported by the packet. The canonical choice is conservative and the soft-edge rejections do not overclaim shared causality." + "accept": false, + "feedback": "The soft-edge verdicts look conservative overall, but the writeup overstates the evidence for 44514/44545: the packet supports a very close near-duplicate, not an exact duplicate pair. Because the summary and canonical/best-issue rationale rely on that stronger claim, I can\u2019t accept it as grounded as written." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -3611,8 +3785,8 @@ "review_unit_count": 41, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ @@ -3670,21 +3844,21 @@ "issue:43550|issue:43653", "issue:44368|issue:45357", "issue:44492|issue:44509", - "issue:44625|issue:45479", "issue:43606|issue:43653", + "issue:44625|issue:45479", "issue:43421|issue:43927", "issue:34634|issue:41720", "issue:44898|issue:45072", "issue:43782|issue:45381", "issue:44451|issue:44991", - "issue:44062|issue:44451", "issue:34567|issue:35707", - "issue:43381|issue:43844", + "issue:44062|issue:44451", "issue:42886|issue:44843", "issue:44077|issue:44625", - "issue:44918|issue:44936", "issue:43421|issue:43653", + "issue:43381|issue:43844", "issue:43531|issue:44589", + "issue:44918|issue:44936", "issue:44987|issue:45042", "issue:43994|issue:44671", "issue:39692|issue:44610", @@ -3697,221 +3871,224 @@ "issue:39692|issue:43873", "issue:44220|issue:44661" ], - "prepared_review_unit_hash": "2a8b8b47fa7fa1cf25bff901627818582021fc8d80e12c470fb7aadb2a556f25", + "prepared_review_unit_hash": "4f988a3466035fb2e16070c07c526a3fd4cea9d801b80760c3d27cb39fc64408", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36958, - "estimated_input_tokens": 9240, - "estimated_eval_tokens": 18736 + "serialized_chars": 36954, + "estimated_input_tokens": 9239, + "estimated_eval_tokens": 18734 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster of mostly unrelated Transformers bug reports; the title/body overlap is superficial in each soft pair, and none of the candidate pairs look like the same concrete bug or change.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue stands out: the cluster spans many different subsystems (tokenizers, generation, image processors, training, quantization, docs), so the items are not one duplicate set.", + "summary": "Mostly a heterogeneous set of model, tokenizer, and documentation regressions. Only one clear duplicate pair stands out around HF_HUB_OFFLINE tokenizer loading; the rest are too model- or symptom-specific to merge confidently.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 44843 is the clearest, most specific representative of the tokenizer/offline-loading bug class: it names the exact code path (_patch_mistral_regex -> model_info) and the failing HF_HUB_OFFLINE behavior.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the best representative anchor if one is needed: it is open, clearly scoped, and has a concrete reproducible tokenizer/offline regression with a specific code path.", + "best_issue_reason": "Issue 44843 is the best single issue to keep because it pinpoints the concrete failure mode and likely fix location, making it the strongest anchor for this cluster slice.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Different products and failures: image processor void segmentation maps vs BarkProcessor voice_preset handling." + "reason": "Different subsystems and failures: image segmentation map processing vs BarkProcessor voice preset handling." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Unrelated bugs: torch.compile/SDPA on Bamba vs BigBirdTokenizer special-token decode output." + "reason": "Unrelated bugs: torch.compile/SDPA behavior in Bamba versus tokenizer special-token registration in BigBirdTokenizer." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "One is a tied-embeddings warning during LoRA fine-tuning; the other is a save/load regression for visual encoder keys." + "reason": "Both involve warnings/config tweaks, but one is about tie_word_embeddings during LoRA training and the other is a save_pretrained regression in Qwen3.5 vision keys." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache strategy docs is not the same issue as stale pipeline-task docs removed in v5." + "reason": "A typo in cache-strategy docs is not the same underlying issue as obsolete pipeline-task documentation." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "Both involve classification config, but one is num_labels propagation in Qwen3.5 and the other is a zero-loss bug for num_labels=1 across models." + "reason": "Different model/runtime failures: CPU offload device mismatch versus tokenizer mask-token registration." }, { - "left": "issue:43606", - "right": "issue:43653", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "CPU offload device-mismatch bug vs BigBirdTokenizer special-token registration/decode bug." + "reason": "Both mention classification config, but one is Qwen3.5 config propagation and the other is a generic loss bug for num_labels=1; not the same concrete defect." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Both are tokenizer/config-related, but one is runtime special-token post-processing and the other is save/load loss of custom token IDs." + "reason": "Both touch token/config metadata, but one is runtime post-processor updating and the other is save/load token ID loss causing generation IndexError." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice preset vs Qwen3 auto device mapping cuda assert; different model paths and symptoms." + "reason": "Bark voice_preset and Qwen3 auto device mapping crashes are unrelated." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver resolution/interpolation failure is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." + "reason": "Different issues in different model families: image-size handling for Perceiver versus dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different multimodal bugs: Qwen3VL weight_only loading error vs Qwen2.5-VL video vision_position_ids regression." + "reason": "Separate Qwen multimodal bugs with different code paths: weight_only loading versus video vision_position_ids." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are model-loading failures, but they affect different models and describe different tokenizer/load paths." - }, - { - "left": "issue:44062", - "right": "issue:44451", - "accept": false, - "reason": "AddedToken special-kwarg TypeError is not the same as failing to load a specific tokenizer/model." + "reason": "Both are tokenizer-loading regressions, but they affect different models and do not point to the same underlying bug." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter not updating is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:44062", + "right": "issue:44451", "accept": false, - "reason": "Gradient checkpointing eval-mode failure is not the same bug as gradient explosion under HfDeepSpeedConfig + ZeRO-3." + "reason": "AddedToken special-flag construction error is not the same as ScandiBERT tokenizer loading failure." }, { "left": "issue:42886", "right": "issue:44843", - "accept": false, - "reason": "Both mention offline/tokenizer loading, but one is general cache loading on HF_HUB_OFFLINE and the other is a specific mistral-regex patch calling model_info()." + "accept": true, + "reason": "Same offline-tokenizer loading bug: 44843 identifies the concrete _patch_mistral_regex/model_info path that explains 42886's HF_HUB_OFFLINE cache failure." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Optional post_init prohibition in patchtsmixer is unrelated to Qwen3.5 num_labels propagation." + "reason": "PatchTSMixer post_init validation and Qwen3.5 num_labels propagation are unrelated." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "Different trainer failures: SFT embedding unpacking vs evaluate-after-train behavior." + "reason": "Both involve special tokens, but one is post-processor refresh logic and the other is missing mask-token registration; not the same concrete defect." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "Runtime special-token/post-processor updates are not the same as BigBirdTokenizer mask-token registration." + "reason": "Eval-mode gradient checkpointing and ZeRO-3 gradient blow-up are different training behaviors with different causes." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the Float8 storage lookup error." + "reason": "Qwen3-MoE sliding_window and Float8 storage lookup errors are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: SFT input-embedding unpacking versus evaluate() after train()." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "A model-loading regression for physical-intelligence/fast is unrelated to PIL backend image processors requiring torchvision." + "reason": "Different model-loading problems: physical-intelligence/fast regression versus PIL image processor torchvision dependency." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Both are model-output correctness reports, but they concern different architectures and failure modes." + "reason": "Different model-specific output bugs; one concerns SigLIP2 inference, the other CamemBERT masked LM predictions." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both are vision-related, but one is a SigLIP2 docs/model-processor mismatch and the other is OmDet-Turbo input-size mismatch." + "reason": "Both are vision docs/model-processor mismatches, but they affect different models and different expected input sizes/causes." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Special-token post-processor updates are not the same as LayoutLMv2Tokenizer NER padding/truncation crashes." + "reason": "Tokenizer special-token post-processing and LayoutLMv2 NER padding/truncation crashes are not the same issue." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Zero3/BertModel index error and fbank feature extraction issue are unrelated code paths." + "reason": "Deepspeed ZeRO-3/BertModel index error and audio fbank extraction failure are unrelated." }, { "left": "issue:43531", "right": "issue:43645", "accept": false, - "reason": "Qwen3-MoE sliding_window bug does not match the Jupyter custom-model initialization regression." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to Jupyter custom-model initialization in Transformers 5.0.0." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both mention mistral regex/tokenizer handling, but one is an AttributeError in _patch_mistral_regex and the other is a Kimi-K2.5 codec-handling regression." + "reason": "Both mention fix_mistral_regex, but one is an AttributeError crash in the patch helper while the other is a Kimi-K2.5 codec-handling regression; too different to treat as one duplicate." }, { "left": "issue:43746", "right": "issue:45381", "accept": false, - "reason": "PEFT/local-checkpoint loading for GraniteSpeech is unrelated to Qwen2.5-VL video position IDs." + "reason": "PEFT local-checkpoint loading and Qwen2.5-VL video position IDs are unrelated." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Both involve sequence-classification validation, but one is bad input_ids/inputs_embeds error messaging and the other is a degenerate zero-loss training bug." + "reason": "Input validation error messaging and degenerate loss for num_labels=1 are different bugs." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 docs/model mismatch is unrelated to offloading problems with quantization." + "reason": "SigLIP2 docs/model mismatch and quantized offloading behavior are different problem classes." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "fbank feature extraction and add-new-model-like handling of TOKENIZER_MAPPING_NAMES are different subsystems and failures." + "reason": "Audio feature extraction failure and add-new-model-like tokenizer-mapping failure are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The writeup is grounded in the packet and stays conservative overall. The only accepted soft-edge pair is well-supported by the shared HF_HUB_OFFLINE/tokenizer-loading path, and the rejected pairs mostly distinguish different models or code paths without overclaiming duplication. No mergeability issues apply here because this is an issue-cluster review, not a PR-pair merge decision." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3923,8 +4100,8 @@ "review_unit_count": 41, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ @@ -3988,8 +4165,8 @@ "issue:43335|issue:43756", "issue:44062|issue:44488", "issue:30064|issue:36010", - "issue:44186|issue:44898", "issue:43421|issue:44811", + "issue:44186|issue:44898", "issue:43550|issue:45072", "issue:43540|issue:45381", "issue:43577|issue:43818", @@ -4008,20 +4185,20 @@ "issue:44186|issue:44442", "issue:43825|issue:43827" ], - "prepared_review_unit_hash": "0fe87f5b7c151165ad1edb273945f3525d8a0eccd8641e74d231787e78894c0b", + "prepared_review_unit_hash": "515277295d884e5480577cf5ebdcb072b7387fe5fc9e40c8493eca339169b9ee", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36280, + "serialized_chars": 36278, "estimated_input_tokens": 9070, "estimated_eval_tokens": 18396 }, @@ -4030,192 +4207,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. I do not see a strong duplicate cluster; the only near-match is the Mistral regex/helper area, but the paired reports describe different failure modes.", - "confidence": 0.71, - "canonical_issue_reason": "issue:45081 is the most concrete standalone report in the set: it names the exact exception, trigger, and code path (`_patch_mistral_regex` with `fix_mistral_regex=True`), making it the best representative issue here.", + "summary": "The set is thematically related to Transformers regressions, but the proposed pairs are mostly different bugs across different models/subsystems. I would not merge any of the soft-edge candidates as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45020 is the broadest representative of the recent v5 / `remote_code` regression class and is the best umbrella-style issue in this set, though the cluster is still fairly heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45081 is the clearest, most actionable issue in the cluster and the best single representative of the only closely related pair.", + "best_issue_reason": "issue:45020 is the strongest issue to anchor triage because it is open, broad, and captures the recurring recent-version breakage theme better than the narrower model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Different models and different bugs: Qwen3OmniMoe video-input processing vs Gemma3n variable-name collision." + "reason": "Different models and failure modes: Qwen3OmniMoe video input processing vs Gemma 3n variable-name collision." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "GraniteSpeech PEFT/local checkpoint loading is unrelated to quantization offloading behavior." + "reason": "One is PEFT/local checkpoint loading for GraniteSpeech; the other is quantization/offloading behavior." }, { "left": "issue:40444", "right": "issue:43746", "accept": false, - "reason": "IterableDataset multi-image fine-tuning failure is not the same as GraniteSpeech local checkpoint loading." + "reason": "IterableDataset multi-image finetuning failure is unrelated to GraniteSpeech local checkpoint loading." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIP attentions regression and RTDetrV2 output drift are different code paths and symptoms." + "reason": "CLIP attentions regression and RTDetrV2 output drift are different model-specific issues." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Mistral image-preprocessor dtype mismatch is unrelated to Gemma3n audio mask attribute collision." + "reason": "Image preprocessor/model dtype mismatch is unrelated to the Gemma 3n forward-pass attribute collision." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both involve `_patch_mistral_regex`, but the reported failures differ: offline `model_info()` access vs missing `backend_tokenizer` attribute." + "reason": "Both touch Mistral regex handling, but one is offline model_info access and the other is a backend_tokenizer attribute crash." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet packed-weight loading and DAC latent reconstruction are unrelated bugs." + "reason": "BitNet packed-weight loading and DAC.from_latents/STE mismatch are unrelated code paths." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBirdTokenizer special-token decode failure is unrelated to BitNet accelerate-loading unpacking." + "reason": "BigBirdTokenizer special-token decode issue is unrelated to BitNet accelerate-loading unpacking." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer dropping are different model/config issues." + "reason": "SwitchTransformers sparse-layer creation and Smollm3 RoPE-layer drop are separate configuration bugs." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken special-argument error is not the same as failing to load `cjvt/sleng-bert`." + "reason": "AddedToken special-argument duplication is not the same bug as loading cjvt/sleng-bert." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image processor void-segmentation-map handling is unrelated to the GenerationMixin import error." + "reason": "Void segmentation-map processing and a GenerationMixin import error are completely different failures." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/padding are unrelated to Perceiver image-classification size handling." + "reason": "Runtime special-token post-processor updates and Whisper batch_decode skip_special_tokens behavior are different tokenizer issues." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:44186", + "right": "issue:44898", "accept": false, - "reason": "Runtime special-token post-processor update bug is not the same as Whisper batch_decode skip_special_tokens behavior." + "reason": "LayoutLMv2 NER/padding crashes and Perceiver non-default-resolution failures are unrelated." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and dtype mismatch in SwitchTransformers/TimmWrapperModel are different bugs." + "reason": "torch.compile/SDPA breakage in Bamba is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Different multimodal models and different symptoms: Qwen3OmniMoe video processing vs Qwen2.5-VL vision_position_ids." + "reason": "Both involve video inputs, but they affect different Qwen model families and likely different position/masking logic." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype retention and Video-LLaVA temporal-attention/weight-sharing are unrelated." + "reason": "BLIP2 dtype-loading bug is unrelated to Video-LLaVA missing temporal attention and weight-sharing concerns." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile/SDPA failure is unrelated to DiaConfig losing custom token IDs after save/load." + "reason": "torch.compile/SDPA failure and DiaConfig save/load token-ID loss are unrelated bugs." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Generic trust_remote_code config field loss and granite_speech strict-config loading are not the same issue." + "reason": "trust_remote_code missing fields and strict config blocking granite_speech config are different config-loading problems." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "BLIP2 dtype mismatch and Apple Silicon caching allocator warmup TypeError are unrelated." + "reason": "BLIP2 dtype propagation and Apple Silicon caching_allocator_warmup TypeError do not share a code path." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to trust_remote_code config field loss." + "reason": "Qwen3-MoE sliding_window behavior and trust_remote_code config field loss are unrelated." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation problem are different failures." + "reason": "Both are Qwen-family issues, but one is a from_pretrained weight_only error and the other is flash-attention generation behavior." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer junk in v5 is unrelated to FSDP CPU RAM efficient loading." + "reason": "Non-persistent buffer initialization and FSDP CPU RAM efficient loading are different loading regressions." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Pegasus output drift and CamemBERT masked-LM regression are different model regressions." + "reason": "Different model regressions: Pegasus output drift vs CamemBERT masked-LM prediction errors." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "`is_torch_fx_available` removal is a specific breakage; the other is a broad umbrella report about remote_code models, so they are not clearly the same concrete bug." + "reason": "Both concern recent-version remote_code breakage, but they are not the same concrete failure; one is FX availability, the other is broader model loading regressions." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBirdTokenizer special-token issue and DAC forward/from_latents mismatch are unrelated." + "reason": "Tokenizer special-token registration and DAC latent conversion are unrelated." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation errors do not share the same code path." + "reason": "AutoImageProcessor URL loading and template-node compilation errors are different subsystems entirely." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "pipeline error-message regression and SigLIP2 nonsensical output are unrelated." + "reason": "pipeline translation messaging and SigLIP2 output quality are not the same bug." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Bamba SDPA/compile failure and DAC latent mismatch are different bugs." + "reason": "Bamba torch.compile SDPA failure is unrelated to DAC.from_latents/forward mismatch." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + "reason": "LayoutLMv2 tokenizer crashes and AutoTokenizer loading FastSpeech2ConformerTokenizer are separate tokenizer issues." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an incorrect pipeline error message; the other is outdated docs still referencing pipeline()." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is an error-message regression; the other is stale documentation after pipeline removals, so they are not the same bug/change." + "reason": "One is an incorrect pipeline error message; the other is outdated docs still referencing pipeline()." } ] }, @@ -4234,8 +4417,8 @@ "review_unit_count": 41, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ @@ -4290,9 +4473,9 @@ "soft_pairs": [ "issue:43650|issue:43906", "issue:41720|issue:44991", + "issue:30064|issue:36331", "issue:44805|issue:44936", "issue:45081|issue:45406", - "issue:30064|issue:36331", "issue:42175|issue:45081", "issue:43606|issue:45072", "issue:44610|issue:45072", @@ -4310,209 +4493,209 @@ "issue:43653|issue:44912", "issue:43454|issue:43577", "issue:44568|issue:45488", - "issue:43452|issue:44991", "issue:34634|issue:36331", + "issue:43452|issue:44991", "issue:43638|issue:44936", - "issue:43257|issue:43329", "issue:43746|issue:44811", + "issue:43257|issue:43329", "issue:44589|issue:45042" ], - "prepared_review_unit_hash": "1c6952c0eb1ca9402531ef7a5bcf58f1832eb309dd97917450075616393e087d", + "prepared_review_unit_hash": "d6f79a5577496fc46241c45f51f0aacbd7b4d0988acc84ebff4fb434f2f5dd39", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36089, - "estimated_input_tokens": 9023, - "estimated_eval_tokens": 18302 + "serialized_chars": 36084, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs mostly share broad themes like loading, tokenizers, processors, or dtype/device issues, but they point to different models, APIs, and failure modes. I do not see any pair that looks like the same underlying bug/change.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated bugs across image processing, tokenizers, model loading, training, and device/dtype behavior.", + "summary": "This looks like a false-positive cluster: the issues span unrelated bugs in tokenizers, trainers, quantization, multimodal processors, loading, and docs. I don\u2019t see any pair that clearly describes the same underlying fixable bug, so no soft edge should be accepted.", + "confidence": 0.96, + "canonical_issue_reason": "No true canonical duplicate stands out; if one issue must anchor the cluster, issue 45081 is the best representative because it is a concrete runtime crash with multiple inbound references and a specific code path.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative because the cluster is not a true duplicate set; selecting one would mischaracterize the others.", + "best_issue_reason": "Issue 45081 is the strongest standalone candidate to keep because it is specific, reproducible, and currently active, but it is not actually a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "Generic/placeholder issue vs isolated reproduction of issue #38071; no shared bug." + "reason": "Unrelated: one is a generic data request, the other is an isolated reproduction of a separate upstream bug." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Different subsystems and failures: device-mapping CUDA assert vs tokenizer loading regression." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map handling is unrelated to CustomTrainer loss signature changes." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Different failure surfaces: mask/tensor shape index error vs trainer.evaluate() breaking after train()." + "reason": "Mask shape mismatch during indexing is a different failure from trainer.evaluate() breaking after train()." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral regex patch tokenizer crash and Gemma4Processor missing _tokenizer are different code paths/models." - }, - { - "left": "issue:30064", - "right": "issue:36331", - "accept": false, - "reason": "ImageProcessor segmentation-map handling is unrelated to CustomTrainer.compute_loss signature mismatch." + "reason": "Both are processor/tokenizer crashes, but they affect different models and different missing attributes/code paths." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Packaging/backend dependency issue vs tokenizer regex crash; not the same underlying bug." + "reason": "Packaging/backend dependency issue is unrelated to a Mistral tokenizer patch crash." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Bark CPU offload device mismatch is distinct from dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "CPU offload device mismatch in Bark is not the same bug as bfloat16 dtype mismatches in other models." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Input-size mismatch in OmDet-Turbo processor is unrelated to bfloat16 inference dtype mismatches." + "reason": "Processor output resolution mismatch is a different concrete problem than dtype inconsistency." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different Qwen VL bugs: from_pretrained weight_only error vs rope index scaling logic." + "reason": "Qwen3VL load-time weight_only failure and Qwen2.5-VL rope-index scaling are different model-specific issues." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "RoPE implementation discussion is not the same as docs still mentioning removed pipeline tasks." + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset bug and GenerationMixin import error are unrelated." + "reason": "BarkProcessor voice_preset failure is unrelated to the GenerationMixin import error." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tie warnings, but they concern different models and different warning causes." + "reason": "Both mention tied-weights warnings, but one is a wrong weight tie and the other is a config warning during LoRA fine-tuning." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight unpacking during loading is a different bug than dtype mismatch during inference." + "reason": "Packed-weight loading in BitNet is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate default and DAC latent/STE mismatch are unrelated." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to DAC latent reconstruction mismatch." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to LWDetr float16 AMP CUDA crash." + "reason": "Apple Silicon allocator warmup TypeError and CUDA AMP loss crash are different platform-specific bugs." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both involve loading, but one is FSDP CPU RAM efficient loading and the other is an unexpected init_empty_weights argument." + "reason": "Both concern loading, but FSDP RAM-efficient loading and init_empty_weights/_is_hf_initialized are distinct code paths and failures." }, { "left": "issue:43653", "right": "issue:44671", "accept": false, - "reason": "BigBirdTokenizer special-token decoding issue is not the same as CamemBERT masked-LM prediction differences." + "reason": "BigBird mask-token decoding and CamemBERT masked-LM prediction regressions are different tokenizer/model issues." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and RTDetrV2 output differences are separate issues." + "reason": "BEiT label reduction bug is unrelated to RTDetrV2 output differences." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Image processor label reduction bug is unrelated to the MPS attention correctness issue." + "reason": "Image label reduction bug and MPS attention correctness issue do not share the same code path." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer mask-token decode bug is unrelated to MXFP4 quantization falling back to bf16." + "reason": "Tokenizer special-token registration issue is unrelated to MXFP4 quantization loading behavior." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision weight-tying bug and BLIP2 dtype retention bug are different loading/model-initialization problems." + "reason": "AyaVision lm_head tying failure and BLIP2 dtype propagation are separate model-loading bugs." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "mdeberta special-tokens behavior and LlamaTokenizer pre-tokenizer override are different tokenizer regressions." + "reason": "Different tokenizer regressions affecting different models and tokenization behaviors; not the same bug." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "gguf_file loading breakage and est-roberta tokenizer loading failure are separate issues." + "reason": "Bark voice_preset and CustomTrainer compute_loss signature are entirely unrelated." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "BarkProcessor voice_preset bug and trainer compute_loss keyword mismatch are unrelated." + "reason": "gguf_file support/loading regression is not the same as the EMBEDDIA tokenizer-loading failure." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Deepspeed ZeRO3 index error with non-pretrained Bert is unrelated to evaluate-after-train failure." + "reason": "DeepSpeed ZeRO3/BERT index error is unrelated to evaluate-after-train behavior." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Qwen3 MOE conversion/loading issue and multimodal token counting video-branch bug are different paths." + "reason": "PEFT checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode skip_special_tokens handling." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "GraniteSpeech PEFT local checkpoint loading and Whisper batch_decode special-token handling are unrelated." + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed is unrelated to missing video-branch helpers in multimodal token counting." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Missing Float8 storage object and PIL backend torchvision dependency are unrelated." + "reason": "Float8 storage lookup failure and PIL backend torchvision dependency regression are unrelated." } ] }, @@ -4531,8 +4714,8 @@ "review_unit_count": 41, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ @@ -4602,36 +4785,36 @@ "issue:43329|issue:44479", "issue:36010|issue:36331", "issue:43257|issue:43931", - "issue:43257|issue:43756", "issue:43329|issue:43450", + "issue:43257|issue:43756", "issue:43577|issue:45072", "issue:43452|issue:43582", "issue:43697|issue:45357", "issue:41720|issue:43540", "issue:44479|issue:45381", "issue:44291|issue:45042", - "issue:44062|issue:44991", "issue:42915|issue:43742", "issue:43540|issue:44560", + "issue:44062|issue:44991", "issue:43927|issue:44912", "issue:43540|issue:44479", "issue:42915|issue:44821", "issue:33357|issue:34567" ], - "prepared_review_unit_hash": "e5544f86906b871aba37808834e3164c88a650816cb6e6604eb7fe40a2e8641f", + "prepared_review_unit_hash": "f3a12a7d78a8ae62bb07c3684fffa92707181e71abd55ece3cd591c1ac64eccc", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37096, + "serialized_chars": 37095, "estimated_input_tokens": 9274, "estimated_eval_tokens": 18804 }, @@ -4640,204 +4823,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many issues are only superficially similar (Qwen/video/loading/tokenizer/dtype regressions) but point to different code paths. The only clear duplicate-like subset is the Qwen 5.3.0 video-input regression pair.", - "confidence": 0.84, - "canonical_issue_reason": "issue:44479 is the best anchor for the only apparent duplicate subset: it is the broadest Qwen 5.3.0 video-input regression report and can absorb the more specific qwen2.5-vl video symptom in issue:45381.", + "summary": "Mostly unrelated issue reports with a small, coherent Qwen video-input regression subgroup. One soft edge looks like the same underlying regression; the rest are distinct model-specific bugs or unrelated failures.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 44479 is the broadest umbrella for the only clearly recurring theme here: Qwen video-input regressions in v5.3.0 across several model families.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the most representative issue in the cluster for the accepted video-regression subset; the rest of the items are too diverse to share one canonical bug.", + "best_issue_reason": "44479 is the most representative user-facing report in the cluster, with the widest scope and the clearest regression framing among the related video issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different models and failure modes: GLM-4.7 load/test issue vs Qwen3.5 flash-attention generation." + "reason": "Different models and different failures: GLM load/test issue vs Qwen3.5 flash-attention generation behavior." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 probability bug vs OmDet-Turbo processor/model input-size mismatch; unrelated code paths." + "reason": "SigLIP2 zero-probabilities and OmDet-Turbo processor size mismatch are unrelated bug types." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import error is unrelated to Jupyter custom-model initialization." + "reason": "Importing GenerationMixin and Jupyter custom model init are separate compatibility problems." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE weight-conversion/loading bug vs GPT-oss CUDA OOM; not the same bug." + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to GPT-oss CUDA OOM." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Documentation/example errors for SigLIP2 vs MXFP4 quantization fallback for gpt-oss." + "reason": "SigLIP2 docs/model mismatch vs git-oss MXFP4 loading fallback are different issues." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC from_latents/STE mismatch is unrelated to DiaConfig save/load token-id corruption." + "reason": "DAC latent/forward mismatch and DiaConfig save/load token ID loss are unrelated." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate default vs Whisper batch_decode skip_special_tokens handling." + "reason": "Audio chat-template sampling-rate default and Whisper batch_decode special-token handling are different code paths." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Accelerate loading/unpacking for BitNet vs OmDet image-size mismatch; different fixes." + "reason": "BitNet accelerate-loading unpacking bug and OmDet-Turbo image size bug do not match." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Bamba torch.compile+SDPA failure is unrelated to gpt-oss MXFP4 quantization fallback." + "reason": "Bamba torch.compile/SDPA failure and git-oss MXFP4 quantization fallback are unrelated." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Tokenizer add_special_tokens regression vs Kimi codec/warning regression; different tokenizer paths." + "reason": "Both are tokenizer problems, but they affect different models and different tokenizer behavior." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Missing TensorFlow backend in torch install is unrelated to Python 3.14 import/load failure." + "reason": "Missing TensorFlow in extras install and Python 3.14 import failure are unrelated packaging/runtime issues." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both mention memory/loading, but FSDP CPU RAM loading and Strix Halo mmap OOM are different bugs." + "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap OOM are separate memory/loading problems." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs PIL backend requiring torchvision; unrelated." + "reason": "Qwen3-MoE sliding_window and PIL backend torchvision dependency regression are unrelated." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Both involve video/VLMs, but one is undefined helpers in token counting and the other is a broader video-input regression." + "reason": "Both involve video paths, but one is a specific undefined-variable bug in token counting while the other is a broader Qwen video regression; too speculative to merge." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Importing GenerationMixin and CustomTrainer.compute_loss kwargs are unrelated failures." + "reason": "GenerationMixin import failure and compute_loss signature breakage are unrelated API regressions." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Qwen3 MoE accelerate/deepspeed loading bug vs Qwen3-VL weight-shape mismatch." + "reason": "Qwen3 MOE weight conversion and Qwen3-VL weight-shape mismatch are different loading bugs." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer dropping are unrelated." + "reason": "Undefined variables in multimodal token counting vs batched video processor shape mismatch are not the same bug." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "Video-token counting helper bug vs batched video processor shape bug; similar area, different underlying issue." + "reason": "Qwen3 MOE weight conversion and Smollm3 RoPE-layer drop are unrelated model-specific issues." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Blip2 dtype staying float32 and SwitchTransformers/TimmWrapper dtype mismatches are model-specific loading bugs." + "reason": "BLIP2 dtype propagation and SwitchTransformers/TimmWrapper bfloat16 dtype mismatches are distinct." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file/from_pretrained breakage is unrelated to Apple Silicon caching_allocator_warmup TypeError." + "reason": "Tokenizer/gguf_file loading and Apple Silicon warmup TypeError are unrelated." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key corruption are unrelated." + "reason": "RTDetrV2 output drift and Qwen3.5 visual encoder save_pretrained regression are unrelated." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and Qwen3OmniMoe video ValueError are different subsystems." + "reason": "Qwen3 auto device mapping cudaErrorAssert and Qwen3OmniMoe video ValueError are different failure modes." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "Same Qwen 5.3.0 video-input regression family; 45381 is a specific qwen2.5-vl symptom of the broader 44479 bug." + "reason": "Both describe the same v5.3.0 Qwen video-input regression family; 45381 is a narrower symptom report about wrong vision_position_ids." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized bug is unrelated to PIL backend torchvision dependency regression." - }, - { - "left": "issue:44062", - "right": "issue:44991", - "accept": false, - "reason": "AddedToken special-argument conflict is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." + "reason": "init_empty_weights/_is_hf_initialized TypeError and PIL backend torchvision dependency regression are unrelated." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Qwen3Moe fine-grained FP8 failure and MobileLLM key error are unrelated loading bugs." + "reason": "Qwen3Moe FineGrainedFP8Config failure and MobileLLM key error are separate loading issues." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and Qwen3-vl-embedding StopIteration are different model/code paths." + "reason": "Both are video-input bugs, but on different Qwen model families with different symptoms; not enough to treat as one fix." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken duplicate special flag and tokenizer loading failure for est-roberta are different tokenizer bugs." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig token-ID persistence bug is unrelated to gpt-oss MXFP4 quantization fallback." + "reason": "DiaConfig token ID persistence and git-oss MXFP4 loading fallback are unrelated." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Qwen3OmniMoe video-processing failure is not the same regression as the Qwen 5.3.0 video-input issue." + "reason": "Related video-input area, but Qwen3OmniMoe ValueError is not the same concrete regression as the broader Qwen2.5/Qwen3 video-input issue." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe FP8 loading failure is unrelated to AutoImageProcessor-from-URL loading." + "reason": "Qwen3Moe FP8 loading failure and AutoImageProcessor-from-URL failure are unrelated." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error with CLIP and TrainerState token counter not updating are unrelated issues." + "reason": "MacOS bus error on CLIP model and TrainerState token counting not updating are entirely unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The single accepted duplicate pair (44479/45381) is plausibly the broad Qwen 5.3.0 video-regression anchor with a more specific symptom, and the other soft-edge rejections are phrased cautiously as different bugs/code paths rather than over-claiming. No PR-mergeability issue applies here." + "feedback": "The clustering is grounded in the packet: the broad Qwen video-input regression issue is a reasonable canonical choice, and the accepted soft edge (44479 \u2194 45381) looks like the same bug family. The remaining verdicts are conservative and the summary does not overclaim beyond the evidence." }, "evaluator_used": true, "retried": false, @@ -4853,8 +5036,8 @@ "review_unit_count": 41, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ @@ -4909,20 +5092,20 @@ ], "soft_pairs": [ "issue:42175|issue:43824", - "issue:45137|issue:45405", "issue:42175|issue:44488", + "issue:45137|issue:45405", "issue:43906|issue:45381", "issue:43526|issue:45479", "issue:38175|issue:44898", "issue:43582|issue:43782", - "issue:44484|issue:44704", "issue:28282|issue:34689", - "issue:43646|issue:43749", + "issue:44484|issue:44704", "issue:36010|issue:42175", "issue:43742|issue:44291", + "issue:43646|issue:43749", "issue:43493|issue:43994", - "issue:43643|issue:45375", "issue:28282|issue:29127", + "issue:43643|issue:45375", "issue:43756|issue:45325", "issue:44062|issue:45081", "issue:44291|issue:44821", @@ -4940,227 +5123,236 @@ "issue:43697|issue:45216", "issue:43452|issue:44843" ], - "prepared_review_unit_hash": "f5e545888df399f2135cf3a46ba35f1552cc798ed5d66791e9a82953dabcb34a", + "prepared_review_unit_hash": "62709e333fcbaea1f749a763216799943edcb6c7872eacbeb4e89862cb091ab4", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37292, - "estimated_input_tokens": 9323, - "estimated_eval_tokens": 18902 + "serialized_chars": 37300, + "estimated_input_tokens": 9325, + "estimated_eval_tokens": 18906 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All items are issue reports, not PRs. The soft edges mostly connect superficially similar loading/model bugs, but they span different models, APIs, and failure modes, so I don\u2019t see any clear duplicate pairs. I\u2019d treat issue:43452 as the most central representative only because it has the most soft links, not because it subsumes the others.", - "confidence": 0.71, - "canonical_issue_reason": "issue:43452 is the most connected node in this similarity set and is the broadest from_pretrained/load-path report, though the cluster is still heterogeneous.", + "summary": "This set is mostly heterogeneous false-positive similarity matches. The only pair that looks like the same underlying bug is the two SigLIP2 reports, both about incorrect outputs for `google/siglip2-base-patch16-224` / HF-vs-JAX behavior.", + "confidence": 0.64, + "canonical_issue_reason": "`issue:43493` is the best canonical issue candidate for the one likely duplicate pair because it points to the underlying SigLIP2 implementation discrepancy, while `issue:43994` reads more like the downstream symptom report.", "canonical_pr_reason": null, - "best_issue_reason": "Best representative of the loose loading/auto-class subgroup; it is the most reusable summary point, but not a true duplicate hub.", + "best_issue_reason": "`issue:43493` is the strongest issue to keep as the representative report: it is specific, root-cause-oriented, and covers the same SigLIP2 failure mode seen in `issue:43994`.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Different problems: backend extra/install packaging vs missing model export/import." + "reason": "Different problems: TensorFlow backend packaging vs a specific Qwen2.5-VL import error." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "Unrelated failures: DeepSpeed ZeRO3 deque error vs PEFT version pin mismatch." + "reason": "Package/backend install issue is unrelated to a model-loading failure for `cjvt/sleng-bert`." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "Both are loading-related, but one is torch extra backend packaging and the other is a specific model-load regression." + "reason": "DeepSpeed ZeRO3 deque error and a PEFT version pin regression are unrelated." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "Different code paths and symptoms: isolated reproduction of one bug vs Qwen2.5-VL video position-id regression." + "reason": "Unclear relation: one is an isolated repro of an older issue, the other is a Qwen2.5-VL video position-id bug." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "Different training/classification bugs: BEiT fast processor label reduction vs degenerate zero loss." + "reason": "Beit image-label reduction and zero-loss sequence classification are different code paths and symptoms." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different models and failures: SigLIP2 zero probabilities vs Perceiver non-default-resolution image classification." + "reason": "Both involve vision models, but the failure modes differ: bad probabilities vs Perceiver resolution handling." }, { "left": "issue:43582", "right": "issue:43782", "accept": false, - "reason": "Different subsystems: AppleSilicon allocator warmup TypeError vs Qwen3VL weight_only load error." - }, - { - "left": "issue:44484", - "right": "issue:44704", - "accept": false, - "reason": "Save-pretrained shard-size question vs AutoProcessor kwargs forwarding bug; not the same defect." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3VL `weight_only=True` loading." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Generic missing PyTorch import vs a Llama 3.2 Vision model-loading regression." + "reason": "PyTorch-missing ImportError and Llama 3.2 Vision loading breakage are different underlying issues." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Different failures: custom model init breakage in v5 vs FSDP CPU RAM efficient loading." + "reason": "Save shard-size behavior and `AutoProcessor` kwarg forwarding are not the same bug." }, { "left": "issue:36010", "right": "issue:42175", "accept": false, - "reason": "Importing GenerationMixin and missing TensorFlow backend are unrelated issues." + "reason": "`GenerationMixin` import failure is unrelated to TensorFlow backend installation." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Different loading errors: MobileLLM key error vs init_empty_weights receiving an unexpected argument." + "reason": "Model key lookup failure and `_is_hf_initialized` argument error are different loading bugs." }, { - "left": "issue:43493", - "right": "issue:43994", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "Same model family, but one is HF-vs-JAX parity and the other is downstream inference/output quality; not clearly one fix." + "reason": "Custom model init breakage and FSDP CPU RAM efficient loading are distinct regressions." }, { - "left": "issue:43643", - "right": "issue:45375", - "accept": false, - "reason": "Different config-loading bugs: missing fields in AutoConfig return object vs missing deepstack_visual_indexes in a model config." + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 problem: `google/siglip2-base-patch16-224` behaves incorrectly in HF compared with the original implementation / expected outputs." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Both mention error messages, but they are different failures on different models/code paths." + "reason": "Missing PyTorch import error is unrelated to LayoutLMv3 box validation messaging." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention config-field handling, but they are not clearly the same concrete bug or same failing code path." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both involve RoPE/position handling, but they affect different models and different mechanics." + "reason": "Different models and different RoPE/position-id issues." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Tokenizer AddedToken argument conflict vs Mistral regex patch backend_tokenizer attribute error." + "reason": "Tokenizers `AddedToken` argument conflict is unrelated to `_patch_mistral_regex` backend-tokenizer access." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Different APIs: init_empty_weights model loading vs AutoImageProcessor URL loading." + "reason": "`init_empty_weights` loading error and `AutoImageProcessor` URL loading are unrelated." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both are loading issues, but one is gguf-specific tokenizer/model loading and the other is a specific model compatibility failure." + "reason": "GGUF loading bug and a specific model-load failure are not the same issue." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting bug vs CustomTrainer compute_loss signature mismatch." + "reason": "Trainer token-count tracking and `compute_loss` signature change are different trainer issues." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different models and failures: janus image-generation test vs Phi-4 multimodal load regression." + "reason": "Janus test failure and Phi-4 multimodal loading failure are different problems." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Different areas: auxiliary-loss normalization vs FSDP CPU-efficient loading." + "reason": "Auxiliary-loss normalization and FSDP CPU RAM loading are unrelated." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Model key lookup failure vs missing Float8 storage type; unrelated defects." + "reason": "Model key error and missing `Float8_e4m3fnStorage` are different failures." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both are apply_chat_template crashes, but under different inputs and edge cases; not clearly the same bug." + "reason": "Both are chat-template crashes, but the triggers and likely code paths differ." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "Different dtype/loading behavior: gguf/model loading breakage vs Blip2 dtype propagation." + "reason": "GGUF tokenizer/model loading and BLIP2 dtype propagation are unrelated." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both touch trust_remote_code, but one is missing AutoConfig fields and the other is removal of a torch.fx helper breaking remote code." + "reason": "Both involve `trust_remote_code`, but one is missing fields in `AutoConfig` and the other is a removed helper breaking remote-code models." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Unrelated: PIL image processor torchvision dependency vs Mistral regex patch crash." + "reason": "PIL backend torchvision requirement and Mistral regex crash are unrelated." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Different components: Qwen3-MoE sliding_window behavior vs AutoImageProcessor URL loading." + "reason": "Qwen3-MoE sliding-window behavior and URL-based image-processor loading are unrelated." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is chat-template batching and the other is video vision_position_ids." + "reason": "Both are Qwen2.5-VL, but one is chat-template batching and the other is video vision-position-id calculation." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained checkpoint corruption are different bugs." + "reason": "RTDetrV2 output regression and Qwen3.5 checkpoint save regression are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Same as above: related model family, but different concrete bugs and code paths." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both are from_pretrained-path issues, but one is gguf handling and the other is offline model_info patching." + "reason": "GGUF loading failure and offline `model_info()` call in Mistral regex patch are different tokenizer/loading bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft-edge pair, issue:43493 vs issue:43994, is plausibly the same SigLIP2 failure mode, while the other pair verdicts are appropriately cautious false negatives." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5172,8 +5364,8 @@ "review_unit_count": 41, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ @@ -5227,22 +5419,22 @@ ], "soft_pairs": [ "issue:44625|issue:44877", - "issue:43688|issue:45440", - "issue:43720|issue:44898", "issue:43819|issue:44811", - "issue:41762|issue:44936", + "issue:43720|issue:44898", "issue:43653|issue:44568", + "issue:43688|issue:45440", + "issue:41762|issue:44936", "issue:44464|issue:44743", "issue:44466|issue:45005", "issue:43295|issue:45356", "issue:24643|issue:29127", "issue:41720|issue:43906", - "issue:43525|issue:43643", "issue:40444|issue:44811", + "issue:43525|issue:43643", "issue:44361|issue:44442", "issue:44843|issue:44991", - "issue:43577|issue:43697", "issue:38175|issue:43295", + "issue:43577|issue:43697", "issue:43653|issue:44361", "issue:44479|issue:44936", "issue:28282|issue:32090", @@ -5258,20 +5450,20 @@ "issue:43329|issue:45325", "issue:44479|issue:44625" ], - "prepared_review_unit_hash": "e12aa1ba7fd05f146bb34745997fb0257fdf32d5fa4e1167da5ee944b3157944", + "prepared_review_unit_hash": "34854e51f77c1afa678dcc5fc363eb9703ccfd7847e3f882ca27dae5e55ed0a4", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36792, + "serialized_chars": 36791, "estimated_input_tokens": 9198, "estimated_eval_tokens": 18652 }, @@ -5280,198 +5472,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: tokenizers, configs, multimodal processors, generation, training, and loading regressions. None of the soft pairs look like the same underlying bug/change, so no duplicate merges are justified.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue: the items span unrelated failures, so selecting one issue as the representative would be arbitrary and misleading.", + "summary": "The cluster is highly heterogeneous: the soft pairs mostly share broad themes like tokenizers, configs, or multimodal models, but they do not describe the same underlying bug or fix path. I would reject all proposed duplicate edges and treat this as an overbroad similarity cluster rather than a true duplicate set.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue fits the cluster well; the items span unrelated bugs across tokenizer loading, config propagation, multimodal processing, training, and serialization.", "canonical_pr_reason": null, - "best_issue_reason": "No clear global best issue: the cluster is too mixed across subsystems for any single issue to represent it well.", + "best_issue_reason": "No strong global best issue exists because none of the artifacts are close enough to serve as a representative duplicate target for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Different problems: one is Qwen3.5 num_labels propagation, the other is strict config blocking granite_speech loading." + "reason": "Both involve configs, but one is about Qwen3.5 num_labels propagation and the other about granite_speech strict config loading; different bug and code paths." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Different model families and failure modes: MoE auxiliary-loss normalization vs DeepSeekV3 implementation divergence." + "reason": "DAC latent conversion mismatch and Whisper batch_decode skip_special_tokens behavior are unrelated model/decoder bugs." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Unrelated bugs: BitNet packed-weight unpacking during load vs Perceiver image-classification resize/interpolation failure." + "reason": "BitNet packed-weight loading under accelerate and Perceiver image classification with interpolate_pos_encoding are different failures in different subsystems." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Different code paths: DAC latent reconstruction vs Whisper batch_decode skipping special tokens." + "reason": "Both concern special tokens, but one is BigBird mask-token registration and the other is mDeBERTa BOS/EOS addition; not the same underlying defect." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "Different stages of failure: Gemma3 DeepSpeed ZeRO-3 load-time index error vs trainer.evaluate() breaking after train()." + "reason": "Both are MoE-related, but one is auxiliary-loss normalization and the other is DeepSeekV3 implementation divergence; distinct bugs." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "Both are tokenizer-related, but the concrete bugs differ: BigBird special-token registration vs mdeberta add_special_tokens behavior." + "reason": "Gemma3 ZeRO-3 loading failure and trainer.evaluate after train are unrelated training/runtime issues." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both affect generation/caching, but one is compiled-forward chunked generation inconsistency and the other is recurrent state reset with cache." + "reason": "Chunked generation inconsistency with compiled forward is a generation/compile issue, while recurrent state reset in qwen3_5 is a cache logic bug." }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "Related theme of tied weights, but the reported failures are not the same concrete bug or mergeable fix scope." + "reason": "Both mention tied weights, but one is serialization/device-dependent lm_head.weight behavior and the other is translation-model tied-weight issues in v5; not the same concrete bug." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Different regressions: processor.tokenizer/images API breakage vs Kimi-K2.5 codec handling and warning behavior." + "reason": "One is a processor.tokenizer regression with images in v4.57.5, the other is Kimi-K2.5 tokenizer codec/regex handling in v5.4.0." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "Different issues: a DeepSpeed training RuntimeError about weight shape vs LayoutLMv3 error-message clarity for insufficient boxes." + "reason": "DeepSpeed weight dimensionality error and LayoutLMv3 box-validation messaging are unrelated." }, { "left": "issue:41720", "right": "issue:43906", "accept": false, - "reason": "No evidence of the same bug: Qwen3 auto device-mapping cuda assert vs an isolated reproduction of another issue." + "reason": "Qwen3 auto device mapping cudaErrorAssert and an isolated reproduction of another issue are not the same bug." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:40444", + "right": "issue:44811", "accept": false, - "reason": "Different config bugs: missing pad_token_id on Llama4Config vs missing fields from trust_remote_code AutoConfig." + "reason": "Multi-image IterableDataset finetuning failure and Whisper batch_decode special-token handling affect different pipelines." }, { - "left": "issue:40444", - "right": "issue:44811", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "Different subsystems: multimodal iterable-dataset preprocessing vs Whisper batch_decode special-token handling." + "reason": "Llama4Config missing pad_token_id and AutoConfig trust_remote_code losing fields are related to config metadata, but not the same failure mode or fix." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer/load failures, but they concern different tokenizers and different underlying error paths." + "reason": "MLukeTokenizer task AttributeError and FastSpeech2ConformerTokenizer loading failure are different tokenizer-specific issues." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but one is an offline model_info() call in a regex patch and the other is a specific tokenizer load failure." + "reason": "Offline model_info() call in _patch_mistral_regex and est-roberta tokenizer loading failure have different causes and code paths." }, { - "left": "issue:43577", - "right": "issue:43697", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Distinct model bugs: BLIP2 dtype propagation vs RTDetrV2 output differences in v5." + "reason": "Siglip2 zero probabilities and processor.tokenizer/image regression are unrelated model behavior vs API regression bugs." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:43577", + "right": "issue:43697", "accept": false, - "reason": "No common bug: SigLIP2 zero probabilities vs processor.tokenizer regression in custom model code." + "reason": "Blip2 dtype propagation and RTDetrV2 output drift in v5 are separate model correctness issues." }, { "left": "issue:43653", - "right": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Both touch tokenization, but BigBird special-token registration and DiaConfig token-id loss are unrelated failures." + "reason": "BigBird mask-token registration and MLukeTokenizer task failure are distinct tokenizer problems." }, { "left": "issue:44479", "right": "issue:44936", "accept": false, - "reason": "Different bugs: Qwen video-input regression vs trainer.evaluate() failure after training." + "reason": "Qwen v5.3 video-input regression and trainer.evaluate-after-train are unrelated." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Unrelated: missing PyTorch import error vs NoneType broadcast error in Trainer." + "reason": "PyTorch missing import error and NoneType broadcast failure in Trainer are unrelated environment/runtime issues." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Different failures: missing PyTorch dependency vs MacOS bus error with a CLIP model." + "reason": "Missing PyTorch import and MacOS bus error on CLIP are different failure classes." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Different domains: void segmentation-map processing vs Qwen2-VL multi-GPU training." + "reason": "Void segmentation map processing and Qwen2-VL multi-GPU training are unrelated multimodal/image issues." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "No duplicate relation: missing PyTorch import vs tied-embedding reinitialization on resize." + "reason": "AutoModel ImportError and tied-word-embedding post_init reinitialization are unrelated." }, { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "Different tokenizer concerns: version-dependent tokenization changes vs a reproduction of another issue." + "reason": "Tokenizer behavior changed across versions and an isolated reproduction of another issue do not identify the same bug." }, { "left": "issue:44977", "right": "issue:45356", "accept": false, - "reason": "Distinct regressions: Qwen3.5 flash-attention generation vs Kimi-K2.5 tokenizer/codec handling." + "reason": "Qwen3.5 flash-attention generation bug and Kimi-K2.5 tokenizer codec regression are different subsystems." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Both are generation bugs, but they hit different mechanisms: compiled forward chunking vs flash-attention generation." + "reason": "Compiled-forward chunked generation inconsistency and flash-attention generation failure are both generation bugs but not the same code-path problem." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Different failures: Qwen3-MoE sliding_window behavior vs MobileLLM-125M loading key error." + "reason": "Qwen3-MoE sliding_window issue and MobileLLM-125M key error are unrelated model-loading/runtime bugs." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Different code paths and symptoms: BLIP2 dtype mismatch vs an MPS attention correctness issue." + "reason": "Blip2 dtype propagation and MPS attention correctness issue are not the same defect." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Same general area but different bugs: BigBird mask-token registration vs DiaConfig custom token IDs lost after save/load." + "reason": "BigBird special-token registration and DiaConfig save/load custom token IDs are different tokenizer/config persistence bugs." }, { "left": "issue:43329", "right": "issue:45325", "accept": false, - "reason": "Both involve multimodal/video handling, but one is an undefined-variable bug in token counting and the other is a rope-index scaling regression." + "reason": "Undefined helpers in multimodal token counting and Qwen2.5-VL rope-index scaling for still images are separate video/positioning bugs." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Unrelated: Qwen video-input regression vs Qwen3.5 num_labels propagation issue." + "reason": "Qwen video regression and Qwen3.5 num_labels propagation are different issues despite shared family naming." } ] }, @@ -5490,8 +5682,8 @@ "review_unit_count": 41, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ @@ -5546,8 +5738,8 @@ ], "soft_pairs": [ "issue:43452|issue:44451", - "issue:43012|issue:43577", "issue:41720|issue:44464", + "issue:43012|issue:43577", "issue:43550|issue:44361", "issue:43504|issue:43720", "issue:43504|issue:43550", @@ -5556,241 +5748,265 @@ "issue:43262|issue:45084", "issue:43504|issue:44610", "issue:43278|issue:43688", - "issue:44849|issue:45357", "issue:43334|issue:43572", - "issue:45200|issue:45229", + "issue:44849|issue:45357", "issue:43742|issue:44821", + "issue:45200|issue:45229", "issue:43540|issue:43716", "issue:43756|issue:44913", "issue:43525|issue:43572", "issue:43493|issue:43825", "issue:33666|issue:36010", - "issue:43688|issue:43873", "issue:43720|issue:43927", "issue:43606|issue:43927", - "issue:43278|issue:43844", + "issue:43688|issue:43873", "issue:44488|issue:44843", "issue:44589|issue:45520", - "issue:43257|issue:43299", + "issue:43278|issue:43844", "issue:43540|issue:44977", + "issue:43257|issue:43299", "issue:43720|issue:44361", "issue:39692|issue:43493", "issue:44964|issue:45405" ], - "prepared_review_unit_hash": "cc1da7e9d4f56e0f2ecb22e31ffd300d96624a86242ee55799090f52cf360da5", + "prepared_review_unit_hash": "20e889d19131ef4faf70a2d58ca3cf3ac0ca2942ecb7c953397a3e4032505701", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36883, - "estimated_input_tokens": 9221, - "estimated_eval_tokens": 18698 + "serialized_chars": 36887, + "estimated_input_tokens": 9222, + "estimated_eval_tokens": 18700 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly same-subsystem but not the same underlying bug/change; I would not merge any of them as duplicates based on the available titles and metadata.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43525 is the clearest self-contained regression report in the set: a concrete config attribute failure with a direct load-time symptom. It is the best anchor among the near-matches, though it is not a duplicate of the other issues.", + "summary": "This cluster is a loose collection of unrelated Transformers regressions (loading/config, dtype, generation, training, docs). The soft pairs share broad keywords, but none look like the same underlying bug or a mergeable PR-level change.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue cleanly subsumes the cluster; the items span distinct bugs across model loading, configuration, dtype handling, generation, training, and documentation.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43525 is the strongest representative issue here because it is specific, reproducible, and narrowly scoped. None of the other candidates is a better global duplicate target from the available evidence.", + "best_issue_reason": "issue:43452 is the most self-contained and broadly impactful regression here, with a clear reproducible API break (`AutoTokenizer` / `AutoModelForCausalLM` + `gguf_file`).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "Both are load failures, but one is about gguf_file handling and the other is a specific model not loading; different bugs." + "reason": "Both involve loading models, but one is a gguf_file/from_pretrained regression and the other is a model-specific failure for ScandiBERT; different underlying causes." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Both touch dtype behavior, but one is a compile-time warning and the other is load-time dtype propagation for BLIP2; not the same code-path issue." + "reason": "Qwen3 auto device mapping CUDA assert and chunked generation with compiled forward are different code paths and symptoms." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Different models and different failures: auto device mapping CUDA assert versus chunked generation with compiled forward." + "reason": "Both mention bf16/fp32, but one is a compile-time warning and the other is incorrect dtype propagation when loading Blip2." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Unrelated subsystems and symptoms: torch.compile/SDPA versus tokenizer task attribute errors." + "reason": "A torch.compile/SDPA model bug and a tokenizer AttributeError are unrelated." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Different model families and failure modes: legacy field on Beit versus packed-weight unpacking in BitNet/accelerate." + "reason": "Both are loading failures, but they hit different models and mechanisms: legacy field handling vs packed-weight unpacking in accelerate." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "No shared underlying bug; one is a pretrained model load preset issue, the other is a compile/SDPA issue." + "reason": "Different models and failure modes; one is pretrained loading, the other is compile+SDPA behavior." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Both involve multi-GPU/trainer context, but the actual failure mechanisms are different and too broad to merge." + "reason": "Generic Trainer broadcast TypeError versus Qwen2-VL multi-GPU training issue; not the same bug." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "One is a broadcast TypeError, the other is TrainerState token counting not updating; distinct bugs." + "reason": "Trainer broadcast failure and `num_input_tokens_seen` not updating are unrelated Trainer problems." }, { "left": "issue:43262", "right": "issue:45084", "accept": false, - "reason": "Audio chat template sampling-rate default and template-node compilation errors are unrelated." + "reason": "Audio chat template sampling-rate defaulting and a template compilation TypeError are different subsystems." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Different models and different load/processor mismatches; not the same bug." + "reason": "Model preset loading failure vs processor input-size mismatch; no shared bug." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Embedding dtype drift versus auxiliary-loss normalization; no concrete overlap." - }, - { - "left": "issue:44849", - "right": "issue:45357", - "accept": false, - "reason": "Same model family but different bugs: hidden-states generation versus save_pretrained key serialization." + "reason": "Embedding dtype drift during eval and auxiliary-loss normalization are separate training issues." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both are missing-pad-token style regressions, but they affect different config classes and fields; too different to treat as one bug." + "reason": "Both are missing-config-field regressions, but on different models and different fields; not the same concrete defect." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Text-only mm_token_type_ids defaulting and multi-GPU CUDA OOM are unrelated." + "reason": "Output_hidden_states behavior and save_pretrained visual-key serialization are unrelated Qwen3.5 bugs." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "Different loading paths: one is a specific model key error, the other is AutoImageProcessor URL loading." + "reason": "MobileLLM key error and AutoImageProcessor-from-URL loading are different loading paths." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only fine-tuning token IDs and multi-GPU inference OOM are unrelated Gemma 4 issues." }, { "left": "issue:43540", "right": "issue:43716", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe and image dtype mismatch in Mistral-3 are different bugs." + "reason": "Video-processing ValueError in Qwen3OmniMoe and Mistral-3 image-preprocessor dtype mismatch are different problems." }, { "left": "issue:43756", "right": "issue:44913", "accept": false, - "reason": "Both mention RoPE/config behavior, but one is an architecture implementation bug and the other is config reload persistence." + "reason": "RoPE layer dropping in Smollm3 and GPTNeoX rotary_pct reload regression are not the same bug." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Related regression theme, but different missing attribute names and model configs; not the same concrete issue." + "reason": "Similar missing-pad-token symptoms, but they affect different configs and fields; too broad to treat as one bug." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy and pipeline translation-task messaging are unrelated." + "reason": "SigLIP2 implementation discrepancy and a pipeline error message change are unrelated." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training and GenerationMixin import failure are unrelated." - }, - { - "left": "issue:43688", - "right": "issue:43873", - "accept": false, - "reason": "Aux-loss normalization and quantization offloading are different subsystems and symptoms." + "reason": "Multi-GPU training for Qwen2-VL and a GenerationMixin import error do not share a concrete code-path." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Packed-weight loading bug versus config token-ID persistence bug; no shared code-path." + "reason": "Packed-weight loading in BitNet and DiaConfig custom-token-ID persistence are different serialization/loading bugs." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch and save/load token-ID loss are unrelated." + "reason": "CPU offload device mismatch for Bark-small and DiaConfig save/load token-ID loss are unrelated." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:43688", + "right": "issue:43873", "accept": false, - "reason": "Different training-time numerical issues: dtype mismatch versus gradient growth under ZeRO-3." + "reason": "Aux-loss normalization and quantization offload behavior are separate concerns." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Both involve model loading, but one is a specific model load failure and the other is offline-mode breakage from an unconditional hub call." + "reason": "A model-loading failure and an offline-mode tokenizer patch bug are different issues." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage lookup failure and flash_attn import KeyError on Python 3.13 are different compatibility issues." + "reason": "Missing Float8 storage support and a flash_attn import_utils KeyError are unrelated environment/runtime problems." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Both involve Qwen3 MoE loading, but one is accelerate/deepspeed weight conversion and the other is a transformers dev-version load regression." + "reason": "BF16-to-FP32 dtype drift and ZeRO-3 gradient inflation are different training behaviors." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Video-input processing failure and flash-attention generation bug in Qwen3.5 are not the same code-path." + "reason": "Qwen3OmniMoe video input processing and Qwen3.5 flash-attention generation are distinct." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MOE loading, but one is accelerate+deepspeed weight conversion and the other is a transformers dev regression; not clearly the same fix." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Packed-weight loading and tokenizer attribute errors are unrelated." + "reason": "BitNet loading/unpacking and MLukeTokenizer task failures are unrelated." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Both are SigLIP2-related, but one is a doc/example issue and the other is an HF-vs-JAX implementation discrepancy." + "reason": "SigLIP2 doc-example errors and SigLIP2 implementation mismatch are related only by model family, not the same bug." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model loading failure versus an unreleased minimum dependency version bump; unrelated." + "reason": "Phi-4 multimodal loading regression and a PEFT version bump are completely unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug and incorrect save_pretrained visual encoder keys are different failures." + }, + { + "left": "issue:43825", + "right": "issue:43844", + "accept": false, + "reason": "Pipeline translation messaging and ZeRO-3 gradient behavior are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43572", + "accept": false, + "reason": "Different models and different missing legacy fields; too broad to merge as one bug." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A warning during compilation is not the same issue as dtype preservation on model load." } ] }, @@ -5809,8 +6025,8 @@ "review_unit_count": 41, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ @@ -5869,8 +6085,8 @@ "issue:43493|issue:43844", "issue:43756|issue:44060", "issue:43646|issue:44466", - "issue:44423|issue:44734", "issue:43688|issue:43746", + "issue:44423|issue:44734", "issue:43824|issue:44589", "issue:44521|issue:45290", "issue:33357|issue:33666", @@ -5881,9 +6097,9 @@ "issue:43575|issue:45405", "issue:43504|issue:43653", "issue:43927|issue:44361", - "issue:43257|issue:45405", "issue:43278|issue:43701", "issue:44792|issue:45405", + "issue:43257|issue:45405", "issue:43606|issue:44112", "issue:45084|issue:45520", "issue:15354|issue:38175", @@ -5892,166 +6108,166 @@ "issue:43582|issue:44977", "issue:45072|issue:45198" ], - "prepared_review_unit_hash": "a10f0f2c85fc9f8d47f9f32d5e88016b3fbba59beb193a8215db4b1a401a2d98", + "prepared_review_unit_hash": "e0f835a3e655f025a079ed9d67658e024d86a37489a104b9c21ce07b294e731e", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36086, - "estimated_input_tokens": 9022, - "estimated_eval_tokens": 18300 + "serialized_chars": 36089, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft-linked pairs touch different models, regressions, and code paths, so none look like true duplicates or mergeable PR-equivalents.", - "confidence": 0.94, - "canonical_issue_reason": "No single issue is a clear canonical representative because the items span unrelated bugs across loading, training, multimodal processing, serialization, and CI.", + "summary": "The set is heterogeneous: it spans unrelated bugs in training, serving, tokenization, multimodal processors, and model loading. None of the soft pairs look like true duplicates, so there is no clear canonical duplicate target.", + "confidence": 0.97, + "canonical_issue_reason": "The items do not form one coherent duplicate cluster; they cover many unrelated subsystems and model-specific regressions.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: the cluster does not form one coherent underlying bug, so any single issue would be arbitrary.", + "best_issue_reason": "No single issue cleanly stands out as the canonical representative because the cluster is too mixed.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43329", "right": "issue:43606", "accept": false, - "reason": "Different failures: undefined multimodal video token helpers vs CPU offload device mismatch in Bark; no shared code path." + "reason": "Different bugs: undefined video-token helper usage in multimodal token counting vs CPU offload device mismatch in Bark." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL is unrelated to CustomTrainer.compute_loss argument changes." + "reason": "Qwen2-VL multi-GPU training request is unrelated to the CustomTrainer keyword-argument regression." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation discrepancy is not the same bug as a DeepSpeed/ZeRO gradient increase issue." + "reason": "SigLIP2 HF/JAX discrepancy is not the same issue as ZeRO-3 gradient inflation during DeepSpeed training." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "RoPE layer dropping in Smollm3 and tied-weights warnings in Qwen3-Next are different model behaviors." + "reason": "RoPE layer-count mismatch in Smollm3 is unrelated to the Qwen3-Next tied-weights warning." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage is separate from device-dependent lm_head serialization." + "reason": "Custom model init breakage in v5 is different from inconsistent lm_head serialization behavior." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:43688", + "right": "issue:43746", "accept": false, - "reason": "Both are serve-related, but one is a multimodal '.to' crash and the other is KV-cache continuation indexing; different bugs." + "reason": "Aux-loss normalization bug and PEFT local-checkpoint loading bug are separate code paths." }, { - "left": "issue:43688", - "right": "issue:43746", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "Aux-loss normalization issue and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing error are distinct serving failures." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Importing Qwen2.5-VL and missing Float8 storage are distinct runtime/import failures." + "reason": "Import failure for Qwen2.5-VL class is unrelated to missing Float8 storage support." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both mention chat templates, but one is assistant_masks for multimodal inputs and the other is tool-call content handling; not the same concrete bug." + "reason": "All-zero assistant masks for multimodal inputs is not the same as tool-call chat-template crashing on empty content." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS bus error in CLIP is unrelated to Qwen2-VL multi-GPU training." + "reason": "MacOS bus error on CLIP and Qwen2-VL multi-GPU training are unrelated model/runtime problems." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Different 5.0-related regressions: missing config field vs unexpected constructor arg during init_empty_weights." + "reason": "Missing pad_token_idx in StableLmConfig is different from the init_empty_weights unexpected-argument regression." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Documentation example errors are not the same as a v4.57.5 processor/tokenizer regression." + "reason": "SigLIP2 doc example errors are documentation/model usage issues, not the processor.tokenizer regression." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "Nonsensical SigLIP2 outputs and unexpected position-id keys are different symptoms with different causes." + "reason": "Nonsensical SigLIP2 outputs and unexpected position-id keys are separate symptoms with different likely causes." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy-field model loading and device mismatch during CPU offload are unrelated." + "reason": "Legacy field loading failure in Beit is unrelated to the Bark device-mismatch issue." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "TP/OOM loading for Qwen2-57B is unrelated to an unreleased PEFT version bump." + "reason": "Tensor-parallel OOM for a large Qwen model is unrelated to the PEFT minimum-version bump." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Model preset loading failure and BigBirdTokenizer special-token registration are different areas." + "reason": "Beit legacy-field loading and BigBirdTokenizer special-token registration are different bugs." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Config save/load token-ID loss is not the same as MLukeTokenizer task AttributeError." - }, - { - "left": "issue:43257", - "right": "issue:45405", - "accept": false, - "reason": "MOE weight conversion under accelerate+deepspeed is unrelated to the PEFT version pin issue." + "reason": "DiaConfig token ID persistence and MLukeTokenizer AttributeError are unrelated issues." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype drift during evaluate and resume_from_checkpoint key mismatch are separate problems." + "reason": "Embedding dtype drift during evaluation is not the same as resume_from_checkpoint key mismatch." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A failing Janus test case is unrelated to the PEFT release version bump." + "reason": "Janus test failure is unrelated to the PEFT version pin bump." + }, + { + "left": "issue:43257", + "right": "issue:45405", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is a model-loading bug, not a dependency-version release issue." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "A real device mismatch bug and a stale CI test are not the same underlying issue." + "reason": "CPU offload device mismatch and a stale CI test in GraniteSpeech do not describe the same underlying bug." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation error and flash_attn import KeyError on Python 3.13 are unrelated." + "reason": "Template-node compilation error is unrelated to the flash_attn import_utils KeyError on Python 3.13." }, { "left": "issue:15354", @@ -6063,25 +6279,25 @@ "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and a PyTorch version check for flex_attention import are different bugs." + "reason": "MPS attention correctness bug with mismatched head dims is unrelated to the AuxRequest version-check bug." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-processing ValueError in Qwen3OmniMoe is unrelated to mm_token_type_ids defaults for text-only fine-tuning." + "reason": "Video-input ValueError in Qwen3OmniMoe and Gemma 4 mm_token_type_ids defaulting are different multimodal issues." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation issues do not share a concrete code path." + "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation failure are unrelated." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "Bfloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures are unrelated." + "reason": "bfloat16 dtype mismatch in inference is unrelated to Wav2Vec2 save_pretrained/tokenization failure." } ] }, @@ -6100,8 +6316,8 @@ "review_unit_count": 41, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ @@ -6160,21 +6376,21 @@ "issue:39401|issue:44568", "issue:37428|issue:43957", "issue:44315|issue:44849", - "issue:44554|issue:45356", "issue:43334|issue:43525", + "issue:44554|issue:45356", "issue:43295|issue:44610", - "issue:45200|issue:45325", "issue:43493|issue:43701", + "issue:45200|issue:45325", "issue:44898|issue:45412", "issue:43873|issue:44464", "issue:44466|issue:45127", "issue:40990|issue:44625", "issue:37428|issue:43824", - "issue:43388|issue:43526", "issue:43572|issue:44987", + "issue:43388|issue:43526", "issue:44514|issue:44521", - "issue:43844|issue:44936", "issue:43572|issue:44589", + "issue:43844|issue:44936", "issue:43575|issue:44464", "issue:43824|issue:43975", "issue:43295|issue:43450", @@ -6186,184 +6402,184 @@ "issue:44360|issue:44561", "issue:42915|issue:43824" ], - "prepared_review_unit_hash": "1806b43d6a75ab28a5f3c953782560d8303440eed4ae3db103ca6cea294b2233", + "prepared_review_unit_hash": "d1b0b73ac42342681ea1d60489394f1a8e21ec776865a6dabcfcfff5f2a3b625", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36844, - "estimated_input_tokens": 9211, - "estimated_eval_tokens": 18678 + "serialized_chars": 36847, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a heterogeneous mix of unrelated Transformers bugs; only one pair looks like a plausible duplicate around Qwen2.5-VL chat templating.", - "confidence": 0.76, - "canonical_issue_reason": "No single canonical issue cleanly spans the cluster; most items are unrelated regressions across different models and code paths.", + "summary": "This cluster is mostly heterogeneous and does not look like a single duplicate set. The only strong duplicate-like edge is the shared `pad_token_id` config regression across new model configs; the rest are unrelated or only broadly similar at the subsystem level.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43334 is the clearest representative of the shared `pad_token_id`-missing config regression and is the more concrete report in the only likely duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue is truly suitable; issue:44521 is only the broadest representative of the one plausible duplicate pair, but it does not represent the rest of the cluster.", + "best_issue_reason": "Issue 43334 is the best anchor for the cluster\u2019s one real overlap; it states the failure mode directly and maps to the likely shared fix path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Different problems: generation kwargs update after sync_gpus vs Qwen3.5 hidden-state behavior." + "reason": "Both mention generation/model behavior, but they are different bugs: `sync_gpus` kwargs handling vs `output_hidden_states` on Qwen3.5." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "Unrelated: ZeRO-3 gradient growth vs model loading failure for Phi-4 multimodal." + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading are unrelated code paths." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer bugs, but different models and mechanisms: offset mapping vs add_special_tokens/BOS-EOS insertion." + "reason": "Tokenizer offset mapping and add_special_tokens/BOS-EOS behavior are distinct tokenizer bugs." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Different loading failures: missing flash-attention import symbol vs meta-device loading breakage." + "reason": "Flash-attention import error vs `torch.device(\"meta\")` loading failure are different regressions." }, { "left": "issue:44315", "right": "issue:44849", "accept": false, - "reason": "Unrelated: Liger Kernel application with model_init vs Qwen3.5 hidden-state bug." - }, - { - "left": "issue:44554", - "right": "issue:45356", - "accept": false, - "reason": "Different subsystems entirely: MPS attention correctness vs tokenizer codec regression." + "reason": "Liger Kernel application in `model_init` is unrelated to hidden-states output on Qwen3.5." }, { "left": "issue:43334", "right": "issue:43525", + "accept": true, + "reason": "Both report the same missing-`pad_token_id` config regression on new model classes, just surfaced through different models." + }, + { + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "Similar symptom (missing pad_token_id), but different model families and likely separate fixes rather than one concrete bug." + "reason": "MPS attention correctness and Kimi tokenizer codec handling are unrelated." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Both involve processors, but one is a regression in processor.tokenizer/image passing and the other is an OmDet input-size mismatch." + "reason": "Processor/tokenizer regression and OmDet image-size mismatch are different processor bugs." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "Different multimodal bugs: missing mm_token_type_ids defaults vs wrong rope temporal scaling." + "reason": "SigLIP2 implementation mismatch and resume-from-checkpoint key mismatch do not share a concrete code path." }, { - "left": "issue:43493", - "right": "issue:43701", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "Discrepant SigLIP2 implementation vs resume_from_checkpoint key mismatch are unrelated." + "reason": "Gemma 4 multimodal token types and Qwen2.5-VL rope indexing are separate model-specific issues." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Different issues: Perceiver resolution/interpolation failure vs RT-DETR memory not being released." + "reason": "Perceiver resize/interpolation failure and RT-DETR memory release are unrelated." }, { "left": "issue:43873", "right": "issue:44464", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to compiled-forward chunked generation outputs." + "reason": "Quantization/offloading behavior and compiled-forward chunked generation are different problems." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both mention tied weights, but one is serialization behavior and the other is LoRA merge collapse; not the same bug." + "reason": "Both involve weights, but serialization inconsistency and LoRA-merge collapse are not the same bug." }, { "left": "issue:40990", "right": "issue:44625", "accept": false, - "reason": "Unrelated: perplexity regression on GPT-OSS vs Qwen3.5 num_labels propagation." + "reason": "High perplexity on gpt-oss-20b and Qwen3.5 `num_labels` propagation are unrelated." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different model families." + "reason": "These are both import-related, but they miss different symbols in different model families." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:43572", + "right": "issue:44987", "accept": false, - "reason": "Both touch labels, but one is trainer metric gathering and the other is BeitImageProcessorFast label reduction; different code paths." + "reason": "StableLm `pad_token_idx` regression and loading `physical-intelligence/fast` failure are unrelated." }, { - "left": "issue:43572", - "right": "issue:44987", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "Different regressions: missing pad_token_idx in StableLmConfig vs model loading failure in transformers>=5.1.0." + "reason": "Both concern labels, but `gather_for_metrics` truncation and `reduce_labels` in BeitImageProcessorFast are different layers and failures." }, { "left": "issue:44514", "right": "issue:44521", - "accept": true, - "reason": "Both concern Qwen2.5-VLProcessor.apply_chat_template on multimodal input; one crashes on batched padding=False, the other returns all-zero assistant masks, which points to the same chat-template/mask handling path." - }, - { - "left": "issue:43844", - "right": "issue:44936", "accept": false, - "reason": "Unrelated training/runtime regressions: ZeRO-3 gradient issues vs trainer.evaluate() after trainer.train()." + "reason": "Both touch `apply_chat_template`, but one is a batching/padding crash and the other is wrong assistant masks." }, { "left": "issue:43572", "right": "issue:44589", "accept": false, - "reason": "No concrete overlap beyond general v5 breakage; missing pad_token_idx is unrelated to the Float8 storage lookup error." + "reason": "Missing `pad_token_idx` and Float8 storage lookup errors are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 gradient growth and trainer evaluate-after-train behavior are different training bugs." }, { "left": "issue:43575", "right": "issue:44464", "accept": false, - "reason": "OOM on tensor-parallel load and inconsistent compiled-forward generation are different problems." + "reason": "Tensor-parallel OOM on model load is unrelated to compiled-forward chunked generation output inconsistency." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "ImportError for a VL model class and a detokenization regression are unrelated." + "reason": "Importing `Qwen2_5_VLForConditionalGeneration` and incorrect detokenization are different issues." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Both involve processor output shapes/batching, but for different processor families and different failure modes." + "reason": "Processor API regression and batched video shape bug are only broadly related to processors, not the same bug." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Different speech-model issues: tokenizer loading vs save_pretrained/tokenization failure." + "reason": "FastSpeech2Conformer tokenizer loading and Wav2Vec2 save/tokenization failure are separate tokenizer issues." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor regression and quantization offloading are unrelated." + "reason": "Processor regression and quantization/offloading behavior do not match." }, { "left": "issue:38175", @@ -6375,25 +6591,31 @@ "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype drift in evaluation is unrelated to Qwen3 MoE memory usage." + "reason": "Embedding dtype change during eval and Qwen3 MoE memory usage are different problems." + }, + { + "left": "issue:43295", + "right": "issue:43994", + "accept": false, + "reason": "Custom processor/tokenizer regression and SigLIP2 nonsensical outputs are unrelated." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available breaking trust_remote_code." + "reason": "DSA ReLU discussion and removal of `is_torch_fx_available` are unrelated." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3MoE FP8Config failure and Qwen2.5-VL import error are unrelated." + "reason": "Qwen3Moe FP8 failure and Qwen2_5_VL import error are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is conservative and grounded in the packet: most pairwise rejections correctly note different model families or different failure modes. The only accepted pair, issue:44514 vs issue:44521, has a reasonable shared surface area around `apply_chat_template` and multimodal chat-mask handling, and the wording stays appropriately soft. No obvious overstatement." + "feedback": "The assessment is grounded in the packet: most pairs are clearly different bugs, and the only accepted edge (43334/43525) is a conservative match on the same missing-`pad_token_id` config regression across model configs. No overstatement evident." }, "evaluator_used": true, "retried": false, @@ -6409,8 +6631,8 @@ "review_unit_count": 41, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ @@ -6485,179 +6707,173 @@ "issue:43278|issue:43825", "issue:29942|issue:32090", "issue:45310|issue:45478", - "issue:43611|issue:43931", "issue:37428|issue:44351", "issue:43819|issue:44493", + "issue:43611|issue:43931", "issue:39692|issue:43526", "issue:43335|issue:43550", "issue:43450|issue:43526", - "issue:44855|issue:45083", "issue:45200|issue:45381", + "issue:44855|issue:45083", "issue:43404|issue:45200", "issue:44292|issue:45520", "issue:39692|issue:44493", "issue:44448|issue:44779" ], - "prepared_review_unit_hash": "38f2ad83fad4dbc196cd89db68f6fca6e32f0722fe9aebbe48cd7a0d043dec2b", + "prepared_review_unit_hash": "6e59b9cf73c0db6813a43203d58fb8e4653fd08d286cbef1379ef0908ebdc7a0", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37613, - "estimated_input_tokens": 9404, - "estimated_eval_tokens": 19064 + "serialized_chars": 37611, + "estimated_input_tokens": 9403, + "estimated_eval_tokens": 19062 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab-bag of unrelated issue reports spanning many models, tokenizers, processors, and version-regression cases. The only clear duplicate pair is the two Qwen3.5 MoE from_pretrained reports (#45310 and #45478).", - "confidence": 0.87, - "canonical_issue_reason": "Issue #45478 is the strongest canonical choice: it is the same concrete Qwen3.5 MoE from_pretrained failure as #45310, with a later report and slightly more discussion, making it a good representative for the duplicate pair.", + "summary": "Mostly unrelated issues; only one clear duplicate pair appears in the Qwen3.5 MoE from_pretrained regression reports.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45310 is the earlier, broader report of the Qwen3.5 MoE from_pretrained regression, and issue:45478 reads like a later duplicate follow-up.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45478 is the best global representative because it is specific, actionable, and clearly tied to a reproducible model-loading regression; among the set, it is the cleanest duplicate anchor.", + "best_issue_reason": "issue:45310 is the best representative issue for the accepted duplicate pair because it is earlier and already captured the same failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs/pipeline-related, but they describe different problems: one is stale pipeline references after v5 removals, the other is a TextClassificationPipeline docs/behavior mismatch about return_all_scores." + "reason": "Both are docs-related pipeline complaints, but they target different docs and different problems." }, { "left": "issue:44849", "right": "issue:45003", "accept": false, - "reason": "Different subsystems and failure modes: Qwen3.5 hidden-states behavior vs an unsafe sys.modules access pattern in modeling_utils." + "reason": "Different subsystems and failure modes; one is a Qwen3.5 hidden-states bug, the other a sys.modules access issue." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Both mention SigLIP2, but one is an output symptom (zero probabilities) and the other is a broader HF-vs-JAX implementation discrepancy; not clearly the same concrete bug." + "reason": "Same model family, but the reported symptoms differ enough that this looks like a related area, not the same bug." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Unrelated issues: BigBirdTokenizer special-token registration vs a GraniteSpeech CI device-override test failure." + "reason": "Tokenizer special-token decoding and a GraniteSpeech CI test failure are unrelated." }, { "left": "issue:44568", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different models and different behaviors (special-token insertion vs tokenizer loading)." + "reason": "Both involve tokenizer loading/behavior, but they are distinct models and distinct breakages." }, { "left": "issue:43450", "right": "issue:43493", "accept": false, - "reason": "Video batch-shape handling and SigLIP2 implementation discrepancy are different bugs in different code paths." + "reason": "Video processor batching shape bug vs SigLIP2 implementation discrepancy; not the same code-path issue." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "These are unrelated: LoRA merging with tied embeddings vs a category-count runtime limit." + "reason": "LoRA/vocab collapse and a category-limit runtime error are unrelated." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Different multimodal/chat-template problems affecting different inputs and models; not the same underlying bug." + "reason": "Chat template tool-call crash and Qwen2.5-VL video position-id bug are different failures." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent reconstruction mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "DAC latent conversion mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Batch video-processing shape bug and Qwen2-57B-A14B TP OOM are unrelated." + "reason": "Batched video shape bug and Qwen2-57B-A14B-Instruct tensor-parallel OOM are not the same issue." }, { "left": "issue:44462", "right": "issue:44561", "accept": false, - "reason": "Both are loading-related, but one is AutoTokenizer ignoring tokenizer.json while the other is a trust_remote_code break from removing is_torch_fx_available." + "reason": "Tokenizer.json handling and removal of is_torch_fx_available are unrelated regression classes." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but they affect different code paths: remote-code imports vs Deepseek tokenizer behavior." + "reason": "Both mention v5 regressions, but one is a missing helper API and the other is tokenizer output corruption." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor input-size mismatch and CUDA AMP loss crash are distinct bugs." + "reason": "Different model processors and different symptoms; shape mismatch is not the same as AMP CUDA crash." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Importing a removed flash-attention helper and Torch 2.10 incompatibility are different versioning issues." + "reason": "Flash-attention import error and Torch 2.10 incompatibility are related only at a broad ecosystem level, not the same bug." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "Different models and symptoms: DAC latent mismatch vs GraniteSpeech stale device override CI failure." + "reason": "Unrelated audio/latent conversion issue versus a stale CI device override test." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and video batch shape handling are unrelated." + "reason": "Audio chat-template sampling-rate default and video batching shape are different processor bugs." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different regressions in different models: Pegasus output drift vs Qwen3.5 recurrent-state reset behavior." + "reason": "Pegasus v4/v5 output difference and Qwen recurrent-state reset are separate model behaviors." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe helper behavior." + "reason": "CPU offload device mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype drift and pipeline error messaging are unrelated." + "reason": "Embedding dtype drift and a pipeline error-message issue do not share the same underlying change." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are unrelated." + "reason": "Flash Attention 2 test failures and _gpu_broadcast_one NoneType errors are unrelated." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Exact same reported regression: transformers>=5.4.0 causes Qwen3.5 MoE from_pretrained failure. This is a clear duplicate pair." - }, - { - "left": "issue:43611", - "right": "issue:43931", - "accept": false, - "reason": "General base_model_prefix loading breakage and a specific Qwen3-VL weight-shape mismatch are different failures." + "reason": "Same Qwen3.5 MoE from_pretrained error on transformers>=5.4.0; 45478 is a duplicate report." }, { "left": "issue:37428", @@ -6669,67 +6885,73 @@ "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent/forward mismatch and unexpected position-id keys are unrelated." + "reason": "DAC latent mismatch and unexpected position-id keys are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Generic model-loading breakage from base_model_prefix removal vs a specific Qwen3-VL weight-shape mismatch." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 docs/example issues and BeitImageProcessorFast label reduction are unrelated." + "reason": "SigLIP2 docs/quantization errors and BEiT reduce_labels behavior are unrelated." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA failure do not share the same code-path bug." + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA failure are different concrete bugs." }, { "left": "issue:43450", "right": "issue:43526", "accept": false, - "reason": "Video batching shape and BeitImageProcessorFast label reduction are unrelated." + "reason": "Video processor batching shape issue and BEiT label reduction bug do not match." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:45200", + "right": "issue:45381", "accept": false, - "reason": "Python 3.13 TorchScript indentation parsing error is unrelated to qwen3_omni_moe feature-length behavior." + "reason": "Both are multimodal token-id/default issues, but they affect different models and different fields." }, { - "left": "issue:45200", - "right": "issue:45381", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Both are multimodal position/input-default issues, but they affect different models and different fields; not the same concrete bug." + "reason": "Python 3.13 import parsing failure and qwen3_omni_moe helper behavior are unrelated." }, { "left": "issue:43404", "right": "issue:45200", "accept": false, - "reason": "Mistral3 lm_head tying and Gemma 4 mm_token_type_ids defaults are unrelated model bugs." + "reason": "lm_head weight tying and mm_token_type_ids defaults are separate model configuration bugs." }, { "left": "issue:44292", "right": "issue:45520", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure and a Python 3.13 flash_attn import KeyError are unrelated." + "reason": "Qwen-3-8B-NVFP4 runtime error and a flash_attn import KeyError are not the same failure." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 docs/model mismatch and unexpected position-id keys are unrelated." + "reason": "SigLIP2 doc/quantization problems and position-id key warnings are unrelated." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus v4/v5 output differences and Deepseek tokenizer regressions are unrelated." + "reason": "Pegasus output drift and Deepseek tokenizer regressions are separate issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The only clearly supported duplicate pair is 45310/45478, which share the same Qwen3.5 MoE from_pretrained regression title and description. The other soft-edge rejections are cautious and do not overclaim equivalence." + "feedback": "The summary is well grounded in the packet, and the only accepted pair (issue:45310 / issue:45478) is clearly supported by the titles and timing as a duplicate Qwen3.5 MoE from_pretrained regression. The other verdicts stay conservative and do not overstate evidence." }, "evaluator_used": true, "retried": false, @@ -6750,6 +6972,7 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ + "issue:25251", "issue:29127", "issue:29942", "issue:32090", @@ -6814,8 +7037,8 @@ "issue:43723|issue:44554", "issue:43335|issue:44112", "issue:34689|issue:35141", - "issue:45372|issue:45406", "issue:43606|issue:44857", + "issue:45372|issue:45406", "issue:44857|issue:45072", "issue:43873|issue:44493", "issue:43066|issue:44462", @@ -6827,245 +7050,252 @@ "issue:41720|issue:45229", "issue:43550|issue:45083", "issue:44451|issue:45520", - "issue:43976|issue:45440", "issue:32090|issue:33357", + "issue:43976|issue:45440", "issue:45372|issue:45459", "issue:44448|issue:44466", "issue:43065|issue:45412", - "issue:43065|issue:43994" + "issue:43065|issue:43994", + "issue:25251|issue:32090" ], - "prepared_review_unit_hash": "23e6a4f950eda39a212ca7fc933cb901b5caa98e53a6e5aba5d1387307e34462", + "prepared_review_unit_hash": "bf3dc7e4f618d31c5147b390fb11bc6e6f96959baf75612d56985900c56850fb", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 37517, - "estimated_input_tokens": 9380, - "estimated_eval_tokens": 19016 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38386, + "estimated_input_tokens": 9597, + "estimated_eval_tokens": 19450 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of unrelated Transformers bugs; the soft matches are mostly title-level lexical similarity rather than the same underlying defect. I would not merge any of the suggested pairs.", - "confidence": 0.95, - "canonical_issue_reason": "issue:43335 is the closest thing to a hub by soft-match fan-out, but the surrounding links are superficial and the cluster is too heterogeneous to justify a true canonical duplicate.", + "summary": "This cluster is over-broad: the titles span many unrelated Transformers bugs, and none of the soft-edge pairs look like the same underlying issue. The strongest overlaps are only subsystem-level similarity (e.g. Gemma4, tokenizer, SwitchTransformers, flash-attn), not duplicate bugs.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical duplicate emerges; issue 43335 is the most connected by the soft graph, but its matches are mostly superficial and unrelated. ", "canonical_pr_reason": null, - "best_issue_reason": "issue:43335 is the least-bad representative only because it has the most soft-similarity links; it is not a strong semantic cluster center.", + "best_issue_reason": "Issue 43335 is the closest thing to a hub in this cluster, but it is still not a good duplicate anchor because the neighboring issues describe different failure modes and code paths.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "Different models and failures: layoutlmv3 box validation messaging vs Trainer NoneType GPU broadcast." + "reason": "Different problems: LayoutLMv3 error messaging vs Trainer GPU broadcast NoneType failure." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to BigBirdTokenizer special-token registration." + "reason": "SwitchTransformers config bug vs BigBirdTokenizer special-token decode issue; unrelated code paths." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU OOM are different code paths and symptoms." + "reason": "Flash-attention generation issue vs multi-GPU CUDA OOM; not the same bug." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "siglip2 zero-probabilities vs position-id unexpected-key loading are unrelated." + "reason": "Siglip2 zero-probabilities vs unexpected position-id key on many models; distinct symptoms and likely causes." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers config creation issue does not match qwen3_omni_moe feature-length helper behavior." + "reason": "Sparse-layer config bug vs qwen3_omni_moe helper function behavior; not duplicates." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Sparse-layer construction in SwitchTransformers is unrelated to BEiT legacy-field loading." + "reason": "SwitchTransformers sparse-layer creation vs BEiT legacy-field loading failure; different models and failures." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and GraniteSpeech CI stale override test are different problems." + "reason": "torch.compile/SDPA failure in Bamba vs stale CI test in GraniteSpeech; unrelated." }, { "left": "issue:43335", "right": "issue:45072", "accept": false, - "reason": "SwitchTransformers sparse-layer bug is not the same as dtype mismatch in bfloat16 inference." + "reason": "Same model family, but one is config/sparse-layer creation and the other is bfloat16 dtype mismatch in inference." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer add_special_tokens behavior and Gemma3 NaN embeddings from sliding-window attention are different bugs." + "reason": "Tokenizer add_special_tokens regression vs Gemma3 NaN embeddings during mixed-length batching; unrelated." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight loading under accelerate is unrelated to a GraniteSpeech CI test failure." + "reason": "Packed-weight loading bug vs CI test staleness; not the same code-path problem." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 output regression and Qwen3.5 flash-attention generation failure are not the same issue." + "reason": "Pegasus v4/v5 output regression vs Qwen3.5 flash-attn generation issue; different models and causes." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Qwen2.5-VL iterable-dataset multi-image finetuning and BEiT fast processor label reduction are unrelated." + "reason": "Qwen2.5-VL multi-image dataset failure vs BEiT label reduction bug; both vision-related but not the same issue." }, { "left": "issue:43723", "right": "issue:44554", "accept": false, - "reason": "AutoTokenizer loading in v5 and an MPS attention correctness bug are different code paths." + "reason": "Tokenizer loading regression vs MPS attention correctness issue; unrelated." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers config bug does not match a GraniteSpeech stale-device CI test." + "reason": "Sparse-layer config bug vs stale device-override test; no shared underlying defect." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Llama 3.2 vision model loading breakage is not the same as output embeddings being reinitialized on resize." + "reason": "Llama 3.2 Vision load breakage vs embedding reinit after resize; different symptoms and mechanisms." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Both involve Gemma4, but one is an import-dependency failure and the other is a missing _tokenizer attribute in serve; not the same code-path bug." + "reason": "CPU offload device mismatch vs AMP float16 crash; not the same bug." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "CPU-offload device mismatch in bark-small is unrelated to an AMP/CUDA crash in LwDetrImageLoss." + "reason": "Gemma4 processor import dependency failure vs Gemma4Processor missing _tokenizer in serve; related area, but different concrete bugs." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "These are both dtype-related, but they affect different models and different failure mechanisms." + "reason": "Different dtype issues in different models/code paths; not mergeable into one PR." }, { "left": "issue:43873", "right": "issue:44493", "accept": false, - "reason": "Quantization/offloading behavior and unexpected position-id keys are unrelated." + "reason": "Quantization offload issue vs unexpected position-id key regression; unrelated." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Tokenizer decoder type selection and ignoring tokenizer.json are different tokenizer-loading bugs." + "reason": "Tokenizer decoder type bug vs AutoTokenizer ignoring tokenizer.json; different loading semantics." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantized offloading problems and Gemma4 multi-GPU OOM are not the same underlying defect." + "reason": "Quantization/offload problem vs Gemma4 multi-GPU OOM; unrelated." }, { "left": "issue:37428", "right": "issue:44987", "accept": false, - "reason": "Flash-attention import error and Qwen3.5 flash-attention generation failure share a subsystem but not a concrete bug." + "reason": "Missing flash-attention import symbol vs model loading failure for a specific repo; too vague and not clearly the same bug." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift in eval and an undefined-variable multimodal token helper are unrelated." + "reason": "Embedding dtype mismatch across train/eval vs multimodal token-count helper bug; unrelated." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "resume_from_checkpoint key mismatch does not match qwen3_omni_moe feature-length logic." + "reason": "Resume checkpoint key mismatch vs qwen3_omni_moe helper function behavior; different defects." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Failing Flash Attention 2 tests and embedding reinit after resize are different issues." + "reason": "Flash Attention 2 test failures vs embedding reinitialization after resize; unrelated." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "cudaErrorAssert under auto device mapping is not the same as multi-GPU inference OOM." + "reason": "Qwen3 auto-device assert vs Gemma4 OOM; different failure modes." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to qwen3_omni_moe feature-length calculation." + "reason": "Bamba torch.compile/SDPA issue vs qwen3_omni_moe length helper bug; unrelated." }, { "left": "issue:44451", "right": "issue:45520", "accept": false, - "reason": "Model-loading failure for ScandiBERT and flash_attn import KeyError on Python 3.13 are different problems." + "reason": "ScandiBERT load failure vs Python 3.13 flash_attn import key error; not the same bug." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Python version compatibility breakage and DeepSeekV3 implementation divergence are unrelated." + "reason": "Trainer broadcast NoneType failure vs MacOS bus error on CLIP model; different platform and cause." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Trainer broadcast NoneType error and MacOS bus error loading a CLIP model are not the same bug." + "reason": "Python version incompatibility vs DeepSeekV3MoE divergence from remote implementation; unrelated." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma4 ReasoningEffort import failure and protobuf-related tokenizer error masking are different failure modes." + "reason": "Gemma4 import failure vs protobuf error masking in tokenizer loading; related area but different concrete bug." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Both are v4/v5 regressions, but one is generation output difference and the other is lm_head serialization inconsistency; different code paths." + "reason": "Pegasus output regression vs lm_head serialization inconsistency; distinct issues." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory release on delete are unrelated." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs RT-DETR memory release issue; unrelated." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Sam3PixelDecoder dummy layer and ScandiBERT loading failure have no shared underlying bug." + "reason": "Sam3PixelDecoder dummy layer vs Siglip2 nonsensical outputs; different models and bugs." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug vs Trainer GPU broadcast NoneType error; unrelated." } ] }, @@ -7089,7 +7319,6 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ - "issue:25251", "issue:29127", "issue:29942", "issue:30064", @@ -7097,6 +7326,7 @@ "issue:33290", "issue:33357", "issue:34567", + "issue:35141", "issue:36010", "issue:39692", "issue:42915", @@ -7140,251 +7370,251 @@ ], "soft_pairs": [ "issue:44186|issue:45198", - "issue:25251|issue:32090", - "issue:43653|issue:44743", "issue:43278|issue:43381", + "issue:43653|issue:44743", "issue:44265|issue:45198", "issue:44361|issue:45198", "issue:43257|issue:43278", "issue:42915|issue:42994", - "issue:43421|issue:45491", "issue:44871|issue:44977", + "issue:43421|issue:45491", "issue:43994|issue:45412", "issue:44206|issue:44479", "issue:43756|issue:45440", "issue:43504|issue:44857", "issue:44610|issue:45412", "issue:29942|issue:30064", - "issue:45103|issue:45372", "issue:33357|issue:39692", + "issue:45103|issue:45372", "issue:29127|issue:34567", "issue:32090|issue:33290", "issue:45072|issue:45229", "issue:43824|issue:44279", - "issue:43653|issue:44442", "issue:43381|issue:43701", + "issue:43653|issue:44442", "issue:43334|issue:43531", "issue:43526|issue:44186", "issue:44464|issue:45491", "issue:43262|issue:44206", "issue:44977|issue:45245", "issue:29942|issue:36010", - "issue:29127|issue:33357" + "issue:29127|issue:33357", + "issue:29127|issue:35141" ], - "prepared_review_unit_hash": "f79e4db9c237686722495b953149c4d18146928c910b9fb0a67ca9f9759a9308", + "prepared_review_unit_hash": "ce6f1e2b5ca13463693bfe6e10608b6661f7f633c003746ceee146ad85058820", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37017, - "estimated_input_tokens": 9255, - "estimated_eval_tokens": 18766 + "serialized_chars": 37066, + "estimated_input_tokens": 9267, + "estimated_eval_tokens": 18790 }, "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 Hugging Face issues that were only weakly linked by text similarity. None of the suggested soft pairs look like true duplicates or the same underlying fix, and there are no PRs in the set.", - "confidence": 0.96, - "canonical_issue_reason": "If a representative issue is needed, issue 45198 is one of the clearest standalone bug reports with a concrete failure mode and reproducible symptoms, but the cluster is not cohesive enough to have a strong canonical issue.", + "summary": "This cluster is not a true duplicate set: it mixes unrelated bugs, regressions, model-specific issues, and docs/runtime problems across many subsystems. All soft edges are name-similarity only and should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs and features across different models, tokenizers, processors, and training/runtime paths, so there is no single underlying report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45198 is the most concrete and actionable report among these unrelated items; it has a specific model, specific failure, and a likely reproducible path.", + "best_issue_reason": "No best issue candidate; any pick would be arbitrary because the cluster is heterogeneous rather than duplicate-driven.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "Both are tokenizer-related, but they describe different models and different failures: NER/batching crashes vs save_pretrained/tokenization failure." + "reason": "Different components and failures: LayoutLMv2 tokenizer NER/padding crash vs Wav2Vec2 save_pretrained/tokenization failure." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Pipeline output nesting and Trainer broadcast TypeError are unrelated code paths and symptoms." + "reason": "Unrelated bugs: embedding dtype drift during eval vs gradient checkpointing being disallowed in eval mode." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token decode behavior and Qwen3-MoE recurrent-state reset are different bugs in different components." - }, - { - "left": "issue:43278", - "right": "issue:43381", - "accept": false, - "reason": "Embedding dtype drift in eval and gradient-checkpointing disallowed in eval mode are separate training/evaluation issues." + "reason": "Different code paths: BigBirdTokenizer special-token decode issue vs Qwen3-MoE recurrent-state reset with cache." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failures with torch_compilable_check are unrelated to Wav2Vec2 save_pretrained/tokenization problems." + "reason": "Different failures: torch.export / torch_compilable_check compatibility vs Wav2Vec2 save/tokenization behavior." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer task AttributeError and Wav2Vec2 tokenization/save failures are different tokenizer bugs with different triggers." + "reason": "Different tokenizer/task error vs Wav2Vec2 save/tokenization failure; no shared underlying bug." }, { "left": "issue:43257", "right": "issue:43278", "accept": false, - "reason": "Qwen3 MoE weight conversion/loading under accelerate+deepspeed is not the same bug as BF16-to-FP32 embedding dtype drift." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to BF16/FP32 evaluation dtype drift." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and quantized model saving failure are separate quantization-related problems." + "reason": "FineGrainedFP8Config failure in Qwen3Moe is not the same as quantized model saving." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Runtime post-processor updates for special tokens and Gemma3 NaN embeddings are unrelated features/bugs." + "reason": "Different models and causes: Gemma-3 eos_token_id config mismatch vs Qwen3.5 flash-attention generation bug." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Gemma eos_token_id mismatch and Qwen3.5 flash-attention generation issues affect different models and different mechanisms." + "reason": "TokenizersBackend post-processor update issue is unrelated to Gemma3 NaN embeddings from sliding-window attention." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 nonsense outputs and RT-DETR memory leaks are distinct model behavior vs lifecycle bugs." + "reason": "SigLIP2 AutoModel/pipeline wrong outputs vs RT-DETR memory leak on deletion are different problems." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported center argument in LasrFeatureExtractor is unrelated to the qwen2_5_vl/qwen3_vl video regression." + "reason": "Unsupported center arg in LasrFeatureExtractor is unrelated to the Qwen video-input regression." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer discrepancy and DeepseekV3MoE divergence are different model-implementation issues." + "reason": "Smollm3 RoPE-layer mismatch is a different bug from DeepseekV3MoE divergence from remote implementation." }, { "left": "issue:43504", "right": "issue:44857", "accept": false, - "reason": "Beit pretrained-load legacy-field handling and LwDetr float16 CUDA loss crashes are unrelated bugs." + "reason": "BEiT legacy-field loading bug vs LwDetrImageLoss AMP/CUDA crash are different code paths." }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "Processor image-size mismatch and RT-DETR memory release behavior do not share the same underlying defect." + "reason": "Processor input-size mismatch for OmDet-Turbo is unrelated to RT-DETR garbage-collection memory retention." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 CI failures and void segmentation-map processing are different subsystems and failure modes." + "reason": "Flash Attention 2 test failures and void segmentation-map processing are separate issues." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "auto_docstring annotation parsing and Gemma 4 processor import failure come from unrelated tooling paths." + "reason": "MacOS CLIP bus error is not the same as SigLIP2 docs/example errors." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Both mention CLIP/SigLIP-like models, but the MacOS bus error and documentation example errors are different issues." + "reason": "auto_docstring annotation handling has nothing in common with the mistral_common ReasoningEffort import error." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token-count tracking are unrelated concerns." + "reason": "LayoutLMv3 error-message clarity is unrelated to TrainerState token counter not updating." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer NoneType broadcast errors and DeepSpeed Adafactor OOM are distinct training failures." + "reason": "Trainer NoneType broadcast TypeError vs deepspeed/adafactor OOM are different failure modes." }, { "left": "issue:45072", "right": "issue:45229", "accept": false, - "reason": "Bfloat16 dtype mismatches in inference and Gemma4 multi-GPU OOM are different classes of problems." + "reason": "dtype mismatches in bfloat16 inference are unrelated to Gemma4 multi-GPU CUDA OOM." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Specific Qwen2.5-VL import failure and a generic dependency issue are not the same bug." + "reason": "Qwen2_5_VL import error is not the same as a general dependency issue with transformers." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated tokenizer/loading bugs." + "reason": "Eval-mode gradient checkpointing restriction is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch do not describe the same code path." + "reason": "BigBirdTokenizer special-token registration bug is unrelated to AutoTokenizer loading FastSpeech2ConformerTokenizer." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL pad_token_id missing and Qwen3-MoE sliding_window issues are different model-family regressions." + "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding_window behavior are different problems." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels behavior and LayoutLMv2Tokenizer batching crashes are different components and failures." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to LayoutLMv2Tokenizer NER/padding crashes." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Gemma3 NaN embeddings are not the same underlying bug." + "reason": "Compiled forward chunked generation inconsistency is unrelated to Gemma3 NaN embeddings with mixed-length batching." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and unsupported center arg in an image extractor are unrelated." + "reason": "Audio processor chat-template sampling-rate default mismatch is unrelated to LasrFeatureExtractor's unsupported center arg." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation problems and category-count limits are entirely different issues." + "reason": "Qwen3.5 flash-attention generation bug has no relation to the category-count limit error." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Failing Flash Attention 2 tests and GenerationMixin import errors are unrelated." + "reason": "Flash Attention 2 test failures and GenerationMixin import error are different regressions." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error messaging and CLIP bus errors on MacOS are not the same bug." + "reason": "LayoutLMv3 error-message issue and CLIP MacOS bus error are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error clarity is unrelated to post_init reinitializing untied output embeddings." } ] }, @@ -7408,7 +7638,6 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ - "issue:29127", "issue:29942", "issue:33290", "issue:33666", @@ -7416,6 +7645,7 @@ "issue:34689", "issue:35141", "issue:39692", + "issue:41628", "issue:42915", "issue:43232", "issue:43316", @@ -7452,30 +7682,30 @@ "issue:45072", "issue:45216", "issue:45290", + "issue:45372", "issue:45440", "issue:45479", "issue:45491" ], "soft_pairs": [ - "issue:29127|issue:35141", "issue:43761|issue:44079", "issue:44442|issue:45072", "issue:42915|issue:43931", - "issue:43232|issue:43388", "issue:43526|issue:44857", + "issue:43232|issue:43388", "issue:43526|issue:44610", "issue:44479|issue:45290", - "issue:43723|issue:45479", "issue:44743|issue:44811", + "issue:43723|issue:45479", "issue:45003|issue:45440", "issue:43575|issue:43701", - "issue:43931|issue:45216", "issue:43316|issue:43525", + "issue:43931|issue:45216", "issue:43646|issue:44077", "issue:43761|issue:44188", "issue:43575|issue:44387", - "issue:44964|issue:45440", "issue:43994|issue:44206", + "issue:44964|issue:45440", "issue:29942|issue:33666", "issue:39692|issue:45491", "issue:43673|issue:44743", @@ -7486,216 +7716,217 @@ "issue:43493|issue:43827", "issue:44077|issue:44479", "issue:33290|issue:34689", - "issue:33290|issue:35141" + "issue:33290|issue:35141", + "issue:41628|issue:45372" ], - "prepared_review_unit_hash": "094d24fc85d6f3110c473e4815fc0427b99cc0503adea5f833e76c1df19c1055", + "prepared_review_unit_hash": "0806280343f06ba8b5b6f8d9bcd461c8c36f558725c33152d8dd6c233386d386", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36126, - "estimated_input_tokens": 9032, - "estimated_eval_tokens": 18320 + "serialized_chars": 36716, + "estimated_input_tokens": 9179, + "estimated_eval_tokens": 18614 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a duplicate cluster; it mixes many unrelated issues across different models, processors, generation, quantization, and docs. I rejected all soft edges because none appear to describe the same concrete bug.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits the cluster: the items span unrelated regressions and API mismatches, so none cleanly subsumes the rest.", - "canonical_pr_reason": "No PRs are present in the provided items.", - "best_issue_reason": "If forced to choose a representative, issue 43873 is the broadest open regression with active discussion, but it still does not represent the rest of the set.", - "best_pr_reason": "No PRs are present in the provided items.", + "summary": "This cluster is heterogeneous: most items are unrelated model-specific bugs, regressions, or docs issues. I do not see any strong duplicate pairs among the provided soft edges, so the safe triage outcome is to keep them separate.", + "confidence": 0.94, + "canonical_issue_reason": "If a single representative is needed, issue 43646 is the broadest version-level regression and the most general in scope; however, the cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best generic representative because it describes a broad Transformers 5.0.0 initialization regression rather than a narrow model- or component-specific symptom.", + "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:29127", - "right": "issue:35141", - "accept": false, - "reason": "Different bugs: LayoutLMv3 error-message clarity vs token-embedding reinitialization in post_init." - }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "One is a CLIPVisionModel hidden_states regression; the other is ModelOutput key handling for None values." + "reason": "Different bugs: one is a CLIPVisionModel hidden-states regression, the other is ModelOutput key handling." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Unrelated failures: tokenizer loading for FastSpeech2ConformerTokenizer vs dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Unrelated areas: tokenizer loading failure vs bfloat16 dtype mismatch in inference." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Different model-load paths and symptoms: FineGrainedFP8Config failure vs Qwen3-VL weight-shape mismatch." + "reason": "Different model families and failures: FP8 config issue vs Qwen3-VL shape mismatch on load." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:43526", + "right": "issue:44857", "accept": false, - "reason": "Generation kwargs sync bug vs metric-gathering dropping tuple labels; unrelated code paths." + "reason": "Different subsystems: image label reduction bug vs AMP/CUDA loss crash." }, { - "left": "issue:43526", - "right": "issue:44857", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs LwDetrImageLoss AMP/CUDA crash." + "reason": "Generation kwargs update bug and metrics gathering bug are not the same code path." }, { "left": "issue:43526", "right": "issue:44610", "accept": false, - "reason": "Both touch processors, but one is label reduction in BeitImageProcessorFast and the other is input-size mismatch in OmDet-Turbo." + "reason": "Different processor bugs: label reduction vs processor output size mismatch." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Different regressions: video-input handling for Qwen variants vs chat-template tool-call tokenization crash." + "reason": "Different regressions: video input processing vs chat template tool-call handling." }, { - "left": "issue:43723", - "right": "issue:45479", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Tokenizer loading in v5 is unrelated to the zero-loss classification bug with num_labels=1." + "reason": "Cache/state reset in Qwen3_5 is unrelated to Whisper batch_decode skip_special_tokens handling." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:43723", + "right": "issue:45479", "accept": false, - "reason": "Qwen recurrent-state caching bug vs Whisper batch_decode skip_special_tokens handling." + "reason": "Tokenizer loading regression and sequence-classification loss bug are unrelated." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils vs DeepseekV3MoE implementation divergence." + "reason": "Generic sys.modules access bug vs DeepSeekV3MoE divergence are different problems." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM when loading Qwen2-57B-A14B-Instruct is unrelated to resume_from_checkpoint key mismatch." + "reason": "Tensor-parallel OOM and checkpoint key mismatch are unrelated." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "Both are Qwen3-family regressions, but one is a weight-shape load error and the other is a bad save_pretrained checkpoint." + "reason": "Both mention config inconsistencies, but they are different missing-attribute/API issues for different models." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Both are API discrepancies, but Gemma3TextConfig missing parity is different from Llama4Config lacking pad_token_id." + "reason": "Loading shape mismatch and save_pretrained checkpoint corruption are different failure modes." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "General custom model initialization breakage is not the same bug as patchtsmixer's post_init policy change." + "reason": "Custom model initialization breakage is broader, but patchtsmixer post_init is a distinct model-specific issue." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "CLIPVision hidden_states regression and allow_is_bidirectional_skip branching under torch.compile are distinct issues." + "reason": "Hidden_states regression and attention-kernel divergence under torch.compile are unrelated." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both mention OOM, but one is TP loading OOM and the other is increased reserved memory under int4 quantization." + "reason": "Both are OOM-related, but one is TP loading OOM and the other is quantization memory growth." }, { - "left": "issue:44964", - "right": "issue:45440", + "left": "issue:43994", + "right": "issue:44206", "accept": false, - "reason": "Phi-4 multimodal loading failure is unrelated to DeepseekV3MoE divergence from remote implementation." + "reason": "SigLIP2 nonsensical outputs and LasrFeatureExtractor center-arg crash are separate issues." }, { - "left": "issue:43994", - "right": "issue:44206", + "left": "issue:44964", + "right": "issue:45440", "accept": false, - "reason": "SigLIP2 nonsensical outputs with AutoModel/pipeline do not match the LasrFeatureExtractor center-arg crash." + "reason": "Phi-4 multimodal loading error and DeepSeekV3MoE divergence are different model problems." }, { "left": "issue:29942", "right": "issue:33666", "accept": false, - "reason": "Failing Flash Attention 2 tests and Qwen2-VL multi-GPU training are different subsystems and failures." + "reason": "Flash Attention 2 test failures and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:39692", "right": "issue:45491", "accept": false, - "reason": "Documentation example errors for SigLIP2 are unrelated to Gemma3 NaN embeddings on mixed-length batches." + "reason": "SigLIP2 docs errors/quantization failure and Gemma3 NaN embeddings are different bugs." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Chunked-prefill cache missing in GenerationMixin is a different cache bug than Qwen recurrent states resetting." + "reason": "Generation cache missing in v5 and recurrent-state reset in qwen3_5 are not the same concrete defect." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure vs Perceiver image-classification resolution/interpolation failure are unrelated." + "reason": "Tokenizer loading failure is unrelated to Perceiver interpolation/image-size failure." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "AdaFactor OOM in DeepSpeed is unrelated to TrainerState.num_input_tokens_seen not updating." + "reason": "Adafactor OOM in deepspeed and TrainerState token counter not updating are unrelated." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are loading regressions, but they concern different releases, model families, and failure modes." + "reason": "Both are loading regressions, but the affected model code paths and causes differ." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading behavior are separate bugs." + "reason": "Gradient checkpointing eval-mode restriction and quantization offloading behavior are unrelated." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation drift is unrelated to docs still referencing pipeline() after v5 removals." + "reason": "SigLIP2 implementation discrepancy and docs still referencing pipeline() are different issue classes." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "PatchTSMixer post_init policy change is unrelated to the Qwen video-input regression." + "reason": "PatchTSMixer post_init behavior and Qwen video-input regression do not share a code path." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "AdaFactor/DeepSpeed OOM and Llama 3.2 Vision model-loading breakage are different problems." + "reason": "OOM in optimizer setup and Llama 3.2 vision model loading failure are unrelated." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Optimizer OOM in DeepSpeed is unrelated to token-embedding reinitialization during post_init." + "reason": "Optimizer OOM and embedding reinitialization in post_init are different bugs." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Different import failures in different libraries/components; not the same underlying bug." } ] }, @@ -7714,8 +7945,8 @@ "review_unit_count": 41, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ @@ -7728,7 +7959,6 @@ "issue:36010", "issue:36331", "issue:39692", - "issue:41628", "issue:41950", "issue:42175", "issue:43065", @@ -7744,6 +7974,7 @@ "issue:43688", "issue:43716", "issue:43720", + "issue:43742", "issue:43749", "issue:43761", "issue:43825", @@ -7765,11 +7996,9 @@ "issue:44913", "issue:45127", "issue:45137", - "issue:45200", - "issue:45372" + "issue:45200" ], "soft_pairs": [ - "issue:41628|issue:45372", "issue:43720|issue:44442", "issue:43749|issue:43931", "issue:43643|issue:44913", @@ -7779,200 +8008,201 @@ "issue:33290|issue:36331", "issue:43381|issue:43856", "issue:43316|issue:44877", - "issue:44855|issue:45137", "issue:34689|issue:36010", "issue:43540|issue:44514", + "issue:44855|issue:45137", "issue:42175|issue:43316", "issue:44162|issue:44792", "issue:43388|issue:43688", + "issue:43381|issue:43742", "issue:43404|issue:43441", - "issue:43316|issue:43716", "issue:16998|issue:22355", + "issue:43316|issue:43716", "issue:25251|issue:28282", "issue:41950|issue:43475", "issue:43065|issue:44617", - "issue:45127|issue:45200", "issue:43295|issue:43825", + "issue:45127|issue:45200", "issue:43761|issue:44479" ], - "prepared_review_unit_hash": "0ee7053ab209298acf0c519cd756e386fc6f71a6398c1b872e4c3ede5b7b8acd", + "prepared_review_unit_hash": "e5055e4827cbd998a8424552c181238f25e95d969cbb0cefe4308cd9a86ac08c", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 35229, - "estimated_input_tokens": 8808, - "estimated_eval_tokens": 17872 + "serialized_chars": 34582, + "estimated_input_tokens": 8646, + "estimated_eval_tokens": 17548 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issue reports across different models, APIs, and regression types; none of the soft pairs look like the same underlying bug/change, so this is not a real duplicate cluster.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These items are mostly unrelated issues across different models, pipelines, and failure modes. I do not see any soft pair that is clearly the same underlying bug/change, so all soft edges are rejected. No pull requests are present.", + "confidence": 0.93, + "canonical_issue_reason": "No clear duplicate cluster exists here. If one issue must serve as the representative, issue 43749 is the most canonical because it describes a concrete, high-impact regression with a specific failing feature and actionable scope.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43749 is the best global representative: it is a concrete runtime breakage, clearly stated, and easier to triage than the more ambiguous config/docs/reporting issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:41628", - "right": "issue:45372", - "accept": false, - "reason": "Different import failures in different places: AutoImageProcessor missing vs ReasoningEffort missing from mistral_common/Gemma 4 processor loading." - }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "One is a CI/accelerate packed-weights unloading bug; the other is AutoTokenizer failing to load a specific tokenizer class. Not the same code path." + "reason": "Different components and failures: BitNet accelerate-loading/unpacked weights vs AutoTokenizer loading a specific tokenizer class." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading vs Qwen3-VL shape mismatch during model load are distinct loading problems with different causes." + "reason": "One is FSDP CPU-efficient loading breakage; the other is a Qwen3-VL weight-shape mismatch. Different code paths and symptoms." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "trust_remote_code missing config fields is a config deserialization issue; GPTNeoX rotary_pct reset on reload is a separate config persistence bug." + "reason": "Both concern config behavior, but one is missing fields with trust_remote_code and the other is GPTNeoX rotary_pct reload persistence. Not the same bug." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior vs Gemma-3 eos_token_id mismatch are unrelated model/runtime issues." + "reason": "Quantization/offloading behavior versus Gemma-3 eos_token_id config inconsistency. No shared underlying failure." }, { "left": "issue:39692", "right": "issue:44206", "accept": false, - "reason": "SigLIP2 docs errors are about an example mismatch and quantization failure; LasrFeatureExtractor center-arg crash is a different preprocessing regression." + "reason": "SigLIP2 documentation example errors are unrelated to a LASR feature extractor regression in image preprocessing." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to unrecognized model/config.json loading for a different repository/model." + "reason": "Local dataset loading in a training script is unrelated to an unrecognized model/config.json loading error." }, { "left": "issue:33290", "right": "issue:36331", "accept": false, - "reason": "AdaFactor/DeepSpeed OOM and CustomTrainer.compute_loss signature breakage are separate training bugs." + "reason": "AdaFactor/DeepSpeed OOM is a resource issue; compute_loss num_items_in_batch is an API signature mismatch. Different bugs." }, { "left": "issue:43381", "right": "issue:43856", "accept": false, - "reason": "Gradient checkpointing in eval mode is a mode-compatibility bug; Qwen3 MoE memory usage is a training efficiency issue." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to Qwen3 MoE memory inefficiency." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is not the same as strict config blocking granite_speech config loading." - }, - { - "left": "issue:44855", - "right": "issue:45137", - "accept": false, - "reason": "Python 3.13 IndentationError from torch.jit parsing differs completely from DeepSpeed ZeRO3 deque underflow." + "reason": "Both touch config APIs, but one is a Gemma3TextConfig discrepancy and the other is strict loading for granite_speech. Different models and problems." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "Llama 3.2 model loading regression is unrelated to a missing GenerationMixin import path issue." + "reason": "Llama 3.2 Vision loading regression and GenerationMixin import failure are separate import/load issues with different causes." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Video input processing in Qwen3OmniMoe is different from batched apply_chat_template padding=False failure in Qwen2_5_VLProcessor." + "reason": "Video-input processing in Qwen3OmniMoe and batched chat-template crashes in Qwen2_5_VL are different processor paths." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 Deberta import parsing failure is unrelated to the DeepSpeed ZeRO3 deque error." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Torch-only install missing TensorFlow backend is packaging/dependency-related, not the Gemma3TextConfig API issue." + "reason": "Backend dependency packaging issue versus Gemma3TextConfig API discrepancy; no shared bug." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage for scientific workflows is unrelated to a janus test failure around image generation." + "reason": "ESM2 model breakage and janus image-generation test failure are unrelated model-specific issues." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "One is gather_for_metrics dropping tuple labels in the last batch; the other is auxiliary loss normalization in MoE models." + "reason": "Metrics gathering tuple truncation and auxiliary loss normalization are different training bugs." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:43381", + "right": "issue:43742", "accept": false, - "reason": "Weight tying in Mistral3ForConditionalGeneration is a model consistency bug; FlashAttention failure for Ministral-3 is a separate attention backend issue." + "reason": "Eval-mode gradient checkpointing limitation is unrelated to the MobileLLM loading key error." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "Gemma3TextConfig API mismatch and Mistral-3 image preprocessor dtype mismatch are unrelated model-specific regressions." + "reason": "Weight tying in Mistral3ForConditionalGeneration and FlashAttention failure in Ministral-3 are distinct code-path problems." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "DeBERTa-V3 model_max_length question and missing transformers.onnx module are unrelated and far apart in scope." + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to the transformers.onnx import error." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image-preprocessor dtype mismatch are unrelated issues." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "top_k changing pipeline output shape is unrelated to AutoModel/PyTorch missing import error." + "reason": "Pipeline top_k output nesting and missing PyTorch import are completely different issues." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification pipeline using image processors and SAM3 video missing fpn_position_embeddings are different pipeline/model bugs." + "reason": "Video-classification pipeline processor selection and Sam3VisionEncoderOutput missing attribute are not the same bug." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as Sam3Video CUDA OOM; one is a code correctness issue, the other a resource issue." + "reason": "A dummy Conv2d in Sam3PixelDecoder is a different issue from Sam3Video CUDA OOM." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "LoRA merge with extended vocabulary causing collapse is unrelated to Gemma 4 mm_token_type_ids defaulting for text-only fine-tuning." + "reason": "Processor.tokenizer regression and an incorrect translation-support error message are different v5 issues." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "processor.tokenizer/images regression is distinct from the v5 translation-task error-message mismatch." + "reason": "LoRA merge collapse with extended vocab is unrelated to Gemma 4 mm_token_type_ids defaults for text-only fine-tuning." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen video input regression across multiple model families." + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are different model families and failure modes." } ] }, @@ -7991,8 +8221,8 @@ "review_unit_count": 41, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ @@ -8046,8 +8276,8 @@ "issue:45406" ], "soft_pairs": [ - "issue:44734|issue:45406", "issue:44077|issue:44534", + "issue:44734|issue:45406", "issue:43550|issue:43701", "issue:43295|issue:44871", "issue:43606|issue:43701", @@ -8075,202 +8305,202 @@ "issue:43388|issue:43582", "issue:43761|issue:44743" ], - "prepared_review_unit_hash": "7805fff8c281d72f9c122499e4c12369ea7bcaf74d79a9104835081ee8b0ba04", + "prepared_review_unit_hash": "289ce11460d9c35ae45d82ffa0d2522af48120dcfb3520639025a7b4a14a34bc", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35939, - "estimated_input_tokens": 8985, - "estimated_eval_tokens": 18226 + "serialized_chars": 35941, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated regressions, model-specific loading bugs, training/runtime issues, and docs/API breakages. None of the soft pairs look like safe duplicates.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue fits this cluster; the items are not the same underlying bug.", + "summary": "These items are largely unrelated individual issues rather than a duplicate cluster. None of the soft edges look like the same underlying bug/change; issue 44521 is the best representative because it is open, specific, and has the strongest discussion/reference activity.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 44521 is the clearest live, well-scoped bug report with the strongest external references, so it is the best anchor if a single representative issue is needed.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue is needed, issue:44521 is the most active/open and user-visible, but it is not a true canonical duplicate anchor.", + "best_issue_reason": "Issue 44521 is specific, reproducible, and still open, which makes it the most useful tracking issue among this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Different failures: KV-cache continuation tensor indexing in serve vs Gemma4Processor missing _tokenizer." + "reason": "Both involve v5/post-init behavior, but one is about optional post_init being disallowed and the other about non-persistent buffers being junk; different bugs." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Unrelated bugs: post_init being optionally allowed for patchtsmixer vs junk-filled non-persistent buffers." + "reason": "KV-cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing `_tokenizer`." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "Different code paths: Bamba SDPA/torch.compile failure vs resume_from_checkpoint key mismatch." + "reason": "Torch.compile/SDPA OOM for Bamba is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Both touch model/config behavior, but one is processor.tokenizer/image handling and the other is Gemma eos_token_id mismatch." + "reason": "Processor/tokenizer regression in v4.57.5 is not the same as inconsistent eos_token_id configuration." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to checkpoint resume key handling." + "reason": "CPU offload device mismatch for bark-small is unrelated to checkpoint key mismatch." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Loading via gguf_file is a different problem from an unrecognized model/config.json issue." + "reason": "GGUF loading failures and unrecognized model/config key errors are different code paths and different failures." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage is not the same as GPTNeoXConfig rotary_pct not persisting on reload." + "reason": "A broad custom-model initialization regression is not the same as GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:43906", "right": "issue:45290", "accept": false, - "reason": "Isolated reproduction of an old issue is unrelated to apply_chat_template crashing on tool-call assistant messages." + "reason": "An isolated reproduction of another issue is not enough to match the specific assistant-message tool-call crash here." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIPVisionModel hidden_states bug and missing load-balancing loss are separate model behaviors." + "reason": "CLIPVisionModel hidden_states handling and MoE load-balancing loss are unrelated." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py runtime failure is unrelated to Qwen2-57B-A14B-Instruct loading OOM." + "reason": "3d_parallel.py startup failure is unrelated to Qwen2 tensor-parallel OOM." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Both are loading-related, but one is tensor-parallel OOM and the other is a KeyError for MobileLLM config/loading." + "reason": "Qwen2 TP OOM and MobileLLM key errors are distinct loading problems." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Shape mismatch loading Qwen3-VL is not the same as a tied-weights warning in Qwen3-Next." + "reason": "Weight-shape mismatch in Qwen3-VL is not the same as a tied-weights warning in Qwen3-Next." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both involve multimodal chat/input handling, but assistant_masks being all zero is a different defect from wrong video vision_position_ids." + "reason": "Both are multimodal regressions, but assistant-mask generation and video vision_position_ids are different failure modes and likely different fixes." }, { "left": "issue:43575", "right": "issue:43873", "accept": false, - "reason": "Qwen2 tensor-parallel OOM and quantization offloading behavior are distinct issues." + "reason": "TP OOM during model load is unrelated to quantization offloading not working as expected." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to sliding_window behavior in Qwen3-MoE." + "reason": "Missing `pad_token_id` in one config is unrelated to the Qwen3-MoE `sliding_window` issue." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video-input regression in Qwen multimodal models is not the same as a serve KV-cache indexing crash." + "reason": "Video-input regression and KV-cache continuation indexing are different bugs in different paths." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus image-generation test failure is unrelated to Qwen3.5 flash-attention generation issues." + "reason": "A Janus image-generation test failure is not the same underlying issue as Qwen3.5 flash-attention generation breakage." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error and embedding reinitialization after resize are different bugs." + "reason": "Trainer `_gpu_broadcast_one` NoneType failure and embedding reinitialization after resize are unrelated." }, { "left": "issue:44464", "right": "issue:44871", "accept": false, - "reason": "Chunked generation with compiled forward is unrelated to Gemma-3 eos_token_id configuration inconsistency." + "reason": "Chunked generation inconsistency under compilation is not the same as eos_token_id config mismatch." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Nonexistent image_utils import is unrelated to Qwen3.5 chat crashes." + "reason": "A missing import from image_utils is unrelated to Gemma4Processor missing `_tokenizer` in serve." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet processor size mismatch are separate model/preprocessing issues." + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to OmDet-Turbo's processor/model input-size mismatch." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() is not the same bug as nonsensical Siglip2 outputs with AutoModel/pipeline." + "reason": "Docs still mentioning pipeline() and SigLIP2 producing nonsense are not the same bug." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk in v5 is unrelated to GPTNeoX rotary_pct resetting on reload." + "reason": "Non-persistent buffers being filled with junk and GPTNeoX rotary_pct not persisting are separate serialization/regression issues." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device-mapping cuda assert and the 2^24 category limit error are unrelated." + "reason": "Qwen3 auto device-mapping cuda asserts are unrelated to the 2^24 category limit error." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading failure in a no-trainer script is unrelated to Phi-4 multimodal model loading." + "reason": "Local dataset loading in a training script is unrelated to loading the Phi-4 multimodal model." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "The placeholder title and the fbank feature-extraction issue do not describe the same bug." + "reason": "This placeholder issue is unrelated to `_torch_extract_fbank_features()`." }, { "left": "issue:43388", "right": "issue:43582", "accept": false, - "reason": "gather_for_metrics last-batch label dropping is unrelated to Apple Silicon warmup TypeError." + "reason": "gather_for_metrics label dropping and AppleSilicon allocator TypeError are different subsystems and failures." }, { "left": "issue:43761", "right": "issue:44743", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen3.5 recurrent-state reset are different failures." + "reason": "CLIP hidden_states regression is unrelated to recurrent states resetting with cache." } ] }, @@ -8289,8 +8519,8 @@ "review_unit_count": 41, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ @@ -8315,9 +8545,7 @@ "issue:43854", "issue:43976", "issue:44016", - "issue:44062", "issue:44077", - "issue:44079", "issue:44112", "issue:44186", "issue:44190", @@ -8332,6 +8560,7 @@ "issue:44792", "issue:44855", "issue:44871", + "issue:44877", "issue:44913", "issue:45003", "issue:45127", @@ -8348,21 +8577,21 @@ "issue:44355|issue:44855", "issue:43644|issue:44913", "issue:44496|issue:45372", - "issue:43976|issue:44855", "issue:43540|issue:44734", - "issue:44077|issue:44079", + "issue:44077|issue:44877", + "issue:43976|issue:44855", "issue:43550|issue:44190", "issue:43295|issue:45276", - "issue:43335|issue:44855", "issue:43404|issue:45216", + "issue:43335|issue:44855", "issue:43116|issue:44190", "issue:41950|issue:44016", "issue:36246|issue:41628", "issue:39692|issue:44190", "issue:43644|issue:44871", - "issue:44186|issue:44734", "issue:43479|issue:45375", "issue:36246|issue:38617", + "issue:44186|issue:44734", "issue:44246|issue:45003", "issue:44016|issue:44220", "issue:38175|issue:43065", @@ -8373,223 +8602,216 @@ "issue:43854|issue:44792", "issue:43295|issue:45335", "issue:43643|issue:44496", - "issue:43299|issue:45216", - "issue:44016|issue:44062" + "issue:43299|issue:45216" ], - "prepared_review_unit_hash": "97416781cbbdd621cf7d5cbfc9231d1f67ee28f6de10fecffa1098d3cc9410ad", + "prepared_review_unit_hash": "49aeac034336f40ecd6c7408240f771bce2e03255706975b28cc94016d43723d", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37266, - "estimated_input_tokens": 9317, - "estimated_eval_tokens": 18890 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36371, + "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 heterogeneous: most items are distinct regressions across unrelated models, configs, imports, and scripts. I do not see any soft-edge pair that safely collapses into one duplicate/canonical bug.", - "confidence": 0.93, - "canonical_issue_reason": "No true canonical issue: the items span separate failure modes, so picking one as the cluster anchor would be arbitrary.", + "summary": "This set is not one duplicate cluster; it mixes unrelated import errors, config/model regressions, tokenizer/pipeline bugs, and example/test failures. I would not merge any of the proposed soft edges.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue fits this group: the items span different models, code paths, and bug classes rather than one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43295 is the best representative only in the loose sense that it is a broad, user-facing regression around multimodal processor/tokenizer behavior.", + "best_issue_reason": "No global best issue stands out because the set is heterogeneous; the safest triage is to keep these as separate reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Different Qwen save/tie-weight problems: LoRA+extended-vocab collapse vs incorrect visual-encoder keys in save_pretrained." + "reason": "LoRA/extended-vocab merge collapse and incorrect visual-encoder checkpoint keys are different save/merge bugs." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both are import-time failures, but one is about compiled .py execution and the other is a Python 3.13 IndentationError from a torch.jit.script parsing edge case." + "reason": "Generic compiled-file import errors do not match a specific Python 3.13 torch.jit.script indentation parsing bug." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Different persistence bugs: junk non-persistent buffers vs rotary_pct resetting on reload." + "reason": "Non-persistent buffer junk on v5 is unrelated to GPTNeoXConfig rotary_pct not persisting on reload." }, { "left": "issue:44496", "right": "issue:45372", "accept": false, - "reason": "Unrecognized-model/config loading failure is unrelated to the mistral_common ReasoningEffort import breakage in Gemma 4 processor loading." - }, - { - "left": "issue:43976", - "right": "issue:44855", - "accept": false, - "reason": "A Python-version compatibility complaint is not the same as the DebertaV2 import parse error on Python 3.13." + "reason": "Missing model_type in config.json is a different failure from the ReasoningEffort import breakage in Gemma 4 processor loading." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Different code paths: Qwen3OmniMoe video-input validation vs serve KV-cache continuation tensor indexing." + "reason": "Qwen3OmniMoe video input processing and serve KV-cache continuation index errors affect different paths." }, { "left": "issue:44077", - "right": "issue:44079", + "right": "issue:44877", + "accept": false, + "reason": "PatchTSMixer post_init validation and granite_speech strict-config loading are separate model/config issues." + }, + { + "left": "issue:43976", + "right": "issue:44855", "accept": false, - "reason": "One is about optional post_init in patchtsmixer; the other is ModelOutput key assignment when a value was previously None." + "reason": "Packaging/Python version compatibility is unrelated to the DebertaV2Model import syntax error on Python 3.13." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile/SDPA failure and a local-dataset loading failure in an example script are separate problems." + "reason": "torch.compile SDPA failure in Bamba is unrelated to local-dataset loading in an image-classification script." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Both are regressions, but one is processor/tokenizer API breakage and the other is resize_token_embeddings not propagating to Gemma 4 embeddings." + "reason": "processor.tokenizer regression and resize_token_embeddings not updating Gemma4 embeddings are different code paths." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "SwitchTransformersConfig sparse-layer creation and a Python 3.13 decorator/comment parsing issue are unrelated." + "reason": "Mistral3 lm_head weight tying and Qwen3.5 save_pretrained checkpoint corruption are separate regressions." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "Different multimodal weight/checkpoint bugs: untied lm_head in Mistral3 vs incorrect Qwen3.5 save_pretrained output." + "reason": "SwitchTransformers sparse-layer construction and a Python 3.13 import parse failure are unrelated." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Empty multi-label classification outputs and local dataset loading in the image-classification script are different failures." + "reason": "A multi-label classification example returning empty results is not the same bug as failing to load a local dataset." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Pipeline image-processor lookup for video is unrelated to a notebook syntax error." + "reason": "Video-classification pipeline processor selection is unrelated to a notebook syntax error." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but one is a missing Qwen2_5_VLImageProcessor symbol and the other is a top-level AutoImageProcessor import failure." + "reason": "Missing Qwen2.5 VL image-processor export and missing AutoImageProcessor import are different import errors." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "Documentation example errors and local dataset loading in a training script are not the same bug." + "reason": "SigLIP2 docs/example issues do not match the local-dataset loading failure in image classification." }, { "left": "issue:43644", "right": "issue:44871", "accept": false, - "reason": "Non-persistent buffer junk and Gemma eos_token_id mismatch are different model-state/config issues." - }, - { - "left": "issue:44186", - "right": "issue:44734", - "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crashes are unrelated to the serve KV-cache continuation indexing bug." + "reason": "Buffer serialization corruption is unrelated to Gemma-3 eos_token_id configuration mismatch." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Default vision/audio config initialization and a missing deepstack_visual_indexes field are different config-handling problems." + "reason": "Phi4MultimodalConfig default-init behavior and Qwen3_5MoeVisionConfig field stripping are different config bugs." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different missing imports in different modules; no shared underlying bug." + "reason": "Qwen2_5_VLImageProcessor export failure and layer_type_validation import failure are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenizer batching crashes and serve KV-cache continuation indexing bugs are different components." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowdowns and unsafe sys.modules access may be related at a high level, but they are not the same concrete defect." + "reason": "Import slowness and unsafe sys.modules access may be loosely related, but the titles do not indicate the same concrete bug." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and fbank feature extraction failure are unrelated." + "reason": "A notebook syntax error is unrelated to _torch_extract_fbank_features() behavior." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "SigLIP2 zero-probability output and a dummy Conv2d in Sam3PixelDecoder are different model bugs." + "reason": "SigLIP2 zero probabilities and Sam3PixelDecoder dummy Conv2d are different model-specific issues." }, { "left": "issue:44466", "right": "issue:44913", "accept": false, - "reason": "lm_head serialization inconsistency and rotary_pct reset-on-reload are separate persistence issues." + "reason": "Device-dependent lm_head serialization and GPTNeoX rotary_pct reload loss are different persistence bugs." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "These touch flex_attention, but one is a torch>=2.9 compilation failure and the other is a version-check/import bug for AuxRequest." + "reason": "Both mention flex_attention, but one is a broad compiled-failure report and the other is a specific PyTorch version-check/import bug; not the same concrete fix." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "An extras/backend dependency omission is not the same as a vague dependency issue report." + "reason": "Missing TensorFlow in the torch extra and a generic dependency issue are not the same dependency bug." }, { "left": "issue:44112", "right": "issue:44792", "accept": false, - "reason": "GraniteSpeech CI stale test and Janus image-generation test failure are unrelated test failures." + "reason": "GraniteSpeech CI stale-device test and janus image-generation test failure are unrelated test cases." }, { "left": "issue:43854", "right": "issue:44792", "accept": false, - "reason": "GLM-4.7-Flash loading in unit tests and Janus generate-images test failure are different model/test paths." + "reason": "GLM-4.7-Flash load correctness in unit tests is unrelated to the janus model test failure." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression and t5gemma embedding resize propagation are different bugs, despite both involving multimodal/model wiring." + "reason": "processor.tokenizer regression and t5gemma resize_token_embeddings not updating decoder.embed_tokens are different APIs and failures." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Missing fields from trust_remote_code config loading is not the same as an unrecognized-model/config.json failure." + "reason": "trust_remote_code returning missing fields is a different config-loading problem from unrecognized model_type in config.json." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both mention Qwen3.5 regressions, but one is model loading and the other is save_pretrained checkpoint correctness; they are different code paths." - }, - { - "left": "issue:44016", - "right": "issue:44062", - "accept": false, - "reason": "A notebook syntax error and AddedToken special-argument duplication are unrelated." + "reason": "Qwen3VL MoE loading breakage and Qwen3.5 save_pretrained corruption affect different model families and code paths." } ] }, @@ -8608,13 +8830,12 @@ "review_unit_count": 41, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, - "model": "gpt-5.4-mini?service_tier=flex", + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ "issue:38175", - "issue:39692", "issue:41950", "issue:42907", "issue:43295", @@ -8631,6 +8852,8 @@ "issue:43854", "issue:43901", "issue:43976", + "issue:44016", + "issue:44062", "issue:44075", "issue:44112", "issue:44242", @@ -8657,13 +8880,13 @@ "issue:45216", "issue:45245", "issue:45278", - "issue:45290", "issue:45325", "issue:45357", "issue:45405" ], "soft_pairs": [ "issue:42907|issue:43441", + "issue:44016|issue:44062", "issue:44112|issue:44964", "issue:44871|issue:45245", "issue:43673|issue:44336", @@ -8681,248 +8904,240 @@ "issue:44242|issue:45200", "issue:41950|issue:45020", "issue:44464|issue:45245", - "issue:43976|issue:45405", "issue:44351|issue:45278", "issue:41950|issue:43650", + "issue:43976|issue:45405", "issue:43479|issue:43525", - "issue:44462|issue:45081", "issue:44496|issue:44877", + "issue:44462|issue:45081", "issue:44297|issue:44462", "issue:44279|issue:45405", "issue:43550|issue:44964", - "issue:43299|issue:43854", "issue:44462|issue:44779", + "issue:43299|issue:43854", "issue:43295|issue:44779", - "issue:38175|issue:44617", - "issue:39692|issue:43901", - "issue:43650|issue:45290" + "issue:38175|issue:44617" ], - "prepared_review_unit_hash": "c22bd1ac2d2d8491d3e6f17a7032c39fe4cf59730998a5267be3b3975bc79dc7", + "prepared_review_unit_hash": "ff1c6ea3c387ffb7b5f843595813e2ddcda2006d2639890436ea85d44e247e64", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37564, - "estimated_input_tokens": 9391, - "estimated_eval_tokens": 19038 + "soft_pair_count": 32, + "serialized_chars": 37242, + "estimated_input_tokens": 9311, + "estimated_eval_tokens": 18878 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly separate Transformers bugs and docs issues, not true duplicates. The soft-similarity pairs share broad themes like tokenizer/loading regressions or multimodal handling, but the concrete failure modes differ.", - "confidence": 0.89, - "canonical_issue_reason": null, + "summary": "The cluster is highly heterogeneous: the suggested soft pairs mostly share only superficial themes like version regressions, model loading, or tokenizer issues, but they describe different bugs and code paths. I would not merge any of the proposed pairs.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45020 is the broadest open issue in the set and best matches the loose theme of recent-version model-loading regressions, though it is still too general to be a precise duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest standalone report: it has a concrete repro, active discussion, inbound references, and a clearly scoped bug in multimodal chat-template masking.", + "best_issue_reason": "issue:45020 is the most suitable umbrella issue because it is open, broad, and central to the shared regression theme across several of these reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Different bugs: dequantized save failure vs FlashAttention load failure for Ministral; not the same code path." + "reason": "Different failures: saving dequantized Ministral/Devstral models vs FlashAttention load/runtime breakage in Ministral-3." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Unrelated bugs: a notebook syntax error vs an AddedToken keyword-argument conflict." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI stale-device-test failure in GraniteSpeech is unrelated to Phi-4 multimodal model loading." + "reason": "Different targets and code paths: GraniteSpeech CI device-override test vs Phi-4 multimodal model loading." }, { "left": "issue:44871", "right": "issue:45245", "accept": false, - "reason": "Gemma eos_token_id inconsistency is unrelated to the category-count RuntimeError." + "reason": "Different symptoms: eos_token_id config mismatch vs a runtime category-count limit error." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Chunked-prefill cache regression and ANSI logging output are unrelated subsystems." + "reason": "Different subsystems: chunked-prefill generation cache vs ANSI formatting in loading_report." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version support issue is not the same as failing to load a specific model repo." + "reason": "Different issues: Python version compatibility vs loading a specific model checkpoint." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Missing model_type/unrecognized model and torchvision requirement for PIL image processors are different problems." + "reason": "Different code paths: unrecognized model loading vs PIL image processors wrongly requiring torchvision." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to stale docs about return_all_scores." + "reason": "Different classes of bug: processor label reduction vs documentation mentioning a removed return_all_scores option." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but for different symbols and different failure causes." + "reason": "Both are import errors, but for different symbols and modules; not the same underlying bug." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Qwen3VL MoE loading failure and Qwen3.5 save_pretrained key corruption are distinct regressions." + "reason": "Different Qwen regressions: model loading failure vs incorrect save_pretrained visual-encoder keys." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "General dependency complaint does not match the Python compatibility bug." + "reason": "Only loosely related by dependency/version complaints; the concrete failures are different." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype propagation bug is unrelated to Qwen3.5 checkpoint save regression." + "reason": "Different model behaviors: BLIP2 dtype propagation vs Qwen3.5 checkpoint save corruption." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD argument handling and tie_word_embeddings warning are unrelated." + "reason": "Different functionality: SGD optimizer argument handling vs a config warning about tied embeddings." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mismatch for pipeline output is unrelated to model_type/config loading failure." + "reason": "Docs mismatch vs model loading failure; not the same bug." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Assistant mask generation bug is different from Qwen2.5-VL rope index scaling." + "reason": "Different multimodal bugs: assistant mask generation vs Qwen2.5-VL rope-index scaling." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different model-loading failures for different checkpoints." + "reason": "Different model-loading failures for different models and causes." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "MoE load-balancing loss and Gemma 4 token-type defaults are different training issues." + "reason": "Different Mixture-of-Experts issues: missing load-balancing loss vs mm_token_type_ids defaults." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor lookup bug is not the same as remote_code loading regressions." + "reason": "One is a specific pipeline processor lookup bug; the other is a broad remote_code loading regression report." }, { "left": "issue:44464", "right": "issue:45245", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to the categories limit error." - }, - { - "left": "issue:43976", - "right": "issue:45405", - "accept": false, - "reason": "Python support regression is unrelated to the PEFT minimum-version bump." + "reason": "Different bugs: inconsistent chunked generation under compilation vs category cardinality overflow." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "HybridCache import failure is only loosely related to broader import errors; not the same concrete bug." + "reason": "Related only at a very broad level; one missing import is not the same as a general post-upgrade import-error report." }, { "left": "issue:41950", "right": "issue:43650", "accept": false, - "reason": "No meaningful duplicate relation; ADD THE DATA is not a technical bug report." + "reason": "Completely unrelated: a pipeline bug vs a malformed/non-informative issue title." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Different concerns: Python support regression vs an unrelated PEFT version bump issue." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different config/model classes and different attributes; not the same initialization bug." + "reason": "Different config bugs in different models: default multimodal subconfigs vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:44496", + "right": "issue:44877", + "accept": false, + "reason": "Both are load-time/config problems, but they affect different models and failure modes." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Tokenizer.json precedence bug and Mistral regex patch crash are different failure modes." + "reason": "Different tokenizer code paths: AutoTokenizer ignoring tokenizer.json vs a Mistral regex patch crash." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Tokenizer class metadata mismatch on save is different from AutoTokenizer ignoring tokenizer.json." - }, - { - "left": "issue:44496", - "right": "issue:44877", - "accept": false, - "reason": "Both involve config loading, but one is missing model_type and the other is strict granite_speech config validation; not the same bug." + "reason": "Related to tokenizer save/load, but one is a wrong tokenizer_class written on save and the other is AutoTokenizer ignoring tokenizer.json." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency issue does not match the specific PEFT version bump problem." + "reason": "A vague dependency complaint is not the same bug as bumping the required PEFT version." }, { "left": "issue:43550", "right": "issue:44964", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba is unrelated to Phi-4 multimodal loading." + "reason": "Different failures: torch.compile/SDPA on Bamba vs Phi-4 multimodal loading." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:44462", + "right": "issue:44779", "accept": false, - "reason": "Qwen3VL loading regression and Qwen2_5_VL import error are different model-family issues." + "reason": "Different tokenizer regressions affecting different mechanisms and models." }, { - "left": "issue:44462", - "right": "issue:44779", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Tokenizer.json precedence and Deepseek tokenizer correctness are different tokenizer regressions." + "reason": "Different model-specific load failures with no shared concrete code-path." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Processor.tokenizer regression in custom model code is unrelated to Deepseek tokenizer output changes." + "reason": "Processor/tokenizer API regression vs Deepseek tokenization correctness regression." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "SigLIP2 zero-probabilities bug is unrelated to Sam3Video CUDA OOM." - }, - { - "left": "issue:39692", - "right": "issue:43901", - "accept": false, - "reason": "SigLIP2 doc-example errors and text-classification docs mismatch are different documentation issues." - }, - { - "left": "issue:43650", - "right": "issue:45290", - "accept": false, - "reason": "Nonsense/meta issue is unrelated to the apply_chat_template tool-call crash." + "reason": "Unrelated: zero probabilities from SigLIP2 vs CUDA OOM in Sam3Video." } ] }, @@ -8941,11 +9156,12 @@ "review_unit_count": 41, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ + "issue:39692", "issue:41628", "issue:41950", "issue:42175", @@ -8971,7 +9187,6 @@ "issue:43994", "issue:44016", "issue:44162", - "issue:44188", "issue:44220", "issue:44246", "issue:44261", @@ -8979,7 +9194,6 @@ "issue:44279", "issue:44291", "issue:44297", - "issue:44336", "issue:44466", "issue:44521", "issue:44589", @@ -8992,18 +9206,21 @@ "issue:44898", "issue:45250", "issue:45276", + "issue:45290", "issue:45362", "issue:45397" ], "soft_pairs": [ + "issue:39692|issue:43901", + "issue:43650|issue:45290", "issue:44016|issue:44291", "issue:42994|issue:43317", "issue:43441|issue:44683", - "issue:43450|issue:44279", "issue:44466|issue:45276", + "issue:43450|issue:44279", "issue:43065|issue:44898", - "issue:43723|issue:44162", "issue:43262|issue:44521", + "issue:43723|issue:44162", "issue:44261|issue:44263", "issue:44623|issue:45397", "issue:43122|issue:43650", @@ -9015,212 +9232,217 @@ "issue:44297|issue:45397", "issue:43475|issue:44016", "issue:43824|issue:43976", - "issue:44589|issue:45362", "issue:43295|issue:44617", + "issue:44589|issue:45362", "issue:43901|issue:44246", - "issue:43352|issue:45250", "issue:43525|issue:43881", + "issue:43352|issue:45250", "issue:43450|issue:44617", "issue:41950|issue:44220", - "issue:41628|issue:43976", - "issue:44188|issue:44336" + "issue:41628|issue:43976" ], - "prepared_review_unit_hash": "2465ce0009ef635fdfca592c26430dffae2e904669cdc51293234427b20b6522", + "prepared_review_unit_hash": "a00266bb8023ffcbceb22fe3fc83a83d4cab8184ea632fef9ea45aae42d358e2", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35692, - "estimated_input_tokens": 8923, - "estimated_eval_tokens": 18102 + "soft_pair_count": 29, + "serialized_chars": 35993, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a heterogeneous grab-bag of unrelated Transformers issues, with only a loose overlap around v5 regressions, processors/tokenizers, and FlashAttention. I did not find any soft pair that is clearly the same underlying bug/change.", - "confidence": 0.36, - "canonical_issue_reason": "issue:43295 is the clearest broad user-facing regression in the set, centered on processor/tokenizer behavior breaking custom multimodal code paths in v4.57.5/v5.", + "summary": "The items are mostly unrelated single-issue reports across docs, tokenization, loading, processors, quantization, and model-specific regressions. I do not see a coherent duplicate cluster, so there is no good canonical issue here.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43295 best represents the apparent v5 API-regression theme and is more generally phrased than the model-specific or environment-specific reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are documentation-related, but they describe different problems in different docs areas: SigLIP2 example errors vs. TextClassificationPipeline return_all_scores docs mismatch." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Unrelated topics: a vague data request vs. apply_chat_template crashing on assistant tool-call messages with no content." + }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error vs init_empty_weights unexpected argument; unrelated problems." + "reason": "Notebook syntax error and init_empty_weights TypeError are different failure modes with no shared code-path evidence." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving failure vs dequantized model offload loading failure; related area, different code paths." + "reason": "Both involve quantization/loading, but one is about saving quantized models and the other about dequantized model loading with device_map offload." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Both mention attention backends, but different models and different failures (model support check vs compiled flex_attention on newer torch)." + "reason": "FlashAttention/flex_attention issues are different layers and different failures; not the same concrete bug." }, { - "left": "issue:43450", - "right": "issue:44279", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Video batched-shape bug vs dependency issue; not the same bug." + "reason": "lm_head serialization inconsistency and resize_token_embeddings behavior in gemma4 are distinct model-state bugs." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:43450", + "right": "issue:44279", "accept": false, - "reason": "Serialization of tied lm_head weights vs resize_token_embeddings not updating embeddings; different behavior." + "reason": "Video processor shape bug and a generic dependency issue are not the same underlying issue." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs Perceiver non-default resolution failure; different models and code paths." + "reason": "SAM3 pixel decoder dummy conv2d and Perceiver interpolation failure affect different models and code paths." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:43262", + "right": "issue:44521", "accept": false, - "reason": "Tokenizer loading regression vs ESM2 model breakage; no concrete overlap." + "reason": "Audio chat-template sampling-rate default and multimodal assistant_masks being all-zero are separate processor/template bugs." }, { - "left": "issue:43262", - "right": "issue:44521", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Audio chat_template sampling-rate default vs multimodal assistant_masks all zero; both touch chat templates but are different bugs." + "reason": "Tokenizer import/loading failure and ESM2 breakage are unrelated model-specific regressions." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "MLA q_a_layernorm precision/config issue vs torch.split return values in GlmMoeDsaIndexer; unrelated." + "reason": "Different low-level bugs: missing rms_norm_eps precision issue vs. torch.split return-value handling in a MoE indexer." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Missing files on processor.save_pretrained vs gemma-4 zero3 from_pretrained; not the same failure." + "reason": "processor.save_pretrained missing files and gemma-4 zero3 from_pretrained failure are distinct serialization/loading problems." }, { "left": "issue:43122", "right": "issue:43650", "accept": false, - "reason": "Tokenization change regression vs unrelated generic 'ADD THE DATA' issue." + "reason": "Tokenization regression and a vague data request have no meaningful overlap." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor save_pretrained/files bug vs data filtering slowdown after upgrade; different symptoms." + "reason": "Saving processor files and slower filtering during data processing are unrelated." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT masked LM prediction regression vs Deepseek tokenizer regression; distinct models and bugs." + "reason": "CamemBERT MLM prediction regression and Deepseek tokenizer regression are separate model/tokenizer issues." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache missing in v5 chunked_prefill vs CLIPVisionModel hidden_states regression; different subsystems." + "reason": "Chunked prefill cache regression and CLIP hidden_states handling are different Generation/vision bugs." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mismatch for return_all_scores vs SigLIP2 model/pipeline results issue; unrelated." + "reason": "Docs mismatch for text classification and SigLIP2 bad outputs with AutoModel/pipeline are not the same issue." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "TensorFlow extra-install packaging issue vs Python version compatibility issue; different environment problems." + "reason": "Package-extra backend omission and Python-version compatibility failure are unrelated installation/environment issues." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch vs gemma-4 zero3 loading problem; not the same bug." + "reason": "tokenizer.save_pretrained metadata mismatch and gemma-4 zero3 loading failure are different tokenizer/model-loading bugs." }, { "left": "issue:43475", "right": "issue:44016", "accept": false, - "reason": "Sam3Video encoder attribute error vs notebook syntax error; unrelated." + "reason": "SAM3 video encoder attribute error and a notebook syntax error do not share a code path." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Missing model import vs Python version support; not the same issue." + "reason": "ImportError for Qwen2.5 VL class and a Python version incompatibility report are separate release/import issues." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:43295", + "right": "issue:44617", "accept": false, - "reason": "Missing Float8 storage object vs Qwen3.5 chat crash; different code paths." + "reason": "Processor/tokenizer regression in v4.57.5 and SAM3 video CUDA OOM are unrelated." }, { - "left": "issue:43295", - "right": "issue:44617", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Processor/tokenizer regression vs Sam3Video CUDA OOM; unrelated." + "reason": "Float8 storage lookup failure and Qwen3.5-35B chat crash are different runtime errors." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Pipeline docs mismatch vs slow import; no concrete overlap." + "reason": "Pipeline docs mismatch and import taking long sometimes are unrelated." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Specific model not supporting Flash Attention 2.0 vs a generic Flash Attention topic; too broad and not the same bug." + "reason": "Missing pad_token_id on Llama4Config and glm-4v-9b loading failure are model-specific and not the same bug." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Llama4Config missing pad_token_id vs glm-4v-9b loading failure; distinct models and failure modes." + "reason": "Specific model unsupported by Flash Attention 2 and a generic Flash Attention topic are not one concrete fix." }, { "left": "issue:43450", "right": "issue:44617", "accept": false, - "reason": "Incorrect batched video processor shape vs CUDA OOM in Sam3Video; not a duplicate." + "reason": "Incorrect batched video processor shapes and SAM3 video OOM are different problems." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification pipeline using image processors vs audio fbank extraction issue; different components." + "reason": "Video-classification pipeline image-processor lookup and _torch_extract_fbank_features are different pipeline/audio bugs." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "AutoImageProcessor import error vs Python 3.9/3.10 compatibility problem; unrelated." - }, - { - "left": "issue:44188", - "right": "issue:44336", - "accept": false, - "reason": "torch.compile attention-kernel divergence vs ANSI codes in loading_report; unrelated." + "reason": "Missing AutoImageProcessor import and Python 3.9/3.10 compatibility are unrelated import/environment issues." } ] }, @@ -9251,7 +9473,6 @@ "issue:42886", "issue:43065", "issue:43066", - "issue:43232", "issue:43257", "issue:43299", "issue:43408", @@ -9264,6 +9485,7 @@ "issue:43901", "issue:43994", "issue:44162", + "issue:44188", "issue:44242", "issue:44246", "issue:44295", @@ -9294,6 +9516,7 @@ "issue:45459" ], "soft_pairs": [ + "issue:44188|issue:44336", "issue:44295|issue:45397", "issue:42491|issue:43299", "issue:44246|issue:44496", @@ -9307,9 +9530,9 @@ "issue:43673|issue:44561", "issue:44336|issue:44485", "issue:36246|issue:43596", - "issue:44242|issue:44857", "issue:44162|issue:45200", "issue:44246|issue:44871", + "issue:44242|issue:44857", "issue:44779|issue:45292", "issue:44987|issue:45459", "issue:44295|issue:44749", @@ -9321,218 +9544,210 @@ "issue:42886|issue:45229", "issue:44995|issue:45200", "issue:43257|issue:45137", - "issue:43065|issue:43408", - "issue:43232|issue:44336", - "issue:44496|issue:45003" + "issue:43065|issue:43408" ], - "prepared_review_unit_hash": "8a1f91b82b8f7b7ea956c1d3a52474175c9003765ddd7282846f20c49e645938", + "prepared_review_unit_hash": "1e3382228b6fcd369d23412c8f4fecee82b617cb403bb91bbf527d3adb36e836", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36467, - "estimated_input_tokens": 9117, - "estimated_eval_tokens": 18490 + "soft_pair_count": 29, + "serialized_chars": 36188, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many items are version/regression or model-loading reports, but the soft pairs do not look like true duplicates. I treated the cluster as having no strong duplicate hub and chose the most generic import-regression issue as the best loose anchor.", - "confidence": 0.67, - "canonical_issue_reason": "issue:36246 is the broadest and most generic import/export regression in the set, so it is the closest loose anchor for the cluster; however, there is no strong evidence that the items are true duplicates of it.", + "summary": "This is a heterogeneous set of Transformers issues covering import regressions, tokenizer/config mismatches, model-specific bugs, and distributed-training failures. None of the proposed soft pairs look like true duplicates; they usually share only a broad subsystem or version context.", + "confidence": 0.46, + "canonical_issue_reason": "If forced to pick one issue as an anchor, issue 44561 is the broadest root-cause style regression: a v5 API removal breaking many trust_remote_code models. It is more central than the model-specific or symptom-only reports in this set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:36246 is the best representative only in a weak sense: it matches the common theme of broken imports/public API exports better than the more model-specific reports, but the cluster is not a coherent duplicate set.", + "best_issue_reason": "Issue 44561 is the best global representative because it describes a concrete upstream compatibility break with clear version-scope and a plausible shared fix path. The rest of the batch is too fragmented to use as a single canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence and ANSI logging output are unrelated bugs." + }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Different failures: position_ids buffer access vs Gemma-4 ZeRO3 from_pretrained loading." + "reason": "A buffer access error for position_ids is not the same underlying problem as Gemma-4 zero3 from_pretrained failure." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen3 MoE loading regressions, but they target different model variants and failure modes." + "reason": "Both involve Qwen3/MoE, but one is a LoRA compatibility break on hf4.x and the other is a Qwen3VL MoE load regression on v5; different concrete failures." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Unrelated: slow import vs unrecognized model/config loading failure." + "reason": "Import slowness and unrecognized model/config loading are different issues." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI escape output bug and a wrong docstring are unrelated." + "reason": "ANSI codes in loading_report is unrelated to a wrong docstring for position_ids." }, { "left": "issue:44462", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer problems: repository tokenizer selection vs Kimi codec/regression handling." + "reason": "Tokenizer.json being ignored and Kimi-K2.5 codec/regression handling are both tokenizer-related but not the same bug." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to unsafe sys.modules access." + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to unsafe sys.modules access in modeling_utils." }, { "left": "issue:43994", "right": "issue:45276", "accept": false, - "reason": "Siglip2 inference corruption and resize_token_embeddings not updating embeddings are different code paths." + "reason": "Siglip2 bad outputs and Gemma-4 resize_token_embeddings propagation are different code paths and symptoms." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Both mention Qwen, but one is sliding_window/MoE behavior and the other is chat crash; not the same bug." + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5-35B chat crashes are distinct model bugs." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different symbols and unrelated modules." + "reason": "Both are import errors, but they involve different missing symbols from different packages and different root causes." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "ImportError for Qwen2.5 VL image processor is not the same as missing HybridCache export." + "reason": "Missing Qwen2_5_VLImageProcessor and missing HybridCache exports are separate API breakages." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Generation cache/chunked prefill issue is unrelated to removal of is_torch_fx_available." + "reason": "Chunked-prefill cache issues and is_torch_fx_available removal are unrelated regressions." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "Loading report ANSI codes and GLM-5 RoPE implementation are unrelated." + "reason": "Terminal ANSI formatting and GLM-5 RoPE implementation are not the same bug." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Qwen2.5 VL import error and DeepSpeed/BertModel IndexError are unrelated." - }, - { - "left": "issue:44242", - "right": "issue:44857", - "accept": false, - "reason": "Load-balancing loss logic and LwDetrImageLoss AMP crash are different bugs." + "reason": "An import error for a model class is unrelated to a DeepSpeed ZeRO3 IndexError in BertModel." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids handling are unrelated." + "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaults are different model-specific problems." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Slow import and eos_token_id configuration inconsistency are unrelated." + "reason": "Import performance and eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing load balancing loss and fp16 CUDA crash in LwDetrImageLoss do not share the same underlying fix." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Deepseek tokenizer regression is unrelated to resize_token_embeddings not updating output embeddings." + "reason": "DeepSeek tokenizer regression and resize_token_embeddings not updating output embeddings are different subsystems." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Model loading failure and tokenizer protobuf error masking are different problems." + "reason": "Model loading failure on v5.1.0 and protobuf exception masking are different tokenizer/loading bugs." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer bug is unrelated to the Chinese report about data filtering slowdown." + "reason": "A position_ids buffer issue is not the same as a performance regression after upgrading Transformers." }, { "left": "issue:43441", "right": "issue:43540", "accept": false, - "reason": "FlashAttention failure for Ministral-3 and Qwen3OmniMoe video-input ValueError are unrelated." + "reason": "Ministral-3 FlashAttention failure and Qwen3OmniMoe video-input ValueError are different model-path bugs." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both involve strict config handling, but they are different model configs and not clearly the same concrete bug." + "reason": "Strict config rejection for granite_speech and missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig are distinct config-schema problems." }, { "left": "issue:41950", "right": "issue:43596", "accept": false, - "reason": "Video-classification pipeline image-processor lookup is unrelated to the ZeRO3/BertModel IndexError." + "reason": "Video-classification pipeline processor lookup and ZeRO3/BertModel deque errors are unrelated." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Wrong tokenizer decoder type and Deepseek tokenizer corruption are different tokenizer regressions." + "reason": "Both mention tokenizer behavior in v5, but the decoder-type bug and DeepSeek incorrect results are not clearly the same code-path problem." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mention of return_all_scores and unsafe sys.modules access are unrelated." + "reason": "A docs mismatch for return_all_scores is unrelated to unsafe sys.modules access." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline cache loading failure and Gemma4 multi-GPU OOM are unrelated." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are different failure modes." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Stale indexer cache crash and mm_token_type_ids defaulting are different bugs." + "reason": "A stale indexer cache crash in GlmMoeDsa is unrelated to Gemma-4 text-only mm_token_type_ids defaults." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MoE weight conversion and DeepSpeed ZeRO3 deque error are unrelated." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and empty-deque ZeRO3 errors are both distributed-training related, but not the same bug." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and sam3_video vs sam3_tracker warning are related only by model family, not the same bug." - }, - { - "left": "issue:43232", - "right": "issue:44336", - "accept": false, - "reason": "Generation kwargs handling and ANSI code rendering are unrelated." - }, - { - "left": "issue:44496", - "right": "issue:45003", - "accept": false, - "reason": "Unrecognized model loading and sys.modules access are unrelated." + "reason": "Dummy Conv2d in Sam3PixelDecoder and sam3_video/sam3_tracker type mismatch are separate SAM3 issues." } ] }, @@ -9558,7 +9773,6 @@ "nodes": [ "issue:28282", "issue:30990", - "issue:42371", "issue:42673", "issue:43232", "issue:43262", @@ -9581,9 +9795,11 @@ "issue:44162", "issue:44246", "issue:44297", + "issue:44336", "issue:44361", "issue:44368", "issue:44466", + "issue:44496", "issue:44623", "issue:44734", "issue:44749", @@ -9592,7 +9808,6 @@ "issue:44977", "issue:45003", "issue:45081", - "issue:45092", "issue:45103", "issue:45230", "issue:45278", @@ -9605,6 +9820,8 @@ "issue:45459" ], "soft_pairs": [ + "issue:43232|issue:44336", + "issue:44496|issue:45003", "issue:43262|issue:44246", "issue:43295|issue:45292", "issue:44060|issue:44077", @@ -9612,8 +9829,8 @@ "issue:44466|issue:45335", "issue:43653|issue:44162", "issue:44368|issue:44977", - "issue:43673|issue:44734", "issue:44933|issue:45459", + "issue:43673|issue:44734", "issue:43441|issue:43606", "issue:44869|issue:45356", "issue:43232|issue:43673", @@ -9633,223 +9850,228 @@ "issue:43475|issue:45381", "issue:43475|issue:43643", "issue:43701|issue:44749", - "issue:45081|issue:45103", - "issue:42371|issue:45092" + "issue:45081|issue:45103" ], - "prepared_review_unit_hash": "6c5c97538c27fd62b4a323119318d6ed72662deb6204dfaacf3199a443abe445", + "prepared_review_unit_hash": "59eba8f2e19dce1bdfbf4988a7e3ab8112317d25b6bbc87f5b85c9126c50f57a", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36151, - "estimated_input_tokens": 9038, - "estimated_eval_tokens": 18332 + "soft_pair_count": 31, + "serialized_chars": 36506, + "estimated_input_tokens": 9127, + "estimated_eval_tokens": 18510 }, "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-era regressions across tokenizers, generation, multimodal inputs, and model-loading paths. Only one pair is a clear duplicate; the rest are related at a broad theme level but not the same underlying bug.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster\u2019s main theme: general Transformers v5 breakage around model initialization and compatibility, while most other items are narrower, model-specific regressions.", + "summary": "This set is mostly a grab bag of unrelated issues; the only clear duplicate pair is the Qwen3ForCausalLM VRAM leak report. I would anchor the cluster on the earlier, more-discussed issue and reject the rest of the soft matches as different bugs.", + "confidence": 0.92, + "canonical_issue_reason": "issue:42673 is the clearer canonical issue because it is the earlier report of the Qwen3ForCausalLM VRAM leak in multiple dataloader threads and has more discussion context; issue:43704 is an exact duplicate of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single issue to anchor this cluster because it is a generic upgrade-breakage report and captures the overarching v5 regression theme better than the more niche model-specific reports.", + "best_issue_reason": "issue:42673 best represents the only true duplicate pair in this cluster and has the richer original report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Different bugs: generation kwargs after sync_gpus vs ANSI codes emitted by loading_report." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Different areas and symptoms: missing model_type on trust_remote_code config vs unsafe sys.modules access in modeling_utils." + }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Different failures: audio processor chat-template sample-rate handling vs slow import performance." + "reason": "Unrelated: audio chat template sample rate handling vs import-time slowdown." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Different code paths: processor/tokenizer image handling regression vs token-embedding resize not propagating to output embeddings." + "reason": "Different code paths: processor/tokenizer regression vs resize_token_embeddings not updating output embeddings." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Both mention config/model semantics, but one is a tied-weights warning bug and the other is a post_init allowance issue for a different model class." + "reason": "Different issues: incorrect tied-weights warning vs patchtsmixer post_init policy." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Different multimodal bugs: missing vision encoder attribute vs video-input validation error in another model." + "reason": "Both are video-related but they describe different model failures and different underlying bugs." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both involve embeddings/tied weights, but one is serialization-dependent and the other is resize_token_embeddings not updating decoder embeddings." + "reason": "Both concern embedding/weight tying, but one is device-dependent serialization and the other is resize_token_embeddings not propagating to decoder.embed_tokens." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "Different tokenizer/model failures: BigBird tokenizer special-token handling vs ESM2 being broadly broken." + "reason": "Different models and symptoms: BigBird tokenizer special-token registration vs ESM2 breakage." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A warning about tie_word_embeddings is unrelated to Qwen3.5 flash-attention generation breakage." + "reason": "Different bugs: tie_word_embeddings warning noise vs flash-attention generation failure." }, { - "left": "issue:43673", - "right": "issue:44734", + "left": "issue:44933", + "right": "issue:45459", "accept": false, - "reason": "Both are generation/cache-related, but the concrete bugs differ: missing GenerationMixin cache vs wrong tensor indexing in serve continuation." + "reason": "Different tokenizer/import problems: nonexistent image_utils import vs protobuf decode error masking." }, { - "left": "issue:44933", - "right": "issue:45459", + "left": "issue:43673", + "right": "issue:44734", "accept": false, - "reason": "Different import/tokenizer issues: missing image_utils import vs protobuf decode error masking real tokenizer exceptions." + "reason": "Both are generation/cache issues, but they affect different code paths and concrete failures." }, { "left": "issue:43441", "right": "issue:43606", "accept": false, - "reason": "Different model-specific regressions: FlashAttention failure for Ministral vs CPU offload device mismatch for bark-small." + "reason": "Unrelated model/backend failures: FlashAttention on Ministral-3 vs CPU offload device mismatch on bark-small." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer/audio edge cases: Whisper timestamp decode crash vs Kimi-K2.5 codec/fix_mistral_regex regression." + "reason": "Different tokenizer regressions: Whisper timestamp decode crash vs Kimi-K2.5 codec/fix_mistral_regex regression." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both touch generation internals, but one is sync_gpus/model_kwargs handling and the other is chunked_prefill cache availability." + "reason": "Both involve generation internals, but sync_gpus/_update_model_kwargs and chunked_prefill cache missing are distinct bugs." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Weight-shape mismatch on a specific VL model is not the same bug as a tied-weights warning in a Qwen3.5 LoRA workflow." + "reason": "Different issues: weight-shape mismatch loading Qwen3-VL-30B vs tied-weights warning behavior." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both are save_pretrained-related, but one is tokenizer_config metadata mismatch while the other is processor file omissions." + "reason": "Both are save_pretrained bugs, but tokenizer_class mismatch and processor missing files are separate failures." }, { "left": "issue:43673", "right": "issue:45278", "accept": false, - "reason": "A generation cache regression is not the same as broad import errors after upgrading Transformers." + "reason": "Too broad: one specific cache bug vs a general report of multiple import errors after upgrade." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Both are broad breakages, but they affect different areas: custom model initialization vs an ESM2-specific regression." + "reason": "Different regressions: custom model initialization breakage vs ESM2-specific breakage." }, { "left": "issue:43381", "right": "issue:45292", "accept": false, - "reason": "Gradient-checkpointing eval-mode behavior is unrelated to token embedding resizing." + "reason": "No overlap in underlying bug: eval-mode gradient checkpointing vs embedding resizing." }, { "left": "issue:43381", "right": "issue:45335", "accept": false, - "reason": "These are separate bugs: eval-mode gradient checkpointing vs resize_token_embeddings not updating decoder embeddings." + "reason": "No overlap in underlying bug: eval-mode gradient checkpointing vs t5gemma embedding resize propagation." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Same model, same symptom, same title: Qwen3ForCausalLM leaking VRAM across multiple dataloader threads." + "reason": "Exact duplicate title and same underlying bug: Qwen3ForCausalLM VRAM leak with multiple dataloader threads." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "ImportError about missing PyTorch is unrelated to a Sentence Transformers loading hang." + "reason": "Different symptoms: missing PyTorch import error vs Sentence Transformers hanging on load." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Different issues: a tokenizer AttributeError on tasks vs a general slowdown after upgrading Transformers." + "reason": "Different bugs: MLukeTokenizer AttributeError vs performance slowdown after upgrading Transformers." }, { "left": "issue:44077", "right": "issue:45003", "accept": false, - "reason": "Optional post_init policy for patchtsmixer is unrelated to unsafe sys.modules access in modeling_utils." + "reason": "Unrelated: patchtsmixer post_init policy vs unsafe sys.modules access." }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "General preprocessing slowdown is not the same underlying bug as a Qwen3.5 MoE from_pretrained error." + "reason": "Different issues: global performance slowdown vs Qwen3.5 MoE from_pretrained error." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "The first is a vague, underspecified report; the second is a specific gemma-4 zero3 from_pretrained failure." + "reason": "Insufficient evidence of sameness; generic bug report versus gemma-4 zero3 from_pretrained failure." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "A Qwen3-VL-Moe transformers-5 compatibility bug is unrelated to missing files on processor save_pretrained." + "reason": "Different model/configuration failures: Qwen3-VL-Moe bug vs processor.save_pretrained missing files." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "Both are vision/video-related, but they target different models and different failure modes." + "reason": "Both are multimodal/video-related, but they involve different models and different tensor/attribute problems." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "A missing vision-encoder output attribute is not the same bug as trust_remote_code dropping fields from AutoConfig." + "reason": "Different areas: SAM3 vision encoder attribute error vs AutoConfig trust_remote_code missing fields." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to slow filtering after upgrade." + "reason": "Different bugs: checkpoint resume key mismatch vs performance regression after upgrade." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Both are AttributeErrors, but they arise in unrelated subsystems: tokenizer regex patching vs auto-docstring processing." - }, - { - "left": "issue:42371", - "right": "issue:45092", - "accept": false, - "reason": "TF32 settings guidance is unrelated to remote-code checkpoint incompatibility with v5 meta initialization." + "reason": "Different AttributeErrors in unrelated subsystems: tokenizer regex patching vs auto_docstring annotation handling." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet: the items are mostly separate Transformers v5-era regressions, and the only clearly duplicate pair marked true is the Qwen3ForCausalLM VRAM leak issues (42673/43704). The false soft-edge calls are conservative and generally distinguish different subsystems or failure modes without overclaiming." + "feedback": "The canonical pair selection is well grounded: issue:42673 and issue:43704 are exact title duplicates, and the rest of the cluster is treated conservatively as non-duplicates. The soft-edge rejections are appropriately cautious and do not overclaim sameness." }, "evaluator_used": true, "retried": false, @@ -9865,8 +10087,8 @@ "review_unit_count": 41, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ @@ -9876,6 +10098,7 @@ "issue:41628", "issue:42175", "issue:42222", + "issue:42371", "issue:42831", "issue:42898", "issue:42994", @@ -9891,7 +10114,6 @@ "issue:43873", "issue:43976", "issue:44038", - "issue:44060", "issue:44079", "issue:44164", "issue:44188", @@ -9908,278 +10130,270 @@ "issue:44933", "issue:44945", "issue:44964", + "issue:45092", "issue:45103", - "issue:45125", "issue:45137", "issue:45200", "issue:45310", - "issue:45356", "issue:45362", "issue:45375", "issue:45397", "issue:45478" ], "soft_pairs": [ + "issue:42371|issue:45092", "issue:45375|issue:45478", "issue:41628|issue:44933", "issue:42994|issue:43525", - "issue:45310|issue:45375", "issue:43475|issue:44661", + "issue:45310|issue:45375", "issue:42222|issue:45200", "issue:43873|issue:44945", "issue:42831|issue:44222", "issue:45362|issue:45375", "issue:45310|issue:45397", - "issue:43232|issue:44188", "issue:41628|issue:44351", + "issue:43232|issue:44188", "issue:44222|issue:45310", "issue:42994|issue:44164", "issue:43232|issue:44792", "issue:44038|issue:45310", - "issue:30990|issue:35141", "issue:36010|issue:41628", + "issue:30990|issue:35141", "issue:43377|issue:44242", "issue:43479|issue:44079", "issue:43673|issue:44188", - "issue:43479|issue:44869", "issue:42898|issue:44568", + "issue:43479|issue:44869", "issue:44964|issue:45137", "issue:42175|issue:44933", "issue:43976|issue:44933", "issue:43784|issue:43824", "issue:43278|issue:45137", "issue:44623|issue:45310", - "issue:44734|issue:45103", "issue:44188|issue:44373", - "issue:44060|issue:45125", - "issue:42898|issue:45356" + "issue:44734|issue:45103" ], - "prepared_review_unit_hash": "734be342eceb723fb4502d3f31153d55c4c3cdcd6411d83841c8fa746a652cad", + "prepared_review_unit_hash": "3e75fdb3c44d0655980a2faa593b19df3f0f07d43b34f74b87c3cf122b3e7650", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37261, - "estimated_input_tokens": 9316, - "estimated_eval_tokens": 18888 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36335, + "estimated_input_tokens": 9084, + "estimated_eval_tokens": 18424 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are broadly heterogeneous; the high similarity scores mostly reflect shared library/model vocabulary rather than the same underlying defect. I would reject all soft-edge duplicate links.", - "confidence": 0.94, - "canonical_issue_reason": "45310 is the best single issue anchor: it is the earliest and most discussed report in the repeated Qwen3.5 MoE `from_pretrained` failure thread, and later 45478 is essentially the same title.", + "summary": "The cluster is mostly heterogeneous and the provided soft edges are not true duplicates. The only clearly repeated concrete bug theme in the set is the Qwen3.5-MoE `from_pretrained` regression, which should be the representative issue, but it is not one of the soft-edge pairs shown.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45310 is the best representative of the concrete Qwen3.5-MoE `from_pretrained` regression: it is specific, externally reproducible, and the earlier report of that failure mode. Related later reports appear to be the same underlying problem.", "canonical_pr_reason": null, - "best_issue_reason": "Still only a partial representative, because the surrounding items span unrelated import, tokenizer, config, quantization, and generation bugs.", + "best_issue_reason": "Issue 45310 is the strongest canonical candidate because it names the exact failing code path and model family, making it the most useful anchor for deduping nearby reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "Different bugs: TF32 behavior settings vs a meta-init loading incompatibility for old InternVL2 checkpoints." + }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Same model family, but different failure mode: missing `deepstack_visual_indexes` vs a generic `from_pretrained` crash." + "reason": "Related Qwen3.5-MoE area, but not the same concrete failure: missing config field vs a `from_pretrained` error." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import problems, but they target different symbols/modules (`AutoImageProcessor` vs `image_utils`) and likely different code paths." + "reason": "Both are import-related, but they concern different missing symbols and likely different regressions." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Unrelated bugs: quantized model saving failure vs missing `pad_token_id` on `Llama4Config`." + "reason": "Saving quantized models is a different failure mode from `Llama4Config` missing `pad_token_id`." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:43475", + "right": "issue:44661", "accept": false, - "reason": "Both involve Qwen3.5 MoE, but one is a `from_pretrained` crash and the other is a config-field omission under `@strict`." + "reason": "SAM3 vision encoder attribute error vs tokenizer-mapping failure in model registration; unrelated code paths." }, { - "left": "issue:43475", - "right": "issue:44661", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "Different subsystems and symptoms: SAM3 vision encoder attribute error vs tokenizer-mapping/model-registration failure." + "reason": "Both mention Qwen3.5 MoE, but one is a `from_pretrained` error and the other is a missing config field; not the same bug." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Different models and bugs: broken VitPose models vs Gemma 4 text-only fine-tuning token type defaults." + "reason": "Different models and symptoms: vitpose breakage vs Gemma 4 missing default `mm_token_type_ids`." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Different concrete problems: quantization/offloading behavior vs incorrect outputs under pipeline parallelism." + "reason": "Quantization/offloading behavior is not the same as incorrect LLM output under pipeline parallelism." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Both mention FP8, but one is an accuracy regression while the other is a save/load issue for MoE models." + "reason": "FineGrainedFP8 accuracy regression and FP8 `save_pretrained`/MoE issues are distinct." }, { "left": "issue:45362", "right": "issue:45375", "accept": false, - "reason": "Different Qwen issues: chat crash for Qwen3.5-35B vs missing `deepstack_visual_indexes` in a config." + "reason": "One is a chat/runtime crash for Qwen3.5-35B; the other is a config field omission for Qwen3.5-Moe vision." }, { "left": "issue:45310", "right": "issue:45397", "accept": false, - "reason": "Different model families and paths: Qwen3.5 MoE `from_pretrained` vs Gemma-4 Zero3 loading." + "reason": "Both involve model loading, but they are different models and different failure causes." }, { - "left": "issue:43232", - "right": "issue:44188", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "Generation kwargs cache bug vs attention-kernel divergence under `torch.compile`; not the same code-path failure." + "reason": "Import errors, but for different APIs (`AutoImageProcessor` vs `HybridCache`), so not the same underlying bug." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:43232", + "right": "issue:44188", "accept": false, - "reason": "Both are import errors, but they are for different missing exports (`AutoImageProcessor` vs `HybridCache`)." + "reason": "Generation kwargs handling after `sync_gpus` is unrelated to attention-kernel divergence under `torch.compile`." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Related model family, but one is FP8 save/load behavior and the other is a `from_pretrained` initialization error." + "reason": "FP8 MoE saving and Qwen3.5-MoE loading are different code paths and symptoms." }, { "left": "issue:42994", "right": "issue:44164", "accept": false, - "reason": "Both involve serialization, but `quantized model saving failed` and `extra_state` handling are distinct bugs." + "reason": "Quantized model saving failure is not the same as `extra_state` handling in save/from_pretrained." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation cache logic bug vs a failing image-generation test for Janus; different underlying defects." + "reason": "Generation cache update bug vs failed janus test case; no shared concrete failure." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Same broad Qwen/VL area, but different model variant and symptom; not the same concrete bug." + "reason": "Qwen3/VL-Moe issue and Qwen3.5-MoE loading error are different regressions." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Completely different areas: Sentence Transformers loading stall vs embedding resize/post-init reinitialization." + "reason": "Both are import errors, but they refer to different missing imports and different package breakages." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Both are namespace import regressions, but they concern different exported names and unrelated fixes." + "reason": "Sentence Transformers loading hang and embedding reinit on resize are unrelated." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "MIMI padding-mask inconsistency vs MoE load-balancing loss omission; different model behavior and code paths." + "reason": "MIMI padding-mask mismatch vs load-balancing loss omission; different bugs." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Both mention `None`, but one is multimodal config initialization and the other is `ModelOutput` key assignment." + "reason": "Different model config/state bugs: default multimodal config initialization vs `ModelOutput` key assignment." }, { "left": "issue:43673", "right": "issue:44188", "accept": false, - "reason": "GenerationMixin cache availability vs attention-kernel branching under `torch.compile`; not the same bug." - }, - { - "left": "issue:43479", - "right": "issue:44869", - "accept": false, - "reason": "Different components entirely: multimodal config defaults vs Whisper word-timestamp decoding crash." + "reason": "Missing `GenerationMixin` cache in chunked prefill and attention-kernel branching divergence are separate generation/runtime issues." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is missing BOS/EOS insertion." + "reason": "Tokenizer cleanup behavior changes and missing BOS/EOS addition are different tokenizer regressions." }, { - "left": "issue:44964", + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config initialization and Whisper word-timestamp decode crash are unrelated." + }, + { + "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Different domains: model loading for Phi-4 multimodal vs DeepSpeed ZeRO3 deque underflow." + "reason": "Phi-4 multimodal loading failure is not the same as a DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Packaging/backend dependency issue vs a missing import from `image_utils`; unrelated failures." + "reason": "Backend extras installation and nonexistent image_utils import are unrelated packaging/import problems." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python-version compatibility regression vs missing import from `image_utils`; different root causes." + "reason": "Python version compatibility for Transformers 5.1.0 is unrelated to the missing image_utils import." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Both are import failures under newer transformers, but they affect different packages and missing symbols." + "reason": "Different missing imports in sentence-transformers/latest transformers; not the same symbol or code path." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype regression in evaluation vs DeepSpeed ZeRO3 deque error; no shared code path." + "reason": "Embedding dtype drift during evaluate vs ZeRO3 deque failure are unrelated." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save-pretrained file omission vs Qwen3.5 MoE load failure; save path and model family differ." - }, - { - "left": "issue:44734", - "right": "issue:45103", - "accept": false, - "reason": "Server KV-cache continuation crash vs auto-docstring annotation parsing crash; unrelated code paths." + "reason": "Missing files in `processor.save_pretrained(...)` is a serialization bug, not the Qwen3.5-MoE load regression." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Runtime attention-kernel divergence vs a docstring issue for `position_ids`; not the same defect." + "reason": "Attention kernel divergence under `torch.compile` is unrelated to a wrong docstring for `position_ids`." }, { - "left": "issue:44060", - "right": "issue:45125", - "accept": false, - "reason": "Different model internals: incorrect tied-weights warning vs missing `_tp_plan` for tensor parallelism." - }, - { - "left": "issue:42898", - "right": "issue:45356", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "Both are tokenizer-related regressions, but they describe different symptoms and different models/releases." + "reason": "Serve KV-cache continuation indexing crash is unrelated to the auto-docstring crash with future annotations." } ] }, @@ -10210,15 +10424,13 @@ "issue:41628", "issue:42757", "issue:42831", - "issue:42886", "issue:42898", - "issue:42994", "issue:43295", "issue:43479", "issue:43644", "issue:43723", - "issue:43824", "issue:43874", + "issue:44060", "issue:44077", "issue:44206", "issue:44222", @@ -10244,24 +10456,28 @@ "issue:44991", "issue:45092", "issue:45103", + "issue:45125", "issue:45137", "issue:45276", "issue:45310", + "issue:45356", "issue:45357", "issue:45406", "issue:45459" ], "soft_pairs": [ + "issue:44060|issue:45125", + "issue:42898|issue:45356", "issue:43723|issue:44568", - "issue:42898|issue:44779", "issue:45137|issue:45276", + "issue:42898|issue:44779", "issue:43874|issue:45092", "issue:44077|issue:44242", "issue:42898|issue:44448", "issue:41628|issue:45459", "issue:44222|issue:44297", - "issue:44442|issue:45459", "issue:42898|issue:43295", + "issue:44442|issue:45459", "issue:43479|issue:43644", "issue:44222|issue:44623", "issue:44206|issue:45103", @@ -10275,264 +10491,258 @@ "issue:43723|issue:44977", "issue:44263|issue:45092", "issue:44514|issue:45103", - "issue:43479|issue:44913", "issue:44295|issue:44623", + "issue:43479|issue:44913", "issue:43723|issue:44871", - "issue:44261|issue:45092", "issue:43723|issue:44991", + "issue:44261|issue:45092", "issue:30990|issue:38175", - "issue:44373|issue:44485", "issue:43723|issue:44442", - "issue:45092|issue:45357", - "issue:42886|issue:42994", - "issue:41628|issue:43824", - "issue:42831|issue:45310" + "issue:44373|issue:44485", + "issue:45092|issue:45357" ], - "prepared_review_unit_hash": "01eb065c064023df022a1b2aa9c1a51620fc9ea362440a9a1c4f385826476729", + "prepared_review_unit_hash": "a32047fe00b5e44992835cc56dc3f556d0a18f3bdb962a695d8df0c97fbd8b7b", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 35, - "serialized_chars": 37412, - "estimated_input_tokens": 9353, - "estimated_eval_tokens": 18962 + "soft_pair_count": 34, + "serialized_chars": 37227, + "estimated_input_tokens": 9307, + "estimated_eval_tokens": 18870 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of Transformers v5 regression reports, especially around tokenizer/processor loading and save/load behavior, plus several unrelated model-specific bugs. There are no PRs, and none of the soft pairs look like true duplicates of the same concrete fix.", + "summary": "Mostly a heterogeneous mix of unrelated Transformers issues. The only clear duplicate-style subcluster is the AutoTokenizer loading failures; most other soft pairs are same subsystem or same version but different underlying bugs and should stay separate.", "confidence": 0.79, - "canonical_issue_reason": "issue:43723 is the clearest umbrella report for the cluster\u2019s tokenizer-loading regressions in v5. It is broad enough to represent the shared load-path theme while still being a concrete user-facing failure.", + "canonical_issue_reason": "issue:43723 is the best umbrella issue for the tokenizer-loading regression subcluster: it is generic, v5-specific, and closest to the model-specific AutoTokenizer failures among the candidates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the best representative issue because it targets the core AutoTokenizer.from_pretrained regression and overlaps conceptually with several nearby tokenizer-related reports without being tied to a single model family.", + "best_issue_reason": "issue:43723 best represents the strongest duplicate candidate set and is the broadest, most reusable issue for the AutoTokenizer.from_pretrained failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is loading failure and the other is BOS/EOS handling; different code paths and symptoms." + "reason": "Both are Qwen3 MoE-related, but one is a tied-weights warning and the other is a missing _tp_plan attribute. Different bugs and fixes." }, { "left": "issue:42898", - "right": "issue:44779", + "right": "issue:45356", "accept": false, - "reason": "One is about clean_up_tokenization_spaces behavior, the other about Deepseek tokenizer outputs; same broad area, different bug." + "reason": "Both involve tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is Kimi-K2.5 codec/warning handling. Not the same underlying issue." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related, but one is a load failure and the other is add_special_tokens not adding BOS/EOS. Different code paths." }, { "left": "issue:45137", "right": "issue:45276", "accept": false, - "reason": "ZeRO3 deque IndexError and gemma4 resize_token_embeddings behavior are unrelated failures." + "reason": "DeepSpeed ZeRO3 deque errors and gemma4 resize_token_embeddings behavior are unrelated bugs." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but the reported failure modes differ substantially and likely need different fixes." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Different model families and different problems: missing image-processor method vs remote-code checkpoint/meta-init incompatibility." + "reason": "Both are multimodal/model compatibility issues, but one is a missing image-patch method and the other is meta-init incompatibility. Not the same bug." }, { "left": "issue:44077", "right": "issue:44242", "accept": false, - "reason": "PatchTSMixer post_init validation and MoE load-balancing loss are distinct implementation issues." + "reason": "Different MoE/TSMixer behaviors: optional post_init vs missing load-balancing loss when output_router_logits=False." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Tokenizer cleanup behavior and Pegasus output differences are not the same concrete bug." + "reason": "Both mention v4/v5 tokenizer/output differences, but one is a spacing cleanup regression and the other is Pegasus output drift. Different underlying issues." }, { "left": "issue:41628", "right": "issue:45459", "accept": false, - "reason": "AutoImageProcessor import failure and tokenizer protobuf error masking are separate import/error-handling issues." + "reason": "An AutoImageProcessor import failure and a protobuf-related tokenizer error-hiding issue are unrelated." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 MoE save_pretrained failure is unrelated to tokenizer_class metadata mismatch on save." + "reason": "FP8 save_pretrained behavior and tokenizer_class mismatch in tokenizer_config.json are different save paths and different failures." }, { - "left": "issue:44442", - "right": "issue:45459", + "left": "issue:42898", + "right": "issue:43295", "accept": false, - "reason": "A specific tokenizer load failure is not the same as generic exception masking when protobuf is missing." + "reason": "One is a tokenizer spacing regression; the other is a processor.tokenizer / image-passing regression. Different concrete bugs." }, { - "left": "issue:42898", - "right": "issue:43295", + "left": "issue:44442", + "right": "issue:45459", "accept": false, - "reason": "clean_up_tokenization_spaces behavior and processor.tokenizer/image passing regression are different features." + "reason": "FastSpeech2ConformerTokenizer loading and protobuf error masking are different tokenizer issues." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Phi4MultimodalConfig default-init bug and junk non-persistent buffers are unrelated." + "reason": "Phi4MultimodalConfig default initialization and non-persistent buffer junk are unrelated configuration/state bugs." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Saving FP8 MoE checkpoints and processor.save_pretrained missing files are different save-path bugs." + "reason": "Both mention save_pretrained, but one is FP8 MOE serialization and the other is missing processor files. Different artifacts and fixes." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Feature extractor center-arg crash and auto-docstring annotation crash are unrelated." + "reason": "Feature-extractor arg validation and auto_docstring crashes from future annotations are unrelated." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FineGrainedFP8 accuracy loss is not the same as processor serialization missing files." + "reason": "FineGrainedFP8 accuracy issues and processor.save_pretrained missing files are different bugs." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Both are import errors, but one is a missing module path and the other is a missing PyTorch dependency; not the same bug." + "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch. Different dependencies and failure modes." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different packages and symbols." + "reason": "Importing AutoImageProcessor and importing is_offline_mode from huggingface_hub are unrelated import problems." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save metadata mismatch and Qwen3.5 from_pretrained failure are different regressions." + "reason": "Tokenizer save_pretrained class metadata mismatch and Qwen3.5 MoE from_pretrained error are different issues." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat-completions request handling and Gemma4Processor _tokenizer attribute errors are unrelated." + "reason": "A chat-completions API request rejection and a Gemma4Processor missing _tokenizer crash are unrelated." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 checkpoint saving and max_shard_size defaults are not the same issue." + "reason": "FP8 save_pretrained behavior and the 50GB default max_shard_size question are not the same bug." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Both mention DSA indexer, but the concrete operations and failures differ (torch.split vs missing ReLU)." + "reason": "Both reference the DSA indexer, but one is torch.split return handling and the other is a missing ReLU. Different code changes." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading regression and flash-attention generation bug are different code paths." + "reason": "Tokenizer loading failures and Qwen3.5 flash-attention generation issues are unrelated." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split issue is unrelated to InternVL2 remote-code/meta-init incompatibility." + "reason": "DSA indexer behavior and InternVL2 meta initialization compatibility are unrelated." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Batched processor chat-template crash and auto-docstring annotation crash are unrelated." - }, - { - "left": "issue:43479", - "right": "issue:44913", - "accept": false, - "reason": "Config default initialization and GPTNeoX rotary_pct reload bug are different problems." + "reason": "Qwen2_5_VLProcessor chat-template batching and docstring parsing with future annotations are unrelated." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "position_ids buffer read error and processor.save_pretrained missing files are not the same failure." + "reason": "Buffer registration/read errors and processor.save_pretrained missing files are different problems." }, { - "left": "issue:43723", - "right": "issue:44871", + "left": "issue:43479", + "right": "issue:44913", "accept": false, - "reason": "Tokenizer loading failure and eos_token_id config mismatch are distinct." + "reason": "Phi4MultimodalConfig default config initialization and GPTNeoX rotary_pct reload behavior are unrelated config bugs." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:43723", + "right": "issue:44871", "accept": false, - "reason": "MLA precision/config epsilon issue and remote-code meta-init incompatibility do not match." + "reason": "AutoTokenizer load failure and eos_token_id configuration inconsistency are different tokenizer issues." }, { "left": "issue:43723", "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer load regressions in v5, but one is a general AutoTokenizer failure and the other is a model-specific tokenizer load error; not enough evidence of one underlying bug." + "accept": true, + "reason": "Both describe AutoTokenizer.from_pretrained failing to load a tokenizer in v5, so they plausibly share the same loading-regression code path." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Sentence-Transformers loading hang and SigLIP2 zero probabilities are different model issues." + "reason": "MLA layernorm epsilon precision and InternVL2 meta-init incompatibility are unrelated." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Docstring wording for position_ids and GLM-5 RoPE implementation are unrelated." + "reason": "Sentence Transformers loading hangs and SIGLIP2 zero-probability outputs are different failures." }, { "left": "issue:43723", "right": "issue:44442", - "accept": false, - "reason": "General AutoTokenizer loading regression and FastSpeech2ConformerTokenizer-specific load failure are related only at a broad level, not clearly the same bug." - }, - { - "left": "issue:45092", - "right": "issue:45357", - "accept": false, - "reason": "Remote-code checkpoint incompatibility and incorrect visual encoder keys on save are different Qwen3.5 issues." - }, - { - "left": "issue:42886", - "right": "issue:42994", - "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving are unrelated." + "accept": true, + "reason": "Both are AutoTokenizer.from_pretrained load failures in v5 and look like the same tokenizer-loading regression affecting different checkpoints." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Missing AutoImageProcessor import and missing Qwen2_5_VLForConditionalGeneration import are separate symbol-resolution problems." + "reason": "A docstring issue for position_ids and GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "FineGrainedFP8 accuracy issue and Qwen3.5 MoE from_pretrained error are unrelated bugs." + "reason": "InternVL2 meta-init incompatibility and Qwen3.5 save_pretrained visual-key serialization are different multimodal bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is grounded in the packet and stays conservative. The AutoTokenizer loading issues are the only clearly supported duplicate-style subcluster, and the accepted soft edges are limited to closely related tokenizer-loading failures with matching v5 regression framing. The remaining pair rejections are appropriately cautious given the distinct titles and likely different failure modes." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -10544,8 +10754,8 @@ "review_unit_count": 41, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ @@ -10560,6 +10770,7 @@ "issue:42831", "issue:42886", "issue:42907", + "issue:42994", "issue:43066", "issue:43116", "issue:43122", @@ -10575,12 +10786,10 @@ "issue:43992", "issue:44038", "issue:44117", - "issue:44222", "issue:44261", "issue:44263", "issue:44295", "issue:44297", - "issue:44351", "issue:44360", "issue:44373", "issue:44485", @@ -10596,9 +10805,13 @@ "issue:45200", "issue:45245", "issue:45278", - "issue:45290" + "issue:45290", + "issue:45310" ], "soft_pairs": [ + "issue:42886|issue:42994", + "issue:41628|issue:43824", + "issue:42831|issue:45310", "issue:43576|issue:43784", "issue:42831|issue:44038", "issue:43122|issue:44521", @@ -10606,8 +10819,8 @@ "issue:44263|issue:44373", "issue:42886|issue:43066", "issue:44117|issue:44704", - "issue:30990|issue:33357", "issue:43122|issue:44514", + "issue:30990|issue:33357", "issue:44704|issue:45290", "issue:43232|issue:45245", "issue:42907|issue:44945", @@ -10631,212 +10844,228 @@ "issue:42371|issue:42831", "issue:44038|issue:44295", "issue:36296|issue:43116", - "issue:42907|issue:43452", - "issue:44038|issue:44222", - "issue:43824|issue:44351" + "issue:42907|issue:43452" ], - "prepared_review_unit_hash": "83fc9767f1046a89f06cff5b4fa719efb94b03d2bdb16051a372690ef0fa7426", + "prepared_review_unit_hash": "14fdfd0c25cfba1ad6786fdb6f7adb07c2c40b6c02283c0c626fa2831046cac5", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37673, - "estimated_input_tokens": 9419, - "estimated_eval_tokens": 19094 + "soft_pair_count": 36, + "serialized_chars": 37990, + "estimated_input_tokens": 9498, + "estimated_eval_tokens": 19252 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous Transformers issues with no clear duplicate PRs; the only loose common thread is broad v5 migration/import regressions, but the soft pairs do not appear to share the same concrete bug.", - "confidence": 0.85, - "canonical_issue_reason": "Issue 45278 is the broadest and most representative report in the set, covering the general v5 upgrade/import-regression theme that overlaps with several other items.", + "summary": "This cluster is highly heterogeneous: most items are unrelated bug reports spanning import errors, tokenizer behavior, generation, multimodal chat templates, and model-specific issues. There is no strong duplicate core; at best, one broad import-regression report can serve as a loose representative.", + "confidence": 0.95, + "canonical_issue_reason": "No true duplicate center exists. If one issue must represent the cluster, 45278 is the broadest umbrella because it captures the general post-upgrade import-regression theme seen in a few nearby reports, though the overall set is still too mixed to treat as one bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the best umbrella representative because it captures the widest cluster theme (post-upgrade import failures) without overfitting to a single model or API surface.", + "best_issue_reason": "45278 is the least-bad representative only because it is the most general and could subsume some import-related complaints; otherwise the cluster does not form a coherent issue duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Different failures: offline tokenizer cache loading vs quantized model saving." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different model APIs." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Accuracy regression in FP8 vs a Qwen3.5 MoE from_pretrained error are different bugs." + }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken env command vs sentence-transformers import NameError; different code paths and symptoms." + "reason": "Broken env command and sentence-transformers import NameError are unrelated code paths." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FineGrainedFP8 accuracy regression is not the same bug as the Qwen3-VL-Moe v5 issue." + "reason": "FP8 accuracy issue is not the same as a Qwen3-VL-Moe loading problem." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenizer output differences vs multimodal assistant mask generation; unrelated failures." + "reason": "Tokenizer offset-mapping differences and multimodal assistant-mask generation are different behaviors." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Single missing import from huggingface_hub is broader than, but not the same as, general import errors after upgrade." + "reason": "The latter is a broad import-regression report, but it is not clearly the same concrete missing import as this one." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "DSA indexer torch.split issue vs a docstring bug for position_ids; different underlying problems." + "reason": "torch.split return behavior in an indexer is unrelated to a position_ids docstring problem." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading failure is unrelated to wrong tokenizer decoder type in v5." + "reason": "Offline cache loading failure is different from tokenizer decoder-type mismatch in v5." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Tokenizer mapping returning None is not the same as AutoProcessor failing to pass kwargs to cached_file." + "reason": "A tokenizer mapping None bug and missing kwargs in AutoProcessor are different from different call sites." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:43122", + "right": "issue:44514", "accept": false, - "reason": "Stuck loading sentence-transformers vs MacOS bus error on CLIP; different failure modes." + "reason": "General tokenization differences are not the same as a batched apply_chat_template crash." }, { - "left": "issue:43122", - "right": "issue:44514", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "General tokenization change vs Qwen2_5_VL batched chat-template crash; not the same bug." + "reason": "Sentence-transformers loading hangs and a MacOS bus error are not the same underlying bug." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "AutoProcessor cached_file kwargs bug is unrelated to assistant message tool-call handling in chat templates." + "reason": "Missing kwargs forwarding is unrelated to assistant-message tool-call crashes in apply_chat_template." }, { "left": "issue:43232", "right": "issue:45245", "accept": false, - "reason": "Generation kwarg sync bug vs category-count runtime error; no shared code path." + "reason": "Generation kwargs update bug and a category-limit runtime error are different issues." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Dequantized model save failure vs incorrect pipeline-parallel output; different subsystems." + "reason": "Saving dequantized models and incorrect pipeline-parallel outputs are different code paths." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 settings guidance is unrelated to the GlmMoeDsaIndexer torch.split bug." + "reason": "TF32 settings guidance is unrelated to the DSA indexer torch.split issue." }, { "left": "issue:43232", "right": "issue:44743", "accept": false, - "reason": "Both are generation-related only at a high level; the concrete bugs differ." + "reason": "Both touch generation/cache behavior, but one is about sync_gpus kwargs and the other about recurrent state reset; not the same bug." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Reading position_ids as a buffer and tokenizer_class metadata mismatch are separate issues." + "reason": "Reading position_ids as a buffer and tokenizer_class mismatch in saved config are unrelated." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility regression is not the same as pipeline parallelism output corruption." + "reason": "Python version compatibility and pipeline-parallel output corruption are different problems." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Qwen3 offset_mapping bug vs loading a specific community model; unrelated tokenizer/model issues." + "reason": "Qwen3 tokenizer offset mapping and failure to load cjvt/sleng-bert are separate tokenizer issues." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Saving dequantized models differs from invalid GenerationConfig validation." + "reason": "Dequantized model saving and invalid GenerationConfig for GLM-5 are unrelated." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Model-type warning on SAM3 tracker instantiation is not the same as missing fpn_position_embeddings." + "reason": "A config-type mismatch warning and a missing fpn_position_embeddings attribute are different SAM 3 Video bugs." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation bug and flash_attention_3 training degeneration are unrelated." + "reason": "num_labels propagation and flash_attention_3 training degeneration are unrelated." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "LayoutLMv3 error message clarity issue vs sentence-transformers loading hang; no duplicate evidence." + "reason": "LayoutLMv3 error messaging and Sentence Transformers loading hang are unrelated." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Specific AutoImageProcessor import error could be part of a broader trend, but this is not the same concrete issue." + "reason": "Both mention imports, but one is a specific missing symbol and the other is only a broad report of many import errors." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA ReLU omission and GLM-5 RoPE implementation are distinct model/logic issues." + "reason": "A missing ReLU in DSA indexer and GLM-5 RoPE implementation are unrelated." }, { "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." + "reason": "Multi-label classification example behavior and Gemma 4 token-type defaults are different bugs." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing embed_tokens.weight in UMT5Encoder is not about AutoProcessor kwargs forwarding." + "reason": "UMT5Encoder missing embed_tokens weights is unrelated to AutoProcessor kwargs forwarding." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Wrong offset_mapping and zero assistant_masks are different tokenizer/template behaviors." + "reason": "Tokenizer offset mapping and multimodal assistant masks are distinct failures." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Tokenizer behavior change in v5 is not the same as Deepseek incorrect results." + "reason": "Version-dependent DeepSeek tokenizer output and Qwen tokenization differences are model-specific but not the same bug." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe bug and tokenizer save metadata mismatch are unrelated." + "reason": "Qwen3-VL-Moe loading issues and tokenizer save config mismatch are unrelated." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "RMS norm epsilon precision discussion is not the same as a docstring typo for position_ids." + "reason": "MLA layer norm epsilon precision mismatch and a wrong docstring are not the same issue." }, { "left": "issue:42371", @@ -10848,31 +11077,19 @@ "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe bug is not the same as position_ids buffer read failure." + "reason": "Qwen3-VL-Moe loading bugs and position_ids buffer access are unrelated." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training bug and example-script classification output bug are different training paths." + "reason": "Tensor-parallel training bug and example-script multi-label output bug are different failure modes." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Dequantized-model save failure is unrelated to gguf_file loading breakage." - }, - { - "left": "issue:44038", - "right": "issue:44222", - "accept": false, - "reason": "Qwen3-VL-Moe v5 bug is not the same as FP8 save_pretrained moe support." - }, - { - "left": "issue:43824", - "right": "issue:44351", - "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration export and missing HybridCache export are separate import errors." + "reason": "Quantized model saving and gguf_file loading breaks are different loading/saving paths." } ] }, @@ -10891,8 +11108,8 @@ "review_unit_count": 41, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ @@ -10916,6 +11133,7 @@ "issue:43550", "issue:43673", "issue:43784", + "issue:43824", "issue:43825", "issue:43827", "issue:43874", @@ -10941,264 +11159,270 @@ "issue:45083", "issue:45216", "issue:45278", - "issue:45405", "issue:45446", "issue:45478" ], "soft_pairs": [ + "issue:44038|issue:44222", + "issue:43824|issue:44351", "issue:43122|issue:44977", - "issue:43278|issue:44945", "issue:45216|issue:45478", + "issue:43278|issue:44945", "issue:42757|issue:44351", "issue:42907|issue:44222", - "issue:42222|issue:43441", "issue:42907|issue:44912", - "issue:42673|issue:45072", + "issue:42222|issue:43441", "issue:43784|issue:45446", + "issue:42673|issue:45072", "issue:43064|issue:43673", "issue:43784|issue:44933", + "issue:38617|issue:45278", "issue:43550|issue:43784", "issue:43937|issue:44485", - "issue:38617|issue:45278", "issue:22355|issue:29127", "issue:43116|issue:43493", - "issue:44075|issue:44936", "issue:42371|issue:43874", + "issue:44075|issue:44936", "issue:44222|issue:45478", - "issue:43976|issue:45446", "issue:43116|issue:43825", "issue:44038|issue:45478", + "issue:43976|issue:45446", "issue:39401|issue:44779", "issue:43931|issue:44945", "issue:33453|issue:39401", "issue:45083|issue:45446", "issue:43937|issue:44977", - "issue:43827|issue:45446", "issue:42673|issue:43906", + "issue:43827|issue:45446", "issue:44291|issue:45071", - "issue:43450|issue:43986", - "issue:45405|issue:45446" + "issue:43450|issue:43986" ], - "prepared_review_unit_hash": "fd50299196e2bd67bc94c385244fa8876ba851ce836d5294a7e87f1e9600cce5", + "prepared_review_unit_hash": "dd3adb78f27fe6e2c5f0c7b266b785ea27c681b4f64a9ffc2f61303ffb617d41", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36851, - "estimated_input_tokens": 9213, - "estimated_eval_tokens": 18682 + "soft_pair_count": 33, + "serialized_chars": 37172, + "estimated_input_tokens": 9293, + "estimated_eval_tokens": 18842 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated Transformers issues across tokenization, model loading, generation, and environment/import regressions. None of the soft pairs look like the same concrete bug/change closely enough to merge as duplicates.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45216 is the strongest representative issue here: it is a clear, version-bounded regression with a concrete API (`save_pretrained`) and a focused model family, making it the best anchor for triage if one issue must be chosen.", + "summary": "This set is highly heterogeneous: most pairs are only loosely related by broad areas like imports, tokenizers, or Qwen/GLM model families, but not the same concrete bug. I found no soft-edge pair I\u2019d confidently merge as duplicates.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set ('many import errors after update from 4.57.0 to 5.5.0') and is the best fit as a representative issue among otherwise mostly unrelated regressions.", "canonical_pr_reason": null, - "best_issue_reason": "Same as the canonical choice: it is specific, reproducible, and clearly scoped; the other issues are either different model families, different APIs, or broader environment problems.", + "best_issue_reason": "issue:45278 is the most general and recent issue, with wording broad enough to cover a subset of the import-regression reports; the other issues are mostly narrower, model-specific, or symptom-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43122", - "right": "issue:44977", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Both are tokenizer-related, but they concern different models and symptoms: generic version-to-version tokenization drift vs Qwen3.5 flash-attention generation failure." + "reason": "Both mention MoE models, but one is a Qwen3-VL-Moe flash-attention/generation bug and the other is an FP8 save_pretrained issue; different code paths and symptoms." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Different failure modes and code paths: dtype changes between train/eval vs incorrect output under pipeline parallelism." + "reason": "Both are import errors, but they are for different missing symbols in different modules, so they do not look like the same underlying bug." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer regression vs flash-attention generation failure; different models, APIs, and failure modes." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Same model family and same version range, but different APIs and symptoms (`save_pretrained` checkpoint corruption vs `from_pretrained` load error); not the same concrete bug." + "reason": "Same model family/version window, but one is a save_pretrained checkpoint regression and the other is a from_pretrained load error; related, but not clearly the same concrete bug." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "A dtype mismatch in train/eval versus an incorrect output under pipeline parallelism; too different to be the same bug." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols from different modules; they do not share a specific underlying change." + "reason": "Both are import failures, but from different packages and symbols; no clear shared root cause." }, { "left": "issue:42907", "right": "issue:44222", "accept": false, - "reason": "Both involve model save/load behavior, but one is dequantized Ministral/Devstral saving and the other is FP8 MoE save_pretrained; different mechanisms." - }, - { - "left": "issue:42222", - "right": "issue:43441", - "accept": false, - "reason": "Both mention model breakage, but one is vitpose imports/broken models while the other is a Ministral-3 FlashAttention failure; not the same bug." + "reason": "Both involve saving quantized models, but they concern different quantization schemes and different model families." }, { "left": "issue:42907", "right": "issue:44912", "accept": false, - "reason": "Different quantization-related issues affecting different models and failure points; no clear shared code-path bug." + "reason": "Saving a dequantized model and loading a model with MXFP4 are distinct behaviors and likely different bugs." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM multi-thread use is unrelated to dtype mismatch warnings in inference for different architectures." + "reason": "VitPose model breakage and Ministral flash-attention failure are unrelated model-specific regressions." }, { "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "Both are import/version problems, but they concern different symbols and different dependency checks; too broad to be the same bug." + "reason": "Importing sentence-transformers fails on a missing name, while the other is a bad PyTorch version check for a different import path." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM multi-thread use versus dtype mismatches in unrelated models; not the same problem." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Trainer optimizer-state corruption under FSDP2/PEFT is unrelated to missing generation cache in v5 chunked prefill." + "reason": "Training optimizer-state corruption with FSDP/PEFT versus generation cache missing during chunked prefill are separate subsystems." }, { "left": "issue:43784", "right": "issue:44933", "accept": false, - "reason": "Both mention imports, but the missing names and affected modules differ; no evidence of a single underlying removal." + "reason": "Different missing imports in different helpers; no evidence of a shared underlying regression." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad umbrella report, but 38617 is one specific missing import; this is not enough to treat them as the same bug." }, { "left": "issue:43550", "right": "issue:43784", "accept": false, - "reason": "Torch.compile/SDPA failure for Bamba is unrelated to an import-time NameError in sentence-transformers integration." + "reason": "torch.compile/SDPA failure versus a NameError on import; unrelated failures." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GenerationConfig validation for GLM-5 and RoPE implementation discussion are not the same concrete defect." - }, - { - "left": "issue:38617", - "right": "issue:45278", - "accept": false, - "reason": "Both are import errors after version changes, but they reference different missing symbols and different upgrade paths." + "reason": "Both mention GLM-5, but one is a generation config validation error and the other is a RoPE implementation discussion; not the same code-path." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "One is a missing module import for `transformers.onnx`; the other is a LayoutLMv3 error message clarity issue." + "reason": "A missing module import and a layoutlmv3 box-validation error are unrelated." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Multi-label classification returning empty results is unrelated to SigLIP2 implementation mismatch." - }, - { - "left": "issue:44075", - "right": "issue:44936", - "accept": false, - "reason": "SGD argument handling and trainer evaluate-after-train failure are different bugs with different scopes and code paths." + "reason": "A multi-label classification example bug and a SigLIP2 implementation discrepancy are unrelated." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 settings guidance and a missing image-patch helper are unrelated issues." + "reason": "TF32 API guidance and a GLM46V image processor AttributeError are different topics." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Both are Qwen/MoE-related, but one is FP8 save_pretrained and the other is a from_pretrained load error; not the same fix." + "reason": "Unused SGD args in optimizer setup versus evaluate() failing after train() are different bugs." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "Python version compatibility for Transformers 5.1.0 is unrelated to the flex_attention PyTorch version check bug." + "reason": "Both involve Qwen3.5 MoE and save/load, but the titles point to different failure modes and not clearly the same concrete defect." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Multi-label classification output bug and pipeline() translation-task messaging are distinct issues." + "reason": "Multi-label classification output bug versus pipeline() translation messaging after v5 removals; unrelated." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL-Moe compatibility with Transformers 5.0 is not the same as Qwen3.5 Moe from_pretrained failure in 5.4.0." + "reason": "Both are Qwen3/Qwen3.5 MoE-related, but one is a flash-attention generation bug and the other is a loading error; too different." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version support breakage and an AuxRequest version-check bug are not the same issue." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer problems, but one is offset_mapping for Qwen3 tokenizer and the other is Deepseek tokenization correctness; different model/tokenizer behavior." + "reason": "Both are tokenizer correctness issues, but they affect different tokenizers and different regressions." }, { "left": "issue:43931", "right": "issue:44945", "accept": false, - "reason": "Model weight shape mismatch on Qwen3-VL-30B is unrelated to incorrect output under pipeline parallelism." + "reason": "Model shape-mismatch loading error versus incorrect output under pipeline parallelism; separate problems." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "A tokenizer-loading regression and Qwen3 tokenizer offset_mapping bug are not the same underlying defect." + "reason": "A generic tokenizer-loading regression and a Qwen3 offset_mapping bug are not clearly the same underlying defect." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Unexpected helper length behavior in qwen3_omni_moe is unrelated to a PyTorch version check/import gating bug." + "reason": "A Qwen3 Omni helper-function bug and an unrelated flex_attention version-check issue." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GLM-5 generation config validation and Qwen3.5 flash-attention generation failure are different model-specific issues." + "reason": "GLM-5 generation-config invalidity and Qwen3.5 flash-attention output problems are different model-specific bugs." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:42673", + "right": "issue:43906", "accept": false, - "reason": "Docs still referencing pipeline() after removals is unrelated to an import/version check bug in flex_attention." + "reason": "A VRAM leak and an isolated reproduction of another issue are not enough to conclude duplication." }, { - "left": "issue:42673", - "right": "issue:43906", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM multi-threading is unrelated to a reproduction of another issue." + "reason": "Docs still referencing pipeline() and a PyTorch version-check bug are unrelated." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Unexpected `_is_hf_initialized` argument during init_empty_weights is a distinct loading bug from PretrainedConfig type-checking breakage." + "reason": "An init_empty_weights argument error and a PretrainedConfig type-check regression are different load-time issues." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Video processor batched-shape bug and video-model loading crash without torchvision are different code paths." - }, - { - "left": "issue:45405", - "right": "issue:45446", - "accept": false, - "reason": "A dependency version bump to unreleased PEFT is a different problem from the flex_attention import/version check bug." + "reason": "A batched video-processor shape bug and a missing-torchvision import crash are different problems." } ] }, @@ -11244,7 +11468,6 @@ "issue:43673", "issue:43742", "issue:43874", - "issue:43931", "issue:43937", "issue:43986", "issue:44117", @@ -11259,7 +11482,6 @@ "issue:44496", "issue:44829", "issue:44933", - "issue:44987", "issue:45003", "issue:45071", "issue:45081", @@ -11267,21 +11489,24 @@ "issue:45278", "issue:45310", "issue:45341", + "issue:45405", + "issue:45446", "issue:45459", "issue:45464", "issue:45478" ], "soft_pairs": [ + "issue:45405|issue:45446", "issue:44484|issue:45310", "issue:44829|issue:45216", "issue:39401|issue:43421", "issue:38617|issue:41628", "issue:44117|issue:45081", "issue:42673|issue:43582", - "issue:42673|issue:43577", "issue:44410|issue:45310", "issue:43408|issue:43742", "issue:38617|issue:44220", + "issue:42673|issue:43577", "issue:43937|issue:44496", "issue:42371|issue:44261", "issue:42175|issue:42222", @@ -11302,243 +11527,228 @@ "issue:44263|issue:44485", "issue:41628|issue:45071", "issue:45003|issue:45341", - "issue:43097|issue:43452", - "issue:43986|issue:45341", - "issue:44117|issue:44987", - "issue:43931|issue:44410" + "issue:43097|issue:43452" ], - "prepared_review_unit_hash": "06eeae27479a57baa601cb2f68554d46003037d71a6d4a4eca4edc7ac1bb048c", + "prepared_review_unit_hash": "fb7ed03007c318f3a89a1333ceb7c44436eba1347066e46caf17f70979935023", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37598, - "estimated_input_tokens": 9400, - "estimated_eval_tokens": 19056 + "soft_pair_count": 32, + "serialized_chars": 37000, + "estimated_input_tokens": 9250, + "estimated_eval_tokens": 18756 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of Transformers v5 regressions and API/import/tokenizer bugs, not a set of true duplicates. The strongest common thread is broad import/API breakage around the v5 transition, but the individual reports target different code paths and symptoms.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 45278 is the best umbrella representative: it is broad, explicitly about multiple import errors after upgrading to 5.5.0, and matches the cluster\u2019s general v5 API-breakage theme better than the narrower model-specific reports.", + "summary": "This set is highly heterogeneous: most items are unrelated import, tokenizer, model-loading, backend, or API issues. There is no strong single duplicate cluster here; at best, issue 45278 is a loose umbrella for import regressions, but it does not explain the rest.", + "confidence": 0.24, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella candidate because it reports widespread import errors after an upgrade, but the cluster is too mixed for a true canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the most suitable global representative because it is the broadest, most general regression report in the set and can stand in for the cluster\u2019s common import/API compatibility problem.", + "best_issue_reason": "45278 is the closest thing to a cluster anchor due to its broad import-regression framing and open status, though it only fits a small subset of the items.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Different problems: PEFT version pinning vs a PyTorch-version guard bug in flex_attention." + }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3.5/v5.x regressions, but one is about `max_shard_size` behavior and the other is a `from_pretrained` model-loading error; different failure modes." + "reason": "Unrelated: save_pretrained shard size question vs Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Both involve training/checkpoint behavior on v5, but one is flash-attention-induced degenerate training and the other is incorrect `save_pretrained` output for Qwen3.5; not the same bug." + "reason": "Different code paths and symptoms: flash_attention_3 training degeneration vs a save_pretrained regression." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Both are tokenizer-related, but one is a wrong `offset_mapping` bug and the other is runtime post-processor updates when special tokens change; different code paths." + "reason": "Both tokenizer-related, but one is offset_mapping on Qwen3 and the other is runtime post-processor updates; not the same bug." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they concern different symbols (`layer_type_validation` vs `AutoImageProcessor`) and likely separate broken exports." + "reason": "Both are import errors, but they involve different missing symbols and likely different root causes." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Both affect tokenizer loading, but one is a mapping-name/`from_pretrained` assumption and the other is a Mistral regex patch crash on a specific tokenizer object; not the same issue." + "reason": "Tokenizer loading failures, but one is a mapping-None assumption and the other is a Mistral regex patch crash." }, { "left": "issue:42673", "right": "issue:43582", "accept": false, - "reason": "One is a VRAM leak in multi-threaded dataloaders, the other is a TypeError in Apple Silicon warmup; unrelated runtime problems." - }, - { - "left": "issue:42673", - "right": "issue:43577", - "accept": false, - "reason": "Both mention model loading/runtime, but one is a VRAM leak and the other is dtype propagation for BLIP2 components; distinct bugs." + "reason": "Different failures: VRAM leak in dataloader threads vs Apple Silicon TypeError in allocator warmup." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Both involve Qwen3.5/Qwen3-next style model loading, but one is missing projections in a layer and the other is a `from_pretrained` MoE loading error; not the same fix." + "reason": "Different model families and errors: missing qwen3next projections vs Qwen3.5 MoE load failure." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Both are model-loading errors, but one is a sam3_video/sam3_tracker type mismatch warning and the other is a MobileLLM key error; different causes." + "reason": "Both are model loading issues, but the specific models and failure modes are unrelated." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "Both touch low-level preprocessing/import internals, but one is an import failure and the other is an fbank feature extraction issue; not duplicate." + "reason": "Different import/symbol issue vs a feature-extraction function bug." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "VRAM leak in multithreaded loading is unrelated to Blip2 dtype propagation." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Both are model/config loading errors, but one is invalid GenerationConfig for GLM-5 and the other is an unrecognized model/config.json issue for Olmo-Hybrid; unrelated." + "reason": "Both involve model/config validation, but one is GLM-5 GenerationConfig and the other is an unrecognized model/config.json issue." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "Both mention TF32/precision, but one is about new API settings for TF32 behavior and the other is missing `rms_norm_eps` in MLA q_a_layernorm; different problems." + "reason": "TF32 settings warning vs MLA q_a_layernorm precision/config issue are different changes." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "One is about TensorFlow not being installed with a torch extra, the other is broken VitPose models; no shared underlying bug." + "reason": "Backend packaging/install issue vs vitpose model breakage; not the same underlying bug." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both mention chat/completions API behavior, but one is a v5.3 request acceptance issue and the other is streaming inference failure on Qwen3.5-0.8B; different endpoints/symptoms." + "reason": "General chat/completions request rejection vs Qwen3.5 streaming inference failure; different concrete failures." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "One cannot run `3d_parallel.py`, the other is a testing_utils bug; no shared code-path." + "reason": "Unrelated: 3d_parallel.py execution problem vs a testing_utils bug." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "Both are import-related, but 44933 is a missing image_utils export while 45278 is a broad upgrade-related import-failure report; not the same concrete bug." + "reason": "45278 is broad import regressions, but 44933 is a specific missing import; not enough evidence they are the same defect." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Both concern Qwen3.5/v5.4 regressions, but one is about shard-size defaults and the other is a MoE `from_pretrained` error; separate issues." + "reason": "Completely different topics: shard sizing vs Qwen3.5 MoE from_pretrained regression." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer behavior regressions across v5, but one is decoder type selection and the other is changed tokenization output; related theme, not same bug." + "reason": "Both tokenizer behavior changes in v5, but one is decoder type and the other is tokenization output drift; not the same bug." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "One is a GenerationMixin cache regression in chunked prefill, the other is a testing utility bug; unrelated." + "reason": "Generation cache/chunked_prefill regression is unrelated to a testing utility bug." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Both mention v5 regressions and position-related behavior, but one is a removed config option and the other is unexpected position-id keys; not the same concrete change." + "reason": "Removed tie_embeddings API vs position-id unexpected key warnings are different issues." }, { "left": "issue:42222", "right": "issue:45459", "accept": false, - "reason": "One is broken VitPose models, the other is tokenizer error masking when protobuf is missing; different subsystems and fixes." + "reason": "Vitpose model breakage is unrelated to tokenizer error masking when protobuf is absent." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5/Qwen3-next loading regressions, but one is missing layer projections and the other is a Qwen3.5 MoE `from_pretrained` failure; separate bugs." + "reason": "Same broad Qwen area, but different model variant and distinct failure modes." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "One is a missing torchvision dependency causing a confusing AutoProcessor crash, the other is a checkpoint shard-size question; unrelated." + "reason": "AutoProcessor without torchvision and shard-size discussion are unrelated." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "One is FlashAttention failure for Ministral-3, the other is degenerate training with flash_attention_3 in sequence classification; similar buzzwords but different concrete code paths." + "reason": "Ministral FlashAttention failure and flash_attention_3 training degeneration are not the same code-path problem." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "One is a missing method on GLM46VImageProcessorFast, the other is an MLA layernorm epsilon precision issue; distinct model bugs." + "reason": "Missing image patch-count method vs MLA layernorm epsilon precision issue are unrelated." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "One is a PyTorch warning when compiling bf16 models, the other is a sam3_video/sam3_tracker type warning; unrelated warnings." + "reason": "bfloat16 compilation warning is unrelated to a model-type mismatch warning." }, { "left": "issue:42222", "right": "issue:42994", "accept": false, - "reason": "One is broken VitPose models, the other is quantized model saving failure; different functionality." + "reason": "Vitpose model breakage and quantized model saving failure are different bugs." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "One is about `torch.split()` return values in a specific indexer, the other is GLM-5 RoPE implementation; not the same bug." + "reason": "torch.split return-value issue is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Both are API/import compatibility issues in v5, but one is a missing `AutoImageProcessor` import and the other is `PreTrainedConfig` type checking; distinct symptoms and fixes." + "reason": "Both involve imports/config typing, but the actual failures are different and not a shared concrete bug." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "One is unsafe `sys.modules[]` access in modeling_utils, the other is a small testing_utils bug; no shared underlying problem." + "reason": "Unsafe sys.modules access and a testing_utils bug are unrelated." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "One is a removed config attribute warning, the other is a gguf_file path causing `from_pretrained` failures for tokenizer/model loading; separate regressions." - }, - { - "left": "issue:43986", - "right": "issue:45341", - "accept": false, - "reason": "One is a video-model crash without torchvision, the other is a testing_utils issue; unrelated." - }, - { - "left": "issue:44117", - "right": "issue:44987", - "accept": false, - "reason": "Both involve tokenizer/model loading assumptions, but 44117 is a generic mapping-name None case while 44987 is a specific failure on `physical-intelligence/fast`; not clearly the same bug." - }, - { - "left": "issue:43931", - "right": "issue:44410", - "accept": false, - "reason": "Both are Qwen-related model-loading issues, but one is weight-shape mismatch in Qwen3-VL and the other is missing projections in qwen3next; different model families and failures." + "reason": "Tie-embeddings API removal and gguf_file tokenizer/model loading failures are different regressions." } ] }, @@ -11569,7 +11779,6 @@ "issue:43064", "issue:43066", "issue:43097", - "issue:43208", "issue:43335", "issue:43352", "issue:43381", @@ -11603,6 +11812,7 @@ "issue:44655", "issue:44704", "issue:44829", + "issue:44987", "issue:45071", "issue:45103", "issue:45245", @@ -11612,6 +11822,9 @@ "issue:45375" ], "soft_pairs": [ + "issue:44117|issue:44987", + "issue:43986|issue:45341", + "issue:43931|issue:44410", "issue:43335|issue:45071", "issue:43408|issue:44368", "issue:43931|issue:44038", @@ -11626,8 +11839,8 @@ "issue:44261|issue:44485", "issue:44410|issue:45375", "issue:44704|issue:45103", - "issue:43502|issue:43992", "issue:44062|issue:44117", + "issue:43502|issue:43992", "issue:43986|issue:44117", "issue:38617|issue:44351", "issue:43582|issue:45341", @@ -11642,85 +11855,102 @@ "issue:43097|issue:43901", "issue:43012|issue:43550", "issue:43012|issue:44368", - "issue:42886|issue:43381", - "issue:43208|issue:43550" + "issue:42886|issue:43381" ], - "prepared_review_unit_hash": "9a17454e8a2c2bad6455a46dc029d4ea5cb936f9750927ebc7f473caa016505c", + "prepared_review_unit_hash": "f7035d976bd0d823f6901e2d3160f384b6f5441330457bad00a45a4d32ca62c1", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37264, - "estimated_input_tokens": 9316, - "estimated_eval_tokens": 18888 + "soft_pair_count": 34, + "serialized_chars": 37887, + "estimated_input_tokens": 9472, + "estimated_eval_tokens": 19200 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers regressions and API breakages rather than duplicates. I reject every soft edge because the paired issues affect different symbols, code paths, models, or failure modes. The best representative issue is 43873 because it is the broadest, most active runtime bug report in the set.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43873 is the broadest and most actively discussed bug report here, with multiple inbound refs and a clear runtime failure, so it is the best representative issue for the set.", + "summary": "This cluster is not a true duplicate set: the items span unrelated import errors, model/config bugs, loading/offline issues, training problems, and documentation mismatches. I would not merge any of the soft-edge pairs.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the items do not describe the same underlying bug or change, so selecting one representative would be misleading.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 has the strongest combination of scope, activity, and actionable bug detail; it is more representative than the narrow import/config regressions elsewhere in the cluster.", + "best_issue_reason": "No issue in this set is a good global representative because the cluster is heterogeneous and not centered on one defect.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Different failures: one is TOKENIZER_MAPPING_NAMES/from_pretrained handling, the other is loading a specific model on transformers>=5.1.0." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated areas: video-model loading without torchvision vs a bug in testing_utils.py." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different model-loading problems for different architectures and symptoms; not the same code path." + }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "Different bugs: one is SwitchTransformers sparse-layer construction, the other is PretrainedConfig type-checking in v5.4.0." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to PretrainedConfig type checking." }, { "left": "issue:43408", "right": "issue:44368", "accept": false, - "reason": "Both mention warnings, but they concern unrelated model/config mismatches in different models and code paths." + "reason": "Different model families and warnings: sam3 tracker mismatch vs tie_word_embeddings warning in Qwen3.5 fine-tuning." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Separate failures: Qwen3-VL-30B-A3B-Instruct weight-shape mismatch vs a Qwen3-VL-Moe issue; not the same concrete bug." + "reason": "Both involve model loading, but for different models and distinct failures; not one underlying bug." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Both are processor-loading crashes, but one is about missing torchvision for video models and the other is a mistral_common import error for Gemma 4." + "reason": "Different missing-dependency/import issues in separate processor paths." }, { "left": "issue:44829", "right": "issue:45245", "accept": false, - "reason": "Unrelated problems: flash_attention_3 training degeneration vs category-count overflow at 2^24." + "reason": "FlashAttention 3 training degeneration is unrelated to the categorical limit RuntimeError." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different components and symptoms: a missing image-processor method vs a torch.split return-value issue in GlmMoeDsaIndexer." + "reason": "Both mention GLM, but one is an image-processor method missing and the other is a torch.split return-value issue; different bugs." }, { "left": "issue:43976", "right": "issue:45071", "accept": false, - "reason": "These are different compatibility regressions: Python version support vs type-checking breakage in PretrainedConfig." + "reason": "Python version compatibility issue is unrelated to config type-checking regressions." }, { "left": "issue:44464", "right": "issue:45071", "accept": false, - "reason": "Chunked generation with compiled forward is unrelated to PretrainedConfig type checking." + "reason": "Chunked generation with compiled forward is a different runtime path than PretrainedConfig type checking." }, { "left": "issue:43531", @@ -11732,139 +11962,133 @@ "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Different training issues: FSDP2/PEFT optimizer-state corruption vs Liger Kernel not being applied with model_init." + "reason": "Trainer/FSDP2 optimizer-state bug is unrelated to Liger Kernel not being applied with model_init." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different missing names from different modules and likely different root causes." + "reason": "Both are import errors, but they are for different missing symbols from different modules and different root causes." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Different model bugs: missing rms_norm_eps precision issue vs GLM-5 RoPE implementation discussion." + "reason": "MLA q_a_layernorm precision/config issue is not the same as GLM-5 RoPE implementation differences." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "One is missing attention projections in qwen3next; the other is a missing config field in Qwen3_5MoeVisionConfig." + "reason": "Qwen3next missing attention projections is unrelated to Qwen3_5MoeVisionConfig missing a config field." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Both involve kwargs processing, but one is AutoProcessor forwarding args to cached_file and the other is an auto_docstring annotation crash." + "reason": "AutoProcessor kwargs forwarding bug is unrelated to auto_docstring crashing on future annotations." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Different loading problems: unwanted API requests despite local_files_only vs missing embed_tokens.weight in UMT5Encoder.from_pretrained." + "reason": "AddedToken duplicate-special-arg error and tokenizer mapping None-handling are distinct tokenizer bugs." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "Tokenizers.AddedToken keyword duplication is unrelated to TOKENIZER_MAPPING_NAMES returning None." + "reason": "local_files_only causing network requests is unrelated to UMT5Encoder missing embed_tokens.weight." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Processor loading without torchvision is a different failure mode from tokenizer mapping assumptions in from_pretrained." + "reason": "Video-model processor loading without torchvision is unrelated to tokenizer mapping assumptions." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import-name failures, but they concern different symbols (layer_type_validation vs HybridCache) and different release breaks." + "reason": "Different missing imports from different packages; no shared underlying defect." }, { "left": "issue:43582", "right": "issue:45341", "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to the testing_utils bug." + "reason": "AppleSilicon TypeError in caching_allocator_warmup is unrelated to testing_utils.py." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Different Qwen-family issues: Qwen3-VL-Moe regression vs missing projections in qwen3next." + "reason": "Qwen3-VL-Moe transformer-v5 bug and Qwen3next missing projections are separate model-specific issues." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "tie_embeddings removal is a config/API change, while offloading with quantization is a runtime memory-management bug." + "reason": "Removed tie_embeddings_and_encoder_decoder warning/docs issue is unrelated to quantization offloading behavior." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens.weight on load is unrelated to save_pretrained shard-size defaults." + "reason": "Missing embedding weight on load is unrelated to max_shard_size default behavior." }, { "left": "issue:43986", "right": "issue:45290", "accept": false, - "reason": "Video-model processor dependency crash and chat-template tool-call crash are separate code paths." + "reason": "Video processor dependency crash is unrelated to apply_chat_template tool-call handling." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "The isolated reproduction is too vague to treat as the same concrete tokenizer-decoder bug as 43066." + "reason": "Tokenizer decoder type regression and isolated reproduction of another issue are not the same bug." }, { "left": "issue:38617", "right": "issue:43097", "accept": false, - "reason": "ImportError for layer_type_validation is unrelated to the tie_embeddings_and_encoder_decoder removal." + "reason": "ImportError for layer_type_validation and a tie_embeddings deprecation/removal complaint are unrelated." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline translation-task messaging is unrelated to save_pretrained pipeline serialization." + "reason": "Pipeline translation-task messaging is unrelated to saving Pipeline objects." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Nemotron Flash Attention 2.0 support and GPT2 attention scaling under SDPA/FlashAttention are different backend/model issues." + "reason": "Nemotron FlashAttention 2 support error is unrelated to GPT2 attention scaling being ignored." }, { "left": "issue:43097", "right": "issue:43901", "accept": false, - "reason": "tie_embeddings removal and TextClassificationPipeline return_all_scores docs mismatch are unrelated." + "reason": "Tie-embeddings deprecation/removal is unrelated to TextClassificationPipeline docs and return_all_scores behavior." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A bfloat16 precision warning and a Bamba SDPA compile failure are different problems." + "reason": "bfloat16 precision warning and Bamba torch.compile/SDPA failure are different runtime issues." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "The bfloat16 PyTorch warning is not the same as the tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning." + "reason": "PyTorch precision warning is unrelated to a tie_word_embeddings warning during LoRA fine-tuning." }, { "left": "issue:42886", - "right": "issue:43381", - "accept": false, - "reason": "Offline cache loading failure and eval-mode gradient checkpointing are unrelated." - }, - { - "left": "issue:43208", - "right": "issue:43550", + "right": "issue:43381", "accept": false, - "reason": "xLSTM training blockers and Bamba compile/SDPA failure are distinct model-specific bugs." + "reason": "Offline tokenizer cache failure is unrelated to gradient checkpointing in eval mode." } ] }, @@ -11883,8 +12107,8 @@ "review_unit_count": 41, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ @@ -11904,6 +12128,7 @@ "issue:43502", "issue:43525", "issue:43526", + "issue:43550", "issue:43582", "issue:43618", "issue:43756", @@ -11913,7 +12138,6 @@ "issue:43901", "issue:43937", "issue:43976", - "issue:43992", "issue:44038", "issue:44077", "issue:44117", @@ -11932,16 +12156,16 @@ "issue:44938", "issue:45216", "issue:45290", - "issue:45310", "issue:45381", "issue:45440", "issue:45479" ], "soft_pairs": [ + "issue:43208|issue:43550", "issue:43937|issue:44792", "issue:42907|issue:44655", - "issue:44380|issue:45479", "issue:43525|issue:44117", + "issue:44380|issue:45479", "issue:43352|issue:43976", "issue:43064|issue:44380", "issue:43208|issue:43526", @@ -11958,255 +12182,266 @@ "issue:43299|issue:43867", "issue:43901|issue:44655", "issue:42994|issue:44655", - "issue:43756|issue:44485", "issue:36683|issue:43475", + "issue:43756|issue:44485", "issue:43867|issue:45216", "issue:44220|issue:44655", - "issue:43352|issue:43937", "issue:43066|issue:45381", + "issue:43352|issue:43937", "issue:44077|issue:44380", "issue:36683|issue:44077", - "issue:43064|issue:44492", "issue:44263|issue:45440", + "issue:43064|issue:44492", "issue:43976|issue:44938", "issue:36683|issue:43525", "issue:36010|issue:42757", "issue:44188|issue:44380", - "issue:43618|issue:45216", - "issue:43992|issue:45310" + "issue:43618|issue:45216" ], - "prepared_review_unit_hash": "d8c2867f22a20e8c80395750bc424a5d596692ed2152280b33e70769cb5b484c", + "prepared_review_unit_hash": "225e25c1406ea44e5b61d832d62390332d7cbffb11981167f649fab53e07c43e", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 36, - "serialized_chars": 38119, - "estimated_input_tokens": 9530, - "estimated_eval_tokens": 19316 + "serialized_chars": 37558, + "estimated_input_tokens": 9390, + "estimated_eval_tokens": 19036 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of distinct Transformers regressions: import errors, save/load problems, model-specific forward bugs, and a few docs/API mismatches. The soft pairs share superficial wording only; none look like the same underlying bug/change.", - "confidence": 0.95, - "canonical_issue_reason": "No clear canonical issue: the items span unrelated subsystems and failure modes, so there is no single bug that safely subsumes the rest.", + "summary": "This cluster is highly heterogeneous: mostly unrelated Transformers import/config regressions, model-specific bugs, and save/load/runtime issues. The soft-similarity pairs do not look like true duplicates of the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 44483 is the broadest user-facing regression in the set, but the cluster as a whole is too diverse to have a strong true canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue; 44188 is the most active open bug, but it is still a narrow torch.compile attention-kernel regression rather than a representative umbrella issue.", + "best_issue_reason": "If a representative must be picked, 44483 is the least model-specific and most general public API failure; otherwise, there is no good global canonical issue here.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different model families and different failure modes; one is multiple xLSTM training bugs, the other is a Bamba SDPA/torch.compile issue." + }, { "left": "issue:43937", "right": "issue:44792", "accept": false, - "reason": "Different defects: GLM-5 GenerationConfig validation vs a Janus image-generation test failure." + "reason": "Unrelated problems: invalid GLM-5 generation config vs a janus image-generation test failure." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Different save paths: dequantized model saving vs Pipeline.save_pretrained serialization." + "reason": "Both involve saving, but one is dequantized Ministral/Devstral models and the other is Pipeline.save_pretrained; different code paths." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:43525", + "right": "issue:44117", "accept": false, - "reason": "Unrelated: GPT2 attention scaling/SDPA backend bug vs zero-loss classification bug across models." + "reason": "A missing config attribute on Llama4 is unrelated to tokenizer mapping returning None in from_pretrained." }, { - "left": "issue:43525", - "right": "issue:44117", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "Different code paths: missing config attribute in Llama4 vs tokenizer mapping returning None." + "reason": "Different subsystems and symptoms: GPT-2 attention scaling vs a sequence-classification zero-loss bug." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Different class of issue: FlashAttention support for Nemotron vs Python-version compatibility for Transformers." + "reason": "Nemotron Flash Attention support is unrelated to a Python-version compatibility issue." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Different bugs: FSDP2/PEFT optimizer-state mismatch vs GPT2 attention scaling under SDPA/FlashAttention." + "reason": "FSDP2/PEFT optimizer-state corruption is not the same bug as GPT-2 attention scaling being ignored." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "Unrelated model bugs: xLSTM training failures vs BEiT image processor label reduction behavior." + "reason": "xLSTM training bugs and BEiT image processor label reduction are different components and different defects." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Different layers: chat/completions API rejection vs Qwen2.5-VL chat-template crash on batched input." + "reason": "Both touch chat APIs, but one is endpoint request rejection and the other is template tokenization on batched input; not the same bug." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "Different model/output regression vs GPT2 attention scaling bug." + "reason": "CLIPOutput attentions missing is unrelated to GPT-2 attention scaling under SDPA/FlashAttention." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Unrelated: Gemma3 config attribute missing vs Apple Silicon caching allocator TypeError." + "reason": "Gemma3Config missing vocab_size is unrelated to an Apple Silicon TypeError in caching_allocator_warmup." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Same model family but different output fields and symptoms: missing attentions vs missing hidden_states." + "reason": "Both are CLIP-related, but one loses attentions in CLIPOutput while the other returns hidden_states=None in CLIPVisionModel.forward; different regressions." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "Different compile-related issues: bf16 warning noise vs flex_attention failing on torch>=2.9." + "reason": "A bfloat16 precision warning is not the same as a compiled flex_attention failure on torch >= 2.9." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Different failures: API request validation vs assistant tool-call chat-template crash." + "reason": "The chat-completions request rejection and apply_chat_template crashing on tool-call messages are different failure points." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols and packages; not the same missing-export bug." + "reason": "Both are import errors, but for different missing symbols from different packages." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Different regressions: missing configuration_utils import vs unwanted network calls despite local_files_only=True." + "reason": "A missing configuration_utils import is unrelated to local_files_only still making API requests." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Different intent: Qwen3-VL-MoE inference bug vs fp8 support request for qwen3-vl/qwen3.5 moes." + "reason": "One is a Qwen3-VL-Moe loading bug; the other is fp8 inference support for Qwen3-VL/Qwen3.5 MoE." }, { "left": "issue:44483", "right": "issue:45381", "accept": false, - "reason": "Unrelated: chat/completions API rejection vs Qwen2.5-VL video vision_position_ids bug." + "reason": "General chat API rejection is not the same as incorrect vision_position_ids in Qwen2.5-VL video input." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Different loading failures: Qwen3VL regression vs sorted-state_dict load error." + "reason": "Qwen3-VL-Moe loading breakage is different from a state_dict sorting load error." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mismatch vs serialization bug; return_all_scores documentation is unrelated to Pipeline.save_pretrained." + "reason": "Pipeline save_pretrained docs/behavior and an actual pipeline serialization failure are different issues." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Different save failures: quantized model checkpointing vs pipeline serialization." + "reason": "Quantized model saving failure is broader/different from saving Pipeline objects." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "Different models and issues: Smollm3 RoPE-layer mismatch vs GLM-5 RoPE implementation discussion." + "reason": "Gemma3Config vocab_size and Sam3VisionEncoderOutput missing fpn_position_embeddings are unrelated attribute errors." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "Unrelated model-specific attribute bugs: Gemma3Config vocab_size vs Sam3VisionEncoderOutput fpn_position_embeddings." + "reason": "Smollm3 RoPE-layer mismatch and GLM-5 RoPE implementation concerns are different models and different bugs." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Different directions of state-dict issues: load failure with sorted keys vs incorrect saved checkpoint contents." + "reason": "Loading failure with sorted state_dict is not the same as a Qwen3.5 save_pretrained regression." }, { "left": "issue:44220", "right": "issue:44655", "accept": false, - "reason": "Unrelated audio feature extraction bug vs pipeline serialization bug." + "reason": "An fbank feature extraction bug is unrelated to pipeline serialization." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:43066", + "right": "issue:45381", "accept": false, - "reason": "Different surfaces: FlashAttention unsupported warning vs invalid GenerationConfig error." + "reason": "Wrong tokenizer decoder type and wrong vision_position_ids are unrelated regressions." }, { - "left": "issue:43066", - "right": "issue:45381", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Different tokenizer/decoder bug vs Qwen2.5-VL video positional-id bug." + "reason": "FlashAttention-2 support for Nemotron is unrelated to GLM-5 generation config validation." }, { "left": "issue:44077", "right": "issue:44380", "accept": false, - "reason": "Unrelated: patchtsmixer post_init validation vs GPT2 attention scaling backend bug." + "reason": "patchtsmixer post_init validation and GPT-2 attention scaling are different code paths." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Different problems entirely: Gemma3 config attribute missing vs patchtsmixer post_init policy." + "reason": "Gemma3Config missing vocab_size is unrelated to patchtsmixer post_init allowance." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:44263", + "right": "issue:45440", "accept": false, - "reason": "Both are import errors, but for different symbols from different modules." + "reason": "Both mention MoE internals, but the concrete bugs and model implementations differ." }, { - "left": "issue:44188", - "right": "issue:44380", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "Different attention bugs: torch.compile branching divergence vs GPT2 attention scaling ignored by backends." + "reason": "Optimizer-state corruption in Trainer/FSDP2 is unrelated to a cache-strategy typo." }, { - "left": "issue:43618", - "right": "issue:45216", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Different regressions: CLIP attentions missing vs Qwen3.5 checkpoint save corruption." + "reason": "These are different platform/version compatibility failures: Python 3.9+ vs Python 3.14." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:36683", + "right": "issue:43525", "accept": false, - "reason": "Different from_pretrained failures on different model families and causes." + "reason": "Missing vocab_size on Gemma3Config and missing pad_token_id on Llama4Config are separate model config bugs." }, { - "left": "issue:44263", - "right": "issue:45440", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Different model implementations and symptoms: GlmMoeDsaIndexer split behavior vs DeepSeekV3MoE divergence." + "reason": "Import errors for GenerationMixin and is_offline_mode are unrelated symbols and modules." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "torch.compile branching divergence in attention kernels is not the same as GPT-2 attention scaling being ignored." + }, + { + "left": "issue:43618", + "right": "issue:45216", "accept": false, - "reason": "Separate compatibility issues with different Python versions and failure modes." + "reason": "CLIP attentions missing and Qwen3.5 checkpoint corruption are unrelated regressions." } ] }, @@ -12259,12 +12494,10 @@ "issue:44242", "issue:44246", "issue:44351", - "issue:44355", "issue:44360", "issue:44387", "issue:44484", "issue:44556", - "issue:44749", "issue:44857", "issue:44938", "issue:44964", @@ -12272,6 +12505,7 @@ "issue:45071", "issue:45125", "issue:45278", + "issue:45310", "issue:45341", "issue:45357", "issue:45375", @@ -12280,11 +12514,12 @@ "issue:45478" ], "soft_pairs": [ + "issue:43992|issue:45310", "issue:36683|issue:44242", "issue:43010|issue:45278", "issue:36683|issue:43352", - "issue:41669|issue:44246", "issue:43352|issue:43931", + "issue:41669|issue:44246", "issue:43867|issue:45375", "issue:36683|issue:43064", "issue:43992|issue:45478", @@ -12298,10 +12533,10 @@ "issue:36296|issue:43575", "issue:43867|issue:44484", "issue:43618|issue:44857", - "issue:42890|issue:44964", "issue:28282|issue:33453", - "issue:42890|issue:44112", + "issue:42890|issue:44964", "issue:43618|issue:44977", + "issue:42890|issue:44112", "issue:43502|issue:44062", "issue:43010|issue:44075", "issue:42890|issue:45341", @@ -12311,248 +12546,240 @@ "issue:44222|issue:45125", "issue:43010|issue:43065", "issue:42548|issue:44351", - "issue:45125|issue:45478", - "issue:44355|issue:44749", - "issue:45125|issue:45375" + "issue:45125|issue:45478" ], - "prepared_review_unit_hash": "acedf5bb454355d7c7e7b2cecbdb20b3594c4b165acbcafc2eb2e708f5f60810", + "prepared_review_unit_hash": "1bc4c5d15383a9a3f7f5aa2643da31044e373394cd7cdf0701db05dcf8c8cac4", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37299, - "estimated_input_tokens": 9325, - "estimated_eval_tokens": 18906 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36388, + "estimated_input_tokens": 9097, + "estimated_eval_tokens": 18450 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a noisy mix of Transformers v5 regression reports around importing, loading, and model-specific failures. Most soft pairs are only superficially similar; the only plausible duplicate-like pair is the Qwen3.5 MoE from_pretrained/_tp_plan reports.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45278 is the broadest and most representative issue in the set for the recurring post-upgrade import/load regressions, even though it is still fairly generic.", + "summary": "This cluster is mostly a grab bag of Transformers v5 regression reports, especially import/load failures and model-specific breakages. Most candidate pairs are only loosely related by subsystem and should not be merged; one Qwen3.5 MoE/tensor-parallel pair looks like a real duplicate.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45278 is the broadest and most representative issue in the set: it summarizes multiple import errors after upgrading from 4.57.0 to 5.5.0, which matches the dominant theme of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 best matches the cluster\u2019s dominant theme and can serve as the umbrella issue, but it is not a precise root-cause ticket.", + "best_issue_reason": "issue:45278 is the best single representative issue because it is broad, user-facing, and captures the central upgrade/import regression pattern across the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different failures on different models: UMT5Encoder missing embed_tokens.weight vs Qwen3.5 MoE from_pretrained error." + }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Different bugs: Gemma3Config vocab_size missing vs load balancing loss for MoE routing." + "reason": "Unrelated bugs: Gemma3Config missing vocab_size vs MoE load-balancing loss not added." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Different areas: cache/layer update no_grad behavior vs broad import failures after upgrade." + "reason": "Cache/update no_grad behavior is unrelated to broad import errors after upgrade." }, { "left": "issue:36683", "right": "issue:43352", "accept": false, - "reason": "Unrelated model issues: Gemma3Config attribute error vs NemotronH flash-attention support guard." + "reason": "Different code paths and symptoms: config attribute missing vs Flash Attention support gating." }, { - "left": "issue:41669", - "right": "issue:44246", + "left": "issue:43352", + "right": "issue:43931", "accept": false, - "reason": "One is import-star performance, the other is slow import behavior; related topic but not the same concrete bug." + "reason": "Flash-attention support error is unrelated to Qwen3-VL weight-shape mismatch." }, { - "left": "issue:43352", - "right": "issue:43931", + "left": "issue:41669", + "right": "issue:44246", "accept": false, - "reason": "Different model loading failures with different symptoms and likely different code paths." + "reason": "Both mention import performance, but one is a specific import * refactor and the other is only a generic slow-import report." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Both are config/loading related, but one is state_dict sort/load failure and the other is a missing config field being dropped." + "reason": "State-dict sorting load error is unrelated to a missing config field being dropped by strict parsing." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Different problems: config attribute error vs FSDP2/PEFT optimizer-state mismatch." + "reason": "Gemma3Config vocab_size bug and FSDP2/PEFT optimizer-state bug are different problems." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Different model families and failure modes: missing embed_tokens.weight vs Qwen3.5 MoE from_pretrained error." + "reason": "Different model families and failure details; both are load errors, but not the same underlying bug." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Version-related, but Python 3.14 import failure is not the same as PretrainedConfig type-checking regression." + "reason": "Python 3.14 load failure is unrelated to PretrainedConfig type-checking regressions." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Both involve loading/saving regressions, but the reported broken behavior and model specifics differ." + "reason": "Sorting-related load failure is not the same as incorrect visual encoder keys in save_pretrained." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Different issues: cache/layer update semantics vs Python/version compatibility." + "reason": "Generation cache update logic is unrelated to the Python-version compatibility issue." }, { "left": "issue:44938", "right": "issue:45381", "accept": false, - "reason": "Different bugs: Python 3.14 load failure vs Qwen2.5-VL video position-id regression." + "reason": "Python 3.14 import/load failure is unrelated to Qwen2.5-VL video position-id correctness." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "Completely different topics: DSA indexer/ReLU discussion vs DeepseekV3MoE remote implementation divergence." + "reason": "DSA indexer activation bug and DeepSeekV3 implementation divergence are distinct." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "Different subjects: CLIPOutput attentions regression vs patchtsmixer post_init API restriction." + "reason": "CLIP attentions regression and patchtsmixer post_init policy are unrelated." }, { "left": "issue:43644", "right": "issue:44938", "accept": false, - "reason": "Non-persistent buffer junk in v5 is unrelated to Python 3.14 load failure." + "reason": "Non-persistent buffer initialization issue is unrelated to Python 3.14 loading failures." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Both mention tensor parallelism/OOM, but one is a training bug and the other is model loading OOM for Qwen2-57B." + "reason": "Tensor-parallel training bug and Qwen2-57B tp OOM are related only at a high level, not the same defect." }, { "left": "issue:43867", "right": "issue:44484", "accept": false, - "reason": "State_dict loading error and max_shard_size default question are not the same underlying bug." + "reason": "Load error from sorted state_dict is unrelated to the default max_shard_size question." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "Different model/output regression vs AMP/CUDA crash in a loss module." - }, - { - "left": "issue:42890", - "right": "issue:44964", - "accept": false, - "reason": "Seed-related flaky tests and a model load failure are unrelated." + "reason": "Missing attentions assignment and AMP/CUDA crash are different bugs." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Both are import/loading complaints, but AutoModel missing PyTorch and tokenizer loading regression are different failures." + "reason": "PyTorch missing dependency error is unrelated to tokenizer loading regression." }, { "left": "issue:42890", - "right": "issue:44112", + "right": "issue:44964", "accept": false, - "reason": "Two separate test failures with different causes: missing seed setup vs stale device override." + "reason": "A flaky integration test and a model-loading failure are not the same issue." }, { "left": "issue:43618", "right": "issue:44977", "accept": false, - "reason": "Different Qwen/CLIP generation and flash-attention issues; no shared concrete code-path." + "reason": "Attentions-output regression is unrelated to Qwen3.5 flash-attention generation problems." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are test-related, but they concern different tests and different causes." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Local-files-only network leakage is unrelated to AddedToken argument handling." + "reason": "Local-files-only network leak and AddedToken argument collision are unrelated." }, { "left": "issue:43010", "right": "issue:44075", "accept": false, - "reason": "Different functionality: cache/layer update vs optimizer SGD args not being used." + "reason": "Generation cache no_grad behavior is unrelated to SGD argument handling." }, { "left": "issue:42890", "right": "issue:45341", "accept": false, - "reason": "Both are test-related, but one is seeding flakes and the other is a different testing_utils bug." + "reason": "A flaky model integration test is not clearly the same as a generic testing_utils bug." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both involve loading after v5 upgrades, but tokenizer.from_pretrained regression and checkpoint reload compatibility are different problems." + "reason": "Tokenizer-loading regression after v5 is not the same as reloading a checkpoint trained on v4.57." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 quantization memory growth is unrelated to checkpoint reload compatibility." + "reason": "Int4 CUDA memory regression and checkpoint reload incompatibility are different issues." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Both involve generation/cached kwargs semantics, but not the same bug or code path." + "reason": "Cache update decoration and generation kwarg syncing are distinct generation internals." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained for MoE is different from missing _tp_plan for tensor parallelism." + "reason": "FP8 save_pretrained handling and missing _tp_plan for tensor parallelism are different failures." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Cache update semantics and Sam3PixelDecoder dummy Conv2d are unrelated." + "reason": "Cache no_grad behavior is unrelated to the dummy Conv2d in Sam3PixelDecoder." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but PreTrainedModel missing and HybridCache missing are different export/regression problems." + "reason": "Both are import errors, but they are about different symbols and likely different root causes." }, { "left": "issue:45125", "right": "issue:45478", "accept": true, - "reason": "Same model family and same from_pretrained failure theme; the missing _tp_plan for tensor parallelism plausibly explains the Qwen3.5 MoE load error after 5.4.0." - }, - { - "left": "issue:44355", - "right": "issue:44749", - "accept": false, - "reason": "Compiled Python file errors are unrelated to the reported slowdown after upgrading from 4.57.3 to 5.3.0." - }, - { - "left": "issue:45125", - "right": "issue:45375", - "accept": false, - "reason": "Both are Qwen3.5 MoE-related, but one is a tensor-parallelism loading error and the other is a config field being dropped by strict parsing." + "reason": "Both point to the same Qwen3.5 MoE tensor-parallel/from_pretrained regression; the missing _tp_plan is a plausible root cause of the later from_pretrained failure." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft pair, issue:45125 vs issue:45478, is reasonably supported by the titles and looks mergeable as a single Qwen3.5 MoE from_pretrained / tensor-parallelism fix. The remaining pair verdicts are appropriately cautious given the limited evidence." + "feedback": "Grounded overall. The summary stays within the packet: it correctly frames the cluster as mostly heterogeneous v5 regression reports, and issue:45278 is a reasonable broad representative. The soft-edge judgments are conservative, and the single accepted Qwen3.5 MoE/tensor-parallel pair is plausibly the same underlying bug." }, "evaluator_used": true, "retried": false, @@ -12568,8 +12795,8 @@ "review_unit_count": 41, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-362", "nodes": [ @@ -12601,7 +12828,6 @@ "issue:44075", "issue:44222", "issue:44230", - "issue:44261", "issue:44273", "issue:44315", "issue:44351", @@ -12612,21 +12838,24 @@ "issue:44485", "issue:44492", "issue:44556", - "issue:44623", "issue:44655", + "issue:44749", "issue:44871", "issue:44908", "issue:44961", "issue:45003", "issue:45071", - "issue:45230", + "issue:45125", + "issue:45375", "issue:45468" ], "soft_pairs": [ + "issue:44355|issue:44749", + "issue:45125|issue:45375", "issue:30990|issue:31795", "issue:43502|issue:44485", - "issue:43010|issue:44368", "issue:44075|issue:44871", + "issue:43010|issue:44368", "issue:44315|issue:44360", "issue:42890|issue:44373", "issue:38175|issue:43502", @@ -12637,8 +12866,8 @@ "issue:44222|issue:44230", "issue:42831|issue:43874", "issue:42890|issue:43232", - "issue:42757|issue:43576", "issue:33453|issue:34689", + "issue:42757|issue:43576", "issue:33453|issue:36296", "issue:43827|issue:44961", "issue:43576|issue:43824", @@ -12655,76 +12884,85 @@ "issue:44485|issue:44961", "issue:44273|issue:45003", "issue:36296|issue:43526", - "issue:36296|issue:43012", "issue:41628|issue:44355", - "issue:44261|issue:44360", - "issue:44623|issue:45230", - "issue:43576|issue:44556" + "issue:36296|issue:43012" ], - "prepared_review_unit_hash": "c782a04196530de05974b38e2e0810a48fb1258f5428c4a8bfeb5ce66104ffc6", + "prepared_review_unit_hash": "98379cd936f803300d8522bde86da3dc23b3ee622683dd096c7bd5ea2e4da4d6", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 37, - "serialized_chars": 38069, - "estimated_input_tokens": 9518, - "estimated_eval_tokens": 19292 + "soft_pair_count": 36, + "serialized_chars": 37907, + "estimated_input_tokens": 9477, + "estimated_eval_tokens": 19210 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft-edge duplicate pairs look like the same underlying bug/change. Most share only a broad subsystem or version context. I selected the most central, broadly referenced v5-regression report as the canonical issue.", - "confidence": 0.57, - "canonical_issue_reason": "issue:43576 is the broadest and most connected report here: it targets a concrete v5 CLI regression, has inbound references, and generalizes better than the more model-specific or symptom-specific issues.", + "summary": "This is a loose cluster of mostly unrelated Transformers issues, with a few broad v5 loading/import regressions but no strong duplicate pairs. The closest umbrella topic is v5-era load/import breakage, not a single concrete bug.", + "confidence": 0.77, + "canonical_issue_reason": "No exact duplicate set emerges. If one issue must anchor the cluster, issue 44556 is the broadest v5 reload-regression report and the best umbrella for the loading/import breakage subgroup.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43576 best represents this cluster because it is a central, user-facing v5 regression with external references and broader impact than the narrowly scoped import/model issues.", + "best_issue_reason": "Issue 44556 is the most representative of the recurring version-upgrade loading failures in this set; it is broad enough to serve as a cluster anchor even though many other items are unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Different problems: compiled Python execution errors vs slowdown after upgrading and filtering data." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5-Moe config issues, but they hit different missing fields and different code paths." + }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Different problems: model loading hang vs forward-docstring confusion." + "reason": "SentenceTransformers loading hang and a documentation confusion issue are unrelated." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Different areas: offline/download behavior vs GLM-5 RoPE implementation." + "reason": "Local-files-only network leakage vs GLM-5 RoPE implementation are different bugs." }, { - "left": "issue:43010", - "right": "issue:44368", + "left": "issue:44075", + "right": "issue:44871", "accept": false, - "reason": "Cache/no_grad warning issue is unrelated to tie_word_embeddings warning." + "reason": "SGD argument handling and eos_token_id config mismatch are unrelated." }, { - "left": "issue:44075", - "right": "issue:44871", + "left": "issue:43010", + "right": "issue:44368", "accept": false, - "reason": "Optimizer argument handling and Gemma eos_token_id mismatch are separate bugs." + "reason": "Cache update no_grad decoration and tie_word_embeddings warning are different issues." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel/model_init issue is unrelated to a DSA ReLU omission." + "reason": "Liger Kernel application with model_init is unrelated to the DSA indexer ReLU discussion." }, { "left": "issue:42890", "right": "issue:44373", "accept": false, - "reason": "Seed-related test flakiness and a position_ids docstring bug are not the same issue." + "reason": "Flaky tests from missing set_seed and a position_ids docstring typo are not the same bug." }, { "left": "issue:38175", @@ -12736,181 +12974,151 @@ "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are v5 loading regressions, but they concern different models and failure modes." + "reason": "Both are loading regressions, but they affect different model families and likely different code paths." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Offline-request bug and an unrelated placeholder issue have no shared concrete defect." + "reason": "Local-files-only API leakage and a meaningless titled issue are unrelated." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled-Python-file errors and pipeline save_pretrained failures are different code paths." + "reason": "Compiled-file execution errors and pipeline save_pretrained are different bugs." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file execution issues are not the same as PretrainedConfig type-checking regressions." + "reason": "Compiled-file execution errors and PretrainedConfig type checking are unrelated." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both mention FP8/MoE, but save_pretrained support and inference support are distinct changes." + "reason": "FP8 save_pretrained on MoE and FP8 inference support requests are not the same concrete bug." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "FineGrainedFP8 accuracy and a missing image-patch helper are unrelated defects." + "reason": "FineGrainedFP8 accuracy and a missing image-processor method are different problems." }, { "left": "issue:42890", "right": "issue:43232", "accept": false, - "reason": "Test seed flakiness is unrelated to generation kwargs after sync_gpus." + "reason": "Seed-related test instability and generation kwargs handling are unrelated." }, { - "left": "issue:42757", - "right": "issue:43576", + "left": "issue:33453", + "right": "issue:34689", "accept": false, - "reason": "Missing huggingface_hub import and the transformers env command are different breakages." + "reason": "Both are loading regressions, but they concern different models and symptoms." }, { - "left": "issue:33453", - "right": "issue:34689", + "left": "issue:42757", + "right": "issue:43576", "accept": false, - "reason": "Both are model-loading regressions, but the models, symptoms, and likely causes differ." + "reason": "An import error from huggingface_hub and a broken env command are not the same concrete issue." }, { "left": "issue:33453", "right": "issue:36296", "accept": false, - "reason": "MacOS bus error during loading is unrelated to tensor-parallel training." + "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still mentioning pipeline() is unrelated to the placeholder issue." + "reason": "Documentation referencing removed pipeline() and an unrelated issue title have no overlap." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken env CLI command and a missing Qwen2_5_VL import are different failures." + "reason": "Broken env command and missing Qwen2.5-VL export are different import failures." }, { "left": "issue:43576", - "right": "issue:45071", + "right": "issue:44351", "accept": false, - "reason": "CLI env breakage and PretrainedConfig type-checking regression are distinct issues." + "reason": "Broken env command and missing HybridCache export are different failures." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Chunked-prefill cache bug is not the same as a typo in cache strategies." + "reason": "Chunked-prefill cache missing vs a typo in cache strategies are unrelated." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "ImportError for layer_type_validation is unrelated to the env command regression." + "reason": "Different missing imports in different modules; not the same underlying bug." }, { "left": "issue:33357", "right": "issue:33453", "accept": false, - "reason": "Different models and symptoms: CLIP bus error vs tokenizer-loading regression." + "reason": "MacOS bus error on a CLIP model and tokenizer loading regression are too different to merge." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Placeholder issue 'racoon' is not comparable to Gemma-4 audio positional encoding." + "reason": "Unrelated issue title and Gemma-4 audio positional encoding bug." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "AutoImageProcessor import break and PreTrainedModel import break are separate API surface issues." + "reason": "Both are import errors, but they concern different exported symbols and likely different root causes." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Doc confusion in model.forward and an import error in configuration_utils are unrelated." + "reason": "Documentation confusion and a missing import error are unrelated." }, { "left": "issue:43576", "right": "issue:44351", "accept": false, - "reason": "Env command breakage and HybridCache import failure are not the same concrete bug." + "reason": "Different missing symbols and no evidence of the same code path." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to the placeholder issue." + "reason": "Scheduler kwargs handling and an unrelated issue title are not duplicates." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug and text-classification docs mismatch are unrelated." + "reason": "Tensor-parallel training bug and documentation about pipeline parameters are unrelated." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation discussion does not match the placeholder issue." + "reason": "GLM-5 RoPE implementation and an unrelated issue title are not the same bug." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading problem and unsafe sys.modules access are not the same defect." - }, - { - "left": "issue:36296", - "right": "issue:43526", - "accept": false, - "reason": "Tensor-parallel training bug is unrelated to BeitImageProcessorFast reduce_labels behavior." + "reason": "Lazy loading problems and unsafe sys.modules access may be adjacent, but there is not enough concrete evidence to treat them as the same bug." }, { "left": "issue:36296", "right": "issue:43012", "accept": false, - "reason": "Training bug and a bfloat16 compile warning are distinct issues." - }, - { - "left": "issue:41628", - "right": "issue:44355", - "accept": false, - "reason": "Importing AutoImageProcessor and errors running compiled Python files are different problems." - }, - { - "left": "issue:44261", - "right": "issue:44360", - "accept": false, - "reason": "LayerNorm epsilon precision discussion is unrelated to the DSA ReLU issue." - }, - { - "left": "issue:44623", - "right": "issue:45230", - "accept": false, - "reason": "Missing files on processor.save_pretrained and a vague bug report are not the same issue." - }, - { - "left": "issue:43576", - "right": "issue:44556", - "accept": false, - "reason": "Env command regression and checkpoint reload incompatibility are different failures." + "reason": "Tensor parallel training bug and bf16 compile warning are unrelated." } ] }, @@ -12984,6 +13192,9 @@ "issue:45478" ], "soft_pairs": [ + "issue:44261|issue:44360", + "issue:44623|issue:45230", + "issue:43576|issue:44556", "issue:41669|issue:43673", "issue:44393|issue:45071", "issue:44038|issue:45125", @@ -13029,332 +13240,344 @@ "issue:43519|issue:44623", "issue:43519|issue:43704", "issue:44263|issue:45468", - "issue:44261|issue:45468", "issue:43606|issue:45468", + "issue:44261|issue:45468", "issue:42890|issue:43704" ], - "prepared_review_unit_hash": "b13dc79d6f6d4b66782171a5760bc2a9704c1163d9b26bd9e462fe7a26bf81f8", + "prepared_review_unit_hash": "29de62433a586a9a9e696284bee6ba78242b251b0d8d97d00d6763e590afca6d", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 48, - "serialized_chars": 41486, - "estimated_input_tokens": 10372, - "estimated_eval_tokens": 21000 + "soft_pair_count": 51, + "serialized_chars": 42379, + "estimated_input_tokens": 10595, + "estimated_eval_tokens": 21446 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: several unrelated v5 loading/compatibility regressions are mixed together, with only a couple of clear near-duplicate-looking cases elsewhere in the full set. For the listed soft edges, none are the same concrete bug/change, so they should all be rejected.", - "confidence": 0.61, - "canonical_issue_reason": "issue:45310 is the best anchor for the cluster because it is a specific, actionable regression report and has a later exact-title duplicate (issue:45478) with the same Qwen3.5 MoE from_pretrained failure.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues; the only loose common thread is v5-era loading/regression reports. Issue 44556 is the closest representative, but none of the soft pairs look like true duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "44556 is the most central, concrete v5 regression report in the set: a clear checkpoint reload failure after upgrading, which best represents the broad loading-breakage thread seen here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest overall issue candidate: clear title, concrete versioned regression, and direct duplicate evidence make it the most useful representative of the set.", + "best_issue_reason": "44556 is the best umbrella issue among these because it is actionable, user-facing, and broadly aligned with the other v5 loading-related reports, even though the set is not a tight duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "Different model components and failure modes: RMS norm precision/config vs DSA ReLU behavior." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "45230 is too generic to establish the same save_pretrained file-loss bug." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both mention v5 breakage, but one is an env command issue and the other is checkpoint reload incompatibility." + }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Different bugs: import-star performance/regression vs missing GenerationMixin cache in chunked_prefill." + "reason": "Import-time slowdown from star imports is unrelated to missing GenerationMixin cache in chunked prefill." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Unrelated failures: Qwen3-VL 2D bbox output issue vs PretrainedConfig type-checking regression." + "reason": "Qwen3-VL bbox output bug is unrelated to PretrainedConfig type checking." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both are Qwen/MoE-related, but one is a general v5 model bug and the other is specifically missing tensor-parallel planning." + "reason": "Same model family, but different bugs: general Qwen3-VL-Moe breakage vs missing tensor-parallel plan." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both concern loading after upgrading to v5, but the reported failure modes and affected checkpoints differ; not enough to treat as the same bug." + "reason": "Both are upgrade/loading regressions, but they affect different model paths and different initialization mechanisms." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 behavior settings and a cache-strategy typo are unrelated." + "reason": "TF32 API behavior and a cache-strategy typo are unrelated." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "A flaky integration test due to missing set_seed is unrelated to scheduler kwargs being ignored." + "reason": "A flaky integration test and an inverse_sqrt scheduler kwargs bug are unrelated." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Different code paths: AutoProcessor kwargs forwarding vs inverse_sqrt scheduler kwargs handling." + "reason": "Processor kwarg forwarding and scheduler kwargs handling are different code paths." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import-time slowness and lazy-loading malfunction are related at a high level, but not the same concrete defect." + "reason": "Both are vaguely import/lazy-loading related, but not clearly the same underlying defect." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Wrong model-type warning vs Liger Kernel not applied under model_init are different issues." + "reason": "Model-type warning and Liger Kernel application are unrelated." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save mismatch is unrelated to an empty generic bug report." + "reason": "Tokenizer save metadata mismatch is not supported by the generic bug report." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken env command and scheduler kwarg handling are different bugs." + "reason": "Env command regression and scheduler kwarg propagation are unrelated." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support for Nemotron is unrelated to Qwen3-VL bounding-box output errors." + "reason": "Flash Attention support gating and Qwen3-VL bbox output issues are unrelated." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwarg plumbing and PretrainedConfig type checking are unrelated regressions." + "reason": "Scheduler kwargs bug and PretrainedConfig type checking are unrelated." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility issue does not match a Qwen3-VL output bug." + "reason": "Python version compatibility and Qwen3-VL bounding-box output are unrelated." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Position_ids buffer access error is unrelated to a generic bug report." + "reason": "Position_ids buffer access error is not the same as a generic bug report." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star cleanup/performance and HybridCache import failure are different problems." + "reason": "Import-star performance regression and HybridCache import failure are different issues." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Unrelated: model import performance vs a testing_utils bug." + "reason": "Import-time blowup and a testing_utils bug are unrelated." }, { "left": "issue:44492", "right": "issue:44945", "accept": false, - "reason": "Cache-strategy typo and pipeline-parallelism wrong output are unrelated." + "reason": "Cache-strategy typo and pipeline-parallelism output corruption are unrelated." }, { "left": "issue:41669", "right": "issue:44492", "accept": false, - "reason": "Import-star performance regression is not the same as a typo in cache strategy docs/code." + "reason": "Import-star usage and cache strategy naming are not the same bug." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application under model_init and flash_attention_3 degenerate training are different failures." + "reason": "Model_init not applying Liger Kernel is unrelated to flash_attention_3 training collapse." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different issues: Qwen3-VL 2D bbox output vs Qwen3.5 MoE from_pretrained failure." + "reason": "Different Qwen issues with different failure modes and code paths." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "PatchTSMixer post_init policy and tied-weights key handling are unrelated." + "reason": "Optional post_init policy and tied-weights key handling are different problems." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion about forward args is unrelated to tokenizer loading regression." + "reason": "Documentation confusion is unrelated to tokenizer loading regression." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing pipeline() and inverse_sqrt scheduler kwargs are unrelated." + "reason": "Pipeline docs references and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Import performance regression and scheduler kwargs handling are unrelated." + "reason": "Import performance regression and scheduler configuration bug are unrelated." }, { "left": "issue:43723", "right": "issue:44393", "accept": false, - "reason": "Tokenizer loading in v5 is unrelated to Qwen3-VL bounding-box output errors." + "reason": "Tokenizer loading in v5 and Qwen3-VL bbox output are unrelated." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving Pipeline objects and _tied_weights_keys attribute errors are different code paths." + "reason": "Saving Pipeline objects and tied-weight key crashes are unrelated." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy-loading malfunction are different bugs, even if both touch v5 behavior." + "reason": "Env command breakage and lazy-loading failure are not the same issue." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer ReLU omission is unrelated to Gemma-4 audio positional encoding." + "reason": "DSA ReLU discussion and Gemma4AudioRelPositionalEncoding are unrelated." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "A generic bug report is not evidence of the same Qwen3.5 MoE from_pretrained regression." + "reason": "Generic bug report does not establish the same Qwen3.5-Moe from_pretrained regression." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading failure and scheduler kwargs omission are unrelated." + "reason": "Lazy loading and scheduler kwargs are unrelated." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star performance issue and VRAM leak across dataloader threads are unrelated." + "reason": "Import-time regression and VRAM leak in dataloader threads are unrelated." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different bugs." - }, - { - "left": "issue:43519", - "right": "issue:44908", - "accept": false, - "reason": "Timestamp math in Qwen3VL is unrelated to inverse_sqrt scheduler kwargs." + "reason": "Timestamp calculation in Qwen3VL is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Forward-arg documentation confusion is unrelated to a model-loading breakage for Llama 3.2 Vision Instruct." + "reason": "Documentation confusion and Llama 3.2 model loading failure are unrelated." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Documentation confusion is unrelated to the flash-support import error." + "reason": "Documentation issue and flash attention import error are unrelated." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Liger Kernel application and remote-code checkpoint incompatibility are different bugs." + "reason": "Both touch model creation/loading, but they are different bugs with different root causes." }, { "left": "issue:44273", "right": "issue:45071", "accept": false, - "reason": "Lazy loading not working and PretrainedConfig type checking are unrelated." + "reason": "Lazy loading issue and PretrainedConfig type checking are unrelated." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in dataloader threads and GLM-5 RoPE implementation are unrelated." - }, - { - "left": "issue:44485", - "right": "issue:45468", - "accept": false, - "reason": "Different model-specific implementation issues." + "reason": "VRAM leak in threaded dataloading and GLM-5 RoPE bug are unrelated." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 control settings and VRAM leak are unrelated." + "reason": "TF32 behavior and VRAM leak are unrelated." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only API requests and Qwen3VL timestamp calculation are different bugs." + "reason": "Offline-loading API requests and timestamp math in Qwen3VL are unrelated." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation issue vs model-loading regression." + "reason": "Documentation confusion and model loading regression are unrelated." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Documentation issue vs import error." + "reason": "Documentation confusion and flash-attention import failure are unrelated." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Liger Kernel integration and meta-init checkpoint incompatibility do not share the same fix." + "reason": "Model_init/Liger kernel behavior is unrelated to remote-code checkpoint meta-init incompatibility." }, { "left": "issue:44273", "right": "issue:45071", "accept": false, - "reason": "Lazy loading regression and PretrainedConfig type checking are unrelated." + "reason": "Lazy loading and type checking are unrelated." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak and RoPE implementation bug are unrelated." + "reason": "Different subsystems and failure modes." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "RoPE implementation discussion and Gemma-4 audio positional encoding are different model bugs." + "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are unrelated." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 behavior control and VRAM leak are unrelated." + "reason": "TF32 controls and VRAM leakage are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network calls and timestamp calculation are unrelated." } ] }, @@ -13420,146 +13643,143 @@ "issue:31515|issue:36683", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "d92b333e4d5b02c0d9bda377ed052741c259dba41c2944c5b37310c9f59096ff", + "prepared_review_unit_hash": "7f84563d201133250993ddd8526ff070b7e178d53fc9c47800acfb5e55252eb8", "component_budget": { "node_count": 362, "item_count": 362, - "soft_pair_count": 1351, - "serialized_chars": 697247, - "estimated_input_tokens": 174312, - "estimated_eval_tokens": 348880 + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 }, "budget": { "node_count": 22, "item_count": 22, "soft_pair_count": 17, - "serialized_chars": 17368, - "estimated_input_tokens": 4342, - "estimated_eval_tokens": 8940 + "serialized_chars": 17371, + "estimated_input_tokens": 4343, + "estimated_eval_tokens": 8942 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one soft match looks like the same underlying bug: the two tokenizer-v5 issues. The other pairs are either clearly unrelated or too broadly similar to safely merge.", - "confidence": 0.87, - "canonical_issue_reason": "issue #43066 is the more concrete duplicate candidate: it names the specific tokenizer-v5 decoder-type regression, while #42913 is broader and more generic.", + "summary": "The cluster is heterogeneous and mostly not duplicate-worthy: it mixes checkpoint/tokenizer loading regressions, config attribute errors, scheduler bugs, chat-template crashes, docs, and unrelated issues. No soft pair looks like the same concrete bug.", + "confidence": 0.78, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue #43066 is the best representative issue because it states the failure mode more precisely and is easier to map to a fix.", + "best_issue_reason": "Issue 44556 is the clearest, most concrete representative of the loading/checkpoint-regression subset: it describes a reproducible failure reloading v4.57 checkpoints after upgrading to v5.2/v5.3. It is the best anchor if this cluster is grouped around load-time regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42913", "right": "issue:43066", - "accept": true, - "reason": "Both describe tokenizer behavior regressions after the v4\u2192v5 transition; the decoder-type mismatch is a concrete instance of the broader behavior difference." + "accept": false, + "reason": "Both are tokenizer v5 behavior regressions, but one is a broad behavior difference and the other is a specific decoder-type mismatch; they do not read like the same concrete bug." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwarg handling and an unrelated joke title are not the same bug." + "reason": "Scheduler LR kwargs bug versus an unrelated 'Unemployment' issue; no substantive overlap." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "One is a tied-weights attribute error; the other is a chat-template crash with tool calls. Different code paths." + "reason": "Different code paths: tied-weights key handling crash versus chat template tokenization with tool calls." }, { "left": "issue:44998", "right": "issue:45341", "accept": false, - "reason": "No meaningful technical overlap; the second is a testing_utils bug, not related to the first." + "reason": "No relation; one is unrelated/spam-like, the other is a testing_utils bug." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "A cache-strategy typo is unrelated to the other issue." + "reason": "A typo in cache strategy docs versus an unrelated issue title." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIP attentions assignment and the other issue are unrelated." + "reason": "CLIP output attentions regression is unrelated to the other item." }, { "left": "issue:44556", "right": "issue:44998", "accept": false, - "reason": "Checkpoint reload breakage after v4\u2192v5 upgrade is unrelated to the other item." + "reason": "Checkpoint reload regression versus an unrelated issue; not the same bug." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and tied-weight-key crashing are different bugs." + "reason": "Missing pad_token_id in Llama4Config is unrelated to _get_tied_weight_keys crashing on a list." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is not the same as the tied-weights list crash." + "reason": "StableLmConfig pad_token_idx regression and tied-weight key crash are different problems." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Checkpoint loading slowness and an import error for layer_type_validation are unrelated." + "reason": "Checkpoint loading slowness and an ImportError from configuration_utils are different failure modes and code paths." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 Qwen inference support and processor.save_pretrained missing files are different problems." + "reason": "FP8 audio/VL inference support versus processor.save_pretrained missing files; not the same underlying bug." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Loading slowdown and tensor-parallel training bug do not describe the same failure." + "reason": "Slow from_pretrained checkpoint loading is unrelated to tensor-parallel training." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Model loading performance and forward() documentation confusion are unrelated." + "reason": "Loading performance issue versus documentation confusion in model.forward." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen/from_pretrained, but one is FP8 support and the other is a specific loading error; not enough evidence of the same bug." + "reason": "Both mention Qwen and from_pretrained/inference, but one is FP8 support and the other is a concrete from_pretrained error; too different to merge as one bug." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Checkpoint loading slowness and tokenizer loading regression are different issues." + "reason": "Checkpoint loading slowness and tokenizer loading regression are adjacent but distinct bugs." }, { "left": "issue:31515", "right": "issue:36683", "accept": false, - "reason": "From_pretrained slowness and Gemma3Config missing vocab_size are not the same code-path bug." + "reason": "Loading slowdown versus Gemma3Config missing vocab_size; different root causes and symptoms." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio-model support and FP8 Qwen inference support are different feature gaps." + "reason": "Continuous batching audio-model support and FP8 Qwen inference support are separate feature/support issues, not the same bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The result is grounded in the packet and stays conservative overall. The one accepted pair (42913/43066) is plausibly the same tokenizer-v5 regression area, and the other pairs are rejected with sufficiently distinct titles/code paths." - }, - "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 }, @@ -13570,9 +13790,9 @@ "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", - "reason": null, - "source": "cache", - "cache_hit": true, + "reason": null, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -13582,12 +13802,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "db6226b155e14b2b3233f284f32bcf68a2025de80bab82695b6a0ffc8e520d33", + "prepared_review_unit_hash": "b261b980791df93c5240915135806a4ed4cac2be50ace80618b515c280a7e73d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -13595,7 +13815,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -13604,18 +13824,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They are different feature efforts with no concrete code-path overlap.", - "confidence": 0.99, - "canonical_issue_reason": "No canonical issue for deduplication: the issues are about different features (Flash Attention 2 vs GGUF) and should remain separate.", + "summary": "These are two separate community contribution requests for different features: one for Flash Attention 2 support and one for GGUF support. They share a similar template, but not the same underlying change or bug.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the two issues request different capabilities in different code paths.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 26350 is the better representative only because it is older and has more discussion, but it is not a duplicate of issue 33260.", + "best_issue_reason": "Neither issue is a duplicate of the other; both should remain separate feature-tracking issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature requests with different underlying implementations and targets; they do not describe the same bug or change." + "reason": "Same broad template, but different requested features and likely different implementation areas; not the same underlying change." } ] }, @@ -13634,8 +13854,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-4", "nodes": [ @@ -13652,12 +13872,12 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "5bb02acfc37eb3af4a2f01ba76bc40e4269cea6fc0fe075d5c480f0399f5ecba", + "prepared_review_unit_hash": "a197ca558079d48b1d79a161254bffa075baa3dd91ec0d4bbb112254b7ebe100", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4453, + "serialized_chars": 4454, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -13665,7 +13885,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4453, + "serialized_chars": 4454, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -13674,48 +13894,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are translation-request issues built from the same template, but they are not the same underlying request: 27088 is specifically for Turkish, while the others are generic placeholder-language issues that likely represent different translations. No soft edges should be merged.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 27088 is the only concrete, language-specific request (Turkish) and is the most informative representative; the other issues are placeholder/template variants rather than the same request.", + "summary": "This cluster is mostly about docs translation requests, but only one issue is concrete (Turkish). The others use a generic placeholder title and are not clearly the same underlying request, so I would not merge them as duplicates based on the available evidence.", + "confidence": 0.67, + "canonical_issue_reason": "issue:27088 is the only specific, non-templated request ([i18n-TR] Translating docs to Turkish). It is the clearest representative of this cluster from the available metadata.", "canonical_pr_reason": null, - "best_issue_reason": "27088 is the best issue to keep as the representative because it has a real target language and a clear, actionable description.", + "best_issue_reason": "issue:27088 is the most actionable and concrete issue; the others look like generic/template placeholders rather than a clearly identified duplicate request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Same translation-issue template, but no evidence they target the same language or same request; the concrete Turkish request should not be merged with a generic placeholder issue." + "reason": "Both are translation-request issues, but one is specifically Turkish while the other is only a generic placeholder title; not enough evidence they are the same request." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "These are not the same underlying request: one is explicitly Turkish, the other is a generic placeholder with no matching concrete language evidence." + "reason": "The titles are not concrete matches: Turkish vs a placeholder language template. Similar topic, but not clearly the same underlying issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Template similarity only; the Turkish-specific request is distinct from a generic placeholder translation issue." + "reason": "This is only a broad similarity in the translation-docs theme; the specific language differs/ is unspecified, so I would not treat them as duplicates." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "They share the same template text, but there is no concrete evidence they refer to the same language or same translation task." + "reason": "Both appear to be generic template issues, but there is no concrete language or target to show they are the same underlying request." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Identical placeholder wording is not enough to treat them as the same issue; these could be separate language requests." + "reason": "Identical placeholder titles alone are too weak to confirm the same bug/change; could easily be separate translation requests." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Both are generic template issues, but there is no reliable sign they are the same underlying translation request." + "reason": "Same placeholder pattern, but no concrete language or unique target is available, so duplicate status is not established." } ] }, @@ -13734,8 +13954,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-13", "nodes": [ @@ -13780,184 +14000,184 @@ "issue:43837|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "6522e94e4c0f86ca7ab8c0caadbae3255daf5da088524b2e95fc195cf8d6376d", + "prepared_review_unit_hash": "0d89d398e91be4ec8a841f1d6677a9b28705ebce581c6a14ae11d8391df49c35", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 25, - "serialized_chars": 16008, - "estimated_input_tokens": 4002, - "estimated_eval_tokens": 8260 + "serialized_chars": 16009, + "estimated_input_tokens": 4003, + "estimated_eval_tokens": 8262 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 25, - "serialized_chars": 16008, - "estimated_input_tokens": 4002, - "estimated_eval_tokens": 8260 + "serialized_chars": 16009, + "estimated_input_tokens": 4003, + "estimated_eval_tokens": 8262 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all model-add requests, but they target different model families and capabilities (NeoBERT, DEIMv2, Qwen3-TTS/ASR, audio, OCR, etc.), so there is no true duplicate cluster.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is a collection of model-request issues across different families and modalities (BERT variants, Qwen audio, OCR, vision, sparse transformers, etc.). They read as related by topic only, not as true duplicates, so I rejected all soft edges.", + "confidence": 0.33, + "canonical_issue_reason": "issue #37015 is the most generic and active model-add request in the set, so it is the best single issue to stand in for the cluster if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue has to stand in as a representative, 37015 is the most generic active model-add request, but it is still NeoBERT-specific and not a duplicate of the others.", + "best_issue_reason": "#37015 is a straightforward, broadly framed model addition request with the highest discussion activity among the issues, making it the most representative candidate here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different models (EuroBert vs DEIMv2); same broad request pattern, not the same change." + "reason": "EuroBert config addition and DEIMv2 are different model families with no shared code-path or concrete change." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config support is unrelated to Qwen3-TTS support." + "reason": "A BERT config request and Qwen3-TTS support target unrelated model types and tasks." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are distinct models and code paths." + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests; same broad 'add model' theme is not enough." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs OpenAI weight-sparse transformer are different requested additions." + "reason": "NeoBERT and the weight-sparse transformer request describe different architectures and changes." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are different model families and tasks." + "reason": "NeoBERT and LFM2.5 Audio are different model families and modalities." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are separate model requests, not one duplicate." + "reason": "Both are BERT-flavored model requests, but they point to different concrete model families and additions." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral-4B-TTS-2603 are unrelated model additions." + "reason": "NeoBERT and Voxtral-4B-TTS-2603 are unrelated models with different integration paths." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated models and capabilities." + "reason": "DEIMv2 and Qwen3-TTS are unrelated requests with no evidence of the same underlying fix." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models and Qwen3-ASR are different model targets." + "reason": "ModernVBERT models and Qwen3-ASR are different model-support requests, not the same bug or change." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are distinct requests." + "reason": "ModernVBERT models and Qwen3-TTS concern different model families and modalities." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models and BERT-like models with RoPE overlap only loosely; they are not the same concrete request." + "reason": "These are both BERT-like requests, but they are for different specific model sets and not one mergeable change." }, { "left": "issue:42503", "right": "issue:45027", "accept": false, - "reason": "ModernVBERT and Voxtral-4B-TTS-2603 are different model additions." + "reason": "ModernVBERT models and Voxtral TTS support are unrelated additions." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE is a broad architecture request, not the same as adding Voxtral-4B-TTS-2603." + "reason": "BERT-like RoPE support and Voxtral TTS are entirely different model classes and code paths." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR share a family name but request different modalities and support code." + "reason": "Qwen3-TTS and Qwen3-ASR are different tasks; similar naming is not enough to merge them." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support and Voxtral-4B-TTS-2603 are different TTS models." + "reason": "Both mention TTS, but they request support for different models and likely different integration work." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated model requests." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated modalities and model families." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support and the weight-sparse transformer request are different changes." + "reason": "Qwen3-TTS support and a sparse-transformer request are unrelated changes." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are different audio model requests." + "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio-model requests, not the same concrete change." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different models and tasks." + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio model requests with no shared underlying bug." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are unrelated model requests." + "reason": "Qwen3-ASR support and EUPE are unrelated model requests." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support and weight-sparse transformer support are unrelated changes." + "reason": "Qwen3-ASR support and weight-sparse transformer support are different changes." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different model additions." + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model additions." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer support and EUPE are different model requests." + "reason": "Weight-sparse transformer support and EUPE are unrelated requests with different implementation needs." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral-4B-TTS-2603 are different audio models with different support paths." + "reason": "Qwen3-ASR and Voxtral TTS are different models and different tasks; not the same change." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated model requests." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated model support requests." } ] }, @@ -13976,8 +14196,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-37934-6", "nodes": [ @@ -13998,82 +14218,82 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "70fdf236980254de59409fa702e043aa1e07799d1fc3d2502b8ee2f494114f9a", + "prepared_review_unit_hash": "28bf702e79ed9fe3ed45f271cbda6075d21af087e7d7aace827a6e3c5c2e7e29", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6291, - "estimated_input_tokens": 1573, - "estimated_eval_tokens": 3402 + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6291, - "estimated_input_tokens": 1573, - "estimated_eval_tokens": 3402 + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These items do not look like duplicates of one another; they span separate models, tokenizer behavior, config typing, a typo, and a loss-kwargs bug. The soft-similarity links appear to be false positives from generic wording rather than the same underlying issue.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "These issues are not duplicates: they span unrelated bugs in model normalization, loss handling, config typing, a typo, and a tokenizer warning. The soft similarities are too broad to justify merging any pair.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 42936 is the most concrete runtime bug report in the set and the best single anchor for the cluster, though the overall group is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "42936 is the strongest representative because it describes an actionable behavioral defect, while the others are mostly unrelated type/typo/API issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Different topics: Llama4 normalization implementation vs ModernBERT config type annotation." + "reason": "Both mention normalization-related terms, but one is about Llama4TextL2Norm behavior and the other is only a ModernBERT config type hint; not the same bug." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to passing kwargs into a loss function." + "reason": "Both concern loss-related code paths, but one is a specific Mask2former ignore_value bug and the other is a generic kwargs-passing issue; too different to merge." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Model ignore_value bug and tokenizer regex warning regression are separate code paths." + "reason": "Mask2former loss handling and tokenizer regex warnings are unrelated subsystems and failure modes." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former loss/input handling is unrelated to a quantization-operation typo." + "reason": "A missing use of ignore_value is unrelated to a typo in a quantization attribute name." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Different models and different bug types; no shared underlying defect." + "reason": "Loss/ignore_value behavior and a config type-hint correction are different kinds of fixes in different code paths." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Generic loss-kwargs forwarding bug does not match a config type-hint issue." + "reason": "Passing kwargs to a loss function and correcting a type hint do not describe the same underlying defect." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Config annotation typo is unrelated to tokenizer regex warning behavior." + "reason": "A ModernBERT config annotation issue is not the same as a tokenizer regex warning regression." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "ModernBERT norm_eps typing and the quoted typo concern unrelated text/metadata issues." + "reason": "These are both small metadata/typo-like reports, but they refer to different symbols and unrelated fixes." } ] }, @@ -14092,8 +14312,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -14103,12 +14323,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "6a0eb8748c86225f58425ad027663d3eb0336dee75c41622ce78c15f8adb3ebe", + "prepared_review_unit_hash": "a94916a1580e3bffce2688878597e7e941fa642afdf7ac74d4722483a3624e5f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -14116,7 +14336,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -14125,8 +14345,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one asks for block decoding, the other requests DeepSeek v3.2 support. No duplicate/canonical linkage is evident.", - "confidence": 0.97, + "summary": "These two issues are not duplicates: one asks for a specific block decoding change, while the other requests DeepSeek v3.2 support. They refer to different features and likely different implementation work.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -14136,7 +14356,7 @@ "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different requests with no shared code-path or concrete bug: block decoding vs model support. The titles and available metadata do not indicate the same underlying issue." + "reason": "Low textual overlap and different scopes: block decoding vs model/version support. No clear evidence they describe the same underlying problem or change." } ] }, @@ -14155,8 +14375,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -14166,7 +14386,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "e2c0c4b82c116b7273f829adfbd0caf64439ed9e87359397098a9bfee7706770", + "prepared_review_unit_hash": "55ec00d000ce6ce2ebdaad80a89f2d8f0316c8b22708dde5239428f73360ee86", "component_budget": { "node_count": 2, "item_count": 2, @@ -14188,18 +14408,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a very broad level (custom trainer support), but they describe different problems: one is about `remove_unused_column` behavior/customizability in `Trainer`, the other is about FLOPS estimation with custom trainers. They should not be merged as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 43598 is the broader Trainer customization request and is the better representative of the cluster\u2019s theme.", + "summary": "These two issues are both about Trainer customization, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43598 is the most central/general item; issue 43600 is a narrower instrumentation/estimation concern.", + "best_issue_reason": "No single canonical issue fits: the reports concern different Trainer code paths and different fixes, despite overlapping in the custom-trainer theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different underlying problems: one changes `remove_unused_column` handling, the other affects FLOPS estimation for custom trainers. Shared mention of custom trainers is too broad to treat as the same bug." + "reason": "Different underlying issues: one targets `remove_unused_column` customizability, the other targets FLOPS estimation for custom trainers. Shared theme is too broad to treat as the same bug." } ] }, @@ -14218,8 +14438,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -14229,7 +14449,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "88a7b4792ce402ae4af5da89cbf7163d0b5226f8a881d2cd100697521ce7d5f6", + "prepared_review_unit_hash": "48ff572869f39e019d37b15c06d55c31dabd56b559a7769ea59d88c7ad5803ba", "component_budget": { "node_count": 2, "item_count": 2, @@ -14251,18 +14471,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are about different model families and different API registrations, so they should not be treated as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 43684 is the broader registration request for Qwen3-Omni in AutoModel / AutoModelForConditionalGeneration; issue 44405 is a separate request for AutoModelForSequenceClassification support on Qwen3.5 (Qwen3_5Config). They do not describe the same missing behavior.", + "summary": "These are related only at a very broad \u201cadd model support\u201d level, but they target different Qwen variants and different auto-model paths, so they are not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue for the pair; #43684 is about registering Qwen3-Omni with AutoModel/AutoModelForConditionalGeneration, while #44405 is about adding AutoModelForSequenceClassification support for Qwen3.5.", "canonical_pr_reason": null, - "best_issue_reason": "43684 is the better representative issue because it is the more general model-registration gap and reads as a broader API support request.", + "best_issue_reason": "#43684 is the broader, more general issue and is the better representative of the cluster, but it should not subsume #44405 as a duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model families (Qwen3-Omni vs Qwen3.5) and different target classes (generation vs sequence classification); not the same underlying bug or change." + "reason": "Different concrete requests: Qwen3-Omni registration for base/conditional-generation auto classes vs Qwen3.5 sequence-classification support. Same family/subsystem, but not the same underlying bug or change." } ] }, @@ -14281,8 +14501,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -14299,76 +14519,76 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "1381e3358c3150c27651a88d6d9bb7bbc7dbb2c3c50b6def3fe3018c65438829", + "prepared_review_unit_hash": "7afcc1a56f2d36832f40c7c6eadf7d424c27e22ea6eb32118667003734597aad", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4255, - "estimated_input_tokens": 1064, - "estimated_eval_tokens": 2384 + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4255, - "estimated_input_tokens": 1064, - "estimated_eval_tokens": 2384 + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues share the same near-identical title (\u201chuggingface \u201d) and look like duplicates; the separate \u201cFett\u201d issue does not have enough evidence to join that set.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 43845 is the earliest of the three matching \u201chuggingface \u201d reports and is the best representative of that duplicate set.", + "summary": "Issues 43845, 43846, and 43859 all appear to be the same short \"huggingface\" report and are likely duplicates; 43835(\"Fett\") looks unrelated.", + "confidence": 0.95, + "canonical_issue_reason": "43845 is the earliest of the near-identical \"huggingface\" issues and has the same sparse shape as 43846, making it the cleanest representative of that duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the strongest cluster representative because it is earliest and matches the other two huggingface-titled issues exactly.", + "best_issue_reason": "43845 is the best issue candidate because it is the earliest and most representative of the repeated \"huggingface\" reports; 43835 is unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different title from the repeated \u201chuggingface \u201d reports; no body/detail evidence tying it to the same issue." + "reason": "Different titles and no evidence of the same underlying bug; 43835 does not match the repeated \"huggingface\" reports." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different title and no concrete evidence of the same underlying problem." + "reason": "Different titles and no shared problem description; no sign these are the same issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different title and no concrete evidence of the same underlying problem." + "reason": "\"Fett\" is unrelated to the repeated \"huggingface\" issue cluster." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Same title, very close timing, and no distinguishing details; likely duplicate reports of the same issue." + "reason": "Same title, very similar sparse bodies, and created minutes apart; they look like duplicate reports of the same issue." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Same title and no evidence of a different bug; appears to be a duplicate report." + "reason": "Same title and same apparent topic; 43859 is a later variant of the same \"huggingface\" report." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Same title and no evidence of a different underlying issue." + "reason": "Same title and topic, with no distinguishing evidence; likely the same underlying issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 43845/43846/43859 share the exact title \"huggingface \" and 43835 is titled differently, so treating it as separate is conservative. The soft-edge verdicts also stay within the available evidence (title similarity and timing) without overclaiming body-level proof." + "feedback": "The summary is grounded in the packet: 43845 is the earliest of the three identically titled \"huggingface\" issues, and 43835 is clearly distinct by title. The duplicate judgments among 43845/43846/43859 are conservative enough given the matching titles, close timestamps, and soft similarity scores." }, "evaluator_used": true, "retried": false, @@ -14384,8 +14604,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -14406,7 +14626,7 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "426c3b3dcd14703d4d423501c7242a122e28d643e629f5fa6b8b75bfc6a361de", + "prepared_review_unit_hash": "999fa09b2885dae5a49785968ea56b8726072ad45297f9cd1277b0c844cb7de4", "component_budget": { "node_count": 5, "item_count": 5, @@ -14428,66 +14648,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items look like unrelated low-information/spam issues rather than reports of the same bug or request. There is no clear duplicate cluster to collapse.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster appears to be low-signal noise/spam rather than real bug reports, so I would not deduplicate any of the issues on the available evidence.", + "confidence": 0.93, + "canonical_issue_reason": "No issue has enough substantive content to serve as a canonical duplicate target; the titles are either spam or generic and the bodies provide no actionable detail.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "None of the issues is a good global representative because there is no clear underlying bug or request to normalize around.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are generic spam-labeled issues with no substantive body or shared concrete problem; similarity is only superficial." + "reason": "Identical spam titles are not enough to conclude the same underlying issue; there is no body or technical evidence." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Same as above: no evidence they describe the same underlying issue, only matching spam-like placeholder content." + "reason": "Identical spam titles alone do not establish a duplicate bug/change, and there is no supporting context." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam and the other is a generic documentation suggestion; too little content to indicate the same bug/change." + "reason": "One is spam and the other is a generic documentation suggestion; no evidence they describe the same underlying problem." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Different titles and no body detail; no concrete overlap beyond both being closed issues." + "reason": "The titles are unrelated and there is no shared technical context to justify deduplication." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A documentation suggestion and a spam placeholder are not the same underlying issue." + "reason": "Generic documentation request vs. spam title; no shared concrete issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "A generic doc request does not match a spam-like placeholder issue." + "reason": "Generic documentation request vs. spam title; insufficient evidence of the same underlying change or bug." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam-like placeholders, but there is no evidence they report the same specific problem." + "reason": "Both are spam titles, but identical wording alone is not enough to safely merge as duplicates." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "No shared concrete bug or request is visible; titles are unrelated." + "reason": "Spam title vs. unrelated named-title issue; no evidence of the same underlying report." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No substantive overlap or explicit linkage; reject as duplicate." + "reason": "Spam title vs. unrelated named-title issue; no concrete shared bug/change is visible." } ] }, @@ -14506,8 +14726,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -14517,12 +14737,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "b39e29abd403d6084e5fbf507a94a54c039ba44853f3adeeebb01feefc728ce4", + "prepared_review_unit_hash": "9176096565fd6a897352caffd746363ffd945e056d2d14e5203389758fef8804", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -14530,7 +14750,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -14539,24 +14759,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are highly similar and share the same title, but the evidence only shows soft similarity. With no shared targets, filenames, or explicit linkage, they are best treated as closely related reports rather than confidently marked duplicates.", - "confidence": 0.81, - "canonical_issue_reason": "Issue #45145 is the better canonical candidate because it was created earlier and has an inbound reference, making it the more established thread.", + "summary": "The two closed issues have the same title and similar body lengths, so they are highly similar, but the packet does not show filenames, explicit targets, or body content to confirm they are the same underlying report. The evidence supports cautious clustering, not a strong duplicate claim.", + "confidence": 0.79, + "canonical_issue_reason": "Issue #45145 is a reasonable canonical representative because it matches #45151 on title and has slightly more inbound reference evidence, but the duplicate call should remain conservative given the lack of content-level proof.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45145 is the best representative for this cluster because it is the earlier report and has the inbound reference; there is no stronger signal favoring #45151.", + "best_issue_reason": "#45145 is the best issue representative in this cluster because it is one of the two matching issues and has inbound references, while no PRs are present.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": false, - "reason": "Same title and similar text, but the match is only soft_similarity with no shared targets, filenames, or explicit duplicate linkage. That is not strong enough to confidently treat them as duplicates." + "reason": "Same title and similar size indicate high similarity, but there is no direct evidence of identical content, targets, or filenames. That is not enough to confidently treat them as the same underlying issue." } ] }, "evaluator_result": { "accept": false, - "feedback": "The cluster assessment is a bit overstated. The packet supports that these two issues are very similar and share the same title, but it does not strongly prove they are duplicates; the evidence is only soft_similarity, with no shared targets/filenames. Also, the best_issue_reason is not grounded because issue #45145 does not have slightly more discussion signal than #45151 (it has 0 vs 1). The canonical choice based on earlier creation and inbound reference is reasonable, but the duplicate/duplicate-report language should be more conservative." + "feedback": "The packet only supports a conservative claim of high similarity: the titles are identical and body lengths are close, with no filenames or explicit targets. The analyst overstates the evidence by calling the issues \"near-identical\"/\"indistinguishable\" and implying matching content, which is not directly shown in the metadata. The soft-edge accept is therefore too strong for the evidence provided." }, "evaluator_used": true, "retried": true, @@ -14670,7 +14890,7 @@ "pull_request:43823|pull_request:45489", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "a0ff1721763883c73033f88928d07cfabab71abd617a051d7f6b67ecc47d6e46", + "prepared_review_unit_hash": "b9ffa8bd9fa4e25cc596cd7c64bacd7cbba0482fa0860859c0583a57f4ed60ba", "component_budget": { "node_count": 13, "item_count": 13, @@ -14692,156 +14912,156 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated PRs across model additions, docs, tests, and small fixes. The only clear duplicate pair is the two `fixed_cross_entropy` patches (#43251 and #43254), which both implement the same `nn.functional.cross_entropy` kwargs support in the same file/function.", - "confidence": 0.93, + "summary": "Mostly unrelated pull requests with one genuine overlap: two fixes for `fixed_cross_entropy` in `loss_utils.py` that both expand kwargs passed to `nn.functional.cross_entropy`. All other soft-similarity pairs are different features, models, or tests and should stay separate.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the clearest canonical representative of the duplicate loss fix: it targets the explicit issue, edits the same `fixed_cross_entropy` path, and has the fuller patch/discussion. PR #43254 is a near-identical alternate implementation of the same change.", + "canonical_pr_reason": "`pull_request:43251` is the cleanest representative of the only true overlap: it directly fixes `fixed_cross_entropy` and has an explicit issue link, while the paired PR makes the same core change with a slightly different API shape.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the best overall representative of the cluster because it is the only strong duplicate anchor and the most complete version of that concrete fix.", + "best_pr_reason": "`pull_request:43251` is the best overall fit because it addresses a concrete bug in a single code path, has the explicit issue target, and is the strongest duplicate candidate against `pull_request:43254`.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Different changes: VideoPrism model/docs addition vs an executorch dynamic-shape export test." + "reason": "Different domains: new VideoPrism model/docs vs. an executorch export test." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Different artifacts and goals: processor robustness fixes vs adding MobileLLM model support." + "reason": "Processor robustness for existing audio model vs. adding a new MobileLLM model." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Unrelated: cross-entropy kwargs fix vs new MobileLLM model code." + "reason": "Same repo area only at a very broad level; one is a loss-function fix, the other is a new model implementation." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Different code paths: loss utility kwargs support vs Mistral4 test/model fixes." + "reason": "Loss utility kwargs fix is unrelated to Mistral4 test/integration changes." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Different areas: executorch export test vs Mistral4 model/test changes." + "reason": "Executorch dynamic-shape test is unrelated to Mistral4 test fixes." }, { "left": "pull_request:43424", "right": "pull_request:45435", "accept": false, - "reason": "Different bugs: executorch dynamic-shape export testing vs Whisper tokenizer boundary fix." + "reason": "Torch export dynamic-shape test and Whisper tokenization bug fix are different code paths." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Different scope: exportability test vs MobileLLM model addition." + "reason": "Exportability test vs. a new model addition; no shared underlying bug." }, { "left": "pull_request:43823", "right": "pull_request:45454", "accept": false, - "reason": "Different model families and issues: MobileLLM addition vs Gemma4 text-only training behavior." + "reason": "MobileLLM model addition is unrelated to Gemma4 text-only training behavior." }, { "left": "pull_request:43823", "right": "pull_request:45435", "accept": false, - "reason": "No shared underlying change; model addition vs Whisper tokenization bug." + "reason": "New model addition vs. Whisper tokenizer indexing fix." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Different changes: MobileLLM model addition vs Falcon output-interface refactor." + "reason": "New MobileLLM model vs. Falcon output-interface refactor; not the same change." }, { "left": "pull_request:43995", "right": "pull_request:45435", "accept": false, - "reason": "Different code paths: Falcon refactor vs Whisper tokenizer boundary fix." + "reason": "Falcon output-collection refactor is unrelated to Whisper tokenization." }, { "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 model-creation skill are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Different model work: Falcon refactor vs Mistral4 test/model fixes." + "reason": "Falcon output-interface refactor is not the same bug as Mistral4 test fixes." }, { "left": "pull_request:44827", "right": "pull_request:45489", "accept": false, - "reason": "Related by theme but not the same change: Mistral4 test/model fixes vs Gemma3n/Gemma4 cache-sharing alignment." + "reason": "Mistral4 tests vs. Gemma3n/Gemma4 cache-sharing alignment are different model families and problems." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Different underlying changes: Mistral4 fixes vs CLIP-like layrnorm\u2192layernorm renaming." + "reason": "Mistral4 test fix is unrelated to the layrnorm\u2192layernorm renaming sweep." }, { "left": "pull_request:43823", "right": "pull_request:44827", "accept": false, - "reason": "Different model implementations and bugs; not mergeable as one PR." + "reason": "New MobileLLM model and Mistral4 test fixes do not share a concrete underlying bug." }, { "left": "pull_request:45213", "right": "pull_request:45435", "accept": false, - "reason": "Meta model-creation skill PR is unrelated to Whisper tokenizer bug fix." + "reason": "Model-creation skill changes are unrelated to Whisper tokenizer bounds checking." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 fixes are unrelated to the model-creation skill/meta PR." + "reason": "Mistral4 test fixes and the model-creation skill are unrelated; shared auto-model file is incidental." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition is unrelated to the model-creation skill/meta PR." + "reason": "New model addition vs. workflow/skill change; no duplicate relationship." }, { "left": "pull_request:44827", "right": "pull_request:45435", "accept": false, - "reason": "Mistral4 fixes and Whisper tokenizer fix are different code paths and symptoms." + "reason": "Mistral4 test adjustments and Whisper tokenizer fix address different code paths." }, { "left": "pull_request:45454", "right": "pull_request:45489", "accept": false, - "reason": "Both touch Gemma-related code, but one is a text-only training fix and the other is cache-sharing alignment; different concrete changes." + "reason": "Both are Gemma-related, but one targets text-only training and the other cache-sharing alignment; not the same concrete fix." }, { "left": "pull_request:43823", "right": "pull_request:45489", "accept": false, - "reason": "Different models and bugs: MobileLLM addition vs Gemma3n/Gemma4 cache-sharing refactor." + "reason": "MobileLLM model addition and Gemma cache-sharing changes are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same underlying fix in the same function/file: both add supported kwargs to `fixed_cross_entropy` so they can be merged into one PR." + "reason": "Both modify `fixed_cross_entropy` in `loss_utils.py` to forward supported kwargs to `nn.functional.cross_entropy`; same underlying bug and mergeable into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft-edge pair, #43251 and #43254, is supported by shared issue target, same file/function, and the same concrete cross-entropy kwargs fix. The remaining pairs are reasonably rejected as distinct model additions, tests, refactors, or unrelated bug fixes." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted overlap, `pull_request:43251`/`pull_request:43254`, is supported by the shared file, shared issue target, and near-identical `fixed_cross_entropy` changes. The remaining soft-edge verdicts are appropriately rejected and do not overstate duplicate evidence." }, "evaluator_used": true, "retried": false, @@ -14868,7 +15088,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "1cd090f34516eec6dbd87701699b850d9038ade82307e3e8c2c96a810910e3ec", + "prepared_review_unit_hash": "e494025f6923f2d95fd2ad3b8107b7b06e40a51a2684b7e37e5dd3a8fd0ea760", "component_budget": { "node_count": 2, "item_count": 2, @@ -14890,18 +15110,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about VibeVoice, but they target different deliverables: one is the base VibeVoice integration, while the other adds a separate realtime/acoustic-tokenizer path. They overlap on shared model plumbing, but they are not the same change.", - "confidence": 0.91, + "summary": "Two PRs in the same VibeVoice area, but they are not duplicates: one implements the base VibeVoice model, the other adds a realtime variant and additional tokenizer/feature/generation plumbing.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the cleaner canonical VibeVoice implementation: it introduces the core model/docs/auto-class wiring without the extra realtime-specific tokenizer and generation changes.", + "canonical_pr_reason": "PR #40546 is the more canonical base implementation: it is broader, non-draft, and appears to establish the main VibeVoice integration. PR #42781 is a separate follow-up for VibeVoice Realtime with extra components.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the best representative artifact because it defines the foundational VibeVoice integration that the later realtime PR builds on.", + "best_pr_reason": "PR #40546 is the best representative PR for the cluster because it is the original full VibeVoice implementation and has substantially more review activity. PR #42781 is a distinct realtime extension rather than the same change.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Not a duplicate: 40546 implements core VibeVoice support, while 42781 adds VibeVoice Realtime plus acoustic tokenizer and generation changes. They share filenames because they touch the same subsystem, but they are different features and would not plausibly be merged into one PR." + "reason": "They share the VibeVoice subsystem and some files, but #40546 implements the base model while #42781 adds a realtime variant plus extra tokenizer/feature and generation changes. These are related follow-ups, not the same concrete fix/change." } ] }, @@ -14931,12 +15151,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "1c6b9da50922886a862667a2c8ff58e8fd7e1a5351127037699a33d21950c03a", + "prepared_review_unit_hash": "65b99922a053f1e44e62b91242090e2d0144fcef41eb5dd8520c3e310bf40617", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -14944,7 +15164,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -14953,18 +15173,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They do not fix the same code-path problem and should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "These are two unrelated open pull requests in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be clustered as duplicates.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #41224 is the more self-contained and concrete change: it adds image-classification support for DINOv3 with accompanying docs/tests. PR #40755 is a separate, broader feature for TimesFM forecasting with covariates.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #41224 is the best representative of the cluster only because it is the clearest single feature PR; however, the cluster itself is not a duplicate set and the two PRs should remain separate.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and different functionality: TimesFM covariate forecasting vs DINOv3 image classification support. No shared bug or mergeable code-path overlap." + "reason": "Different codepaths, different models, and different user-facing changes; no evidence they fix the same bug or implement the same change." } ] }, @@ -14983,8 +15203,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41356-2", "nodes": [ @@ -15060,7 +15280,7 @@ "soft_pairs": [ "pull_request:41797|pull_request:45186" ], - "prepared_review_unit_hash": "587a88d1cde82753c3f1087a8edf5173c49e0f2afee9eab6bcd82177c06252cd", + "prepared_review_unit_hash": "a4c50bc535a6bb425760bc5552ef89b59af568fce0ac101bb482a6af8133afe9", "component_budget": { "node_count": 2, "item_count": 2, @@ -15082,18 +15302,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-integration PRs (DeepSeek OCR vs Isaac). They share standard Transformers boilerplate and generated scaffolding, but not the same underlying bug or feature change.", - "confidence": 0.98, + "summary": "These two PRs are both new model integrations, but for different models and different code paths: DeepSeek OCR vs Isaac. They share boilerplate registration/docs changes, not the same underlying change, so they should not be deduplicated.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No true canonical duplicate here: 41797 adds DeepSeek OCR support, while 45186 adds Isaac support. The overlap is mostly framework plumbing and documentation, not the same feature or bug fix.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "If forced to pick one cluster anchor, 45186 is the cleaner representative because it is a newer, self-contained Isaac model addition with model-specific tests; however it is not a duplicate of 41797.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different models and different codepaths; overlap is only generic new-model integration files and docs, not a single mergeable change." + "reason": "Different model integrations and different concrete functionality. Shared auto-registration/docs/util files are generic scaffolding and do not indicate the same underlying change." } ] }, @@ -15123,7 +15343,7 @@ "soft_pairs": [ "pull_request:42166|pull_request:45426" ], - "prepared_review_unit_hash": "c1dbd24520c660e240eec75dcd0520c46f84ef529d7e529ee5362239c6786dc5", + "prepared_review_unit_hash": "0374cab0d5106cf96ae00285746eea8ddfcd2c92328246ef1392cfd9a7afa44a", "component_budget": { "node_count": 2, "item_count": 2, @@ -15145,18 +15365,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated feature PRs adding different models: InternVLFlash vs AXK1. They share some Transformers registry boilerplate, but not the same underlying bug or change.", + "summary": "These are two unrelated model-addition PRs: one adds InternVLFlash, the other adds AXK1. They share only common registration/auto-discovery files, which is boilerplate and not evidence of the same fix or feature.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: #42166 and #45426 implement separate model integrations with different packages, configs, modeling files, and tests; shared auto-registration edits are incidental.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "If a single representative is needed, #42166 is the stronger model-addition PR because it includes a broader InternVLFlash integration surface (docs, auto mappings, model code, and tests), but it is still not a duplicate of #45426.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42166", "right": "pull_request:45426", "accept": false, - "reason": "Reject: they add different models and different codepaths; shared registry files alone are not enough to treat them as the same change." + "reason": "Different model integrations with distinct configuration/model files and unrelated code paths; shared auto-registration edits are expected boilerplate and do not indicate duplicate PRs." } ] }, @@ -15193,70 +15413,70 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "1d63bd0a59ec46a4458c32edfef9aaf5fc4db188ce330ec3e2ef77a1d8cb4b26", + "prepared_review_unit_hash": "881717b6e9206c58b8df2496983604617e9a71538f1ac27f6bef18ad27425560", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 10170, - "estimated_input_tokens": 2543, - "estimated_eval_tokens": 5342 + "serialized_chars": 10167, + "estimated_input_tokens": 2542, + "estimated_eval_tokens": 5340 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 10170, - "estimated_input_tokens": 2543, - "estimated_eval_tokens": 5342 + "serialized_chars": 10167, + "estimated_input_tokens": 2542, + "estimated_eval_tokens": 5340 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates overall: one fixes Whisper return-language plumbing, one changes Whisper tokenizer tests/timestamp decoding, one is a CLIP/ViT test-only edit, and one is an FP8 dequant/loading fix. The only superficially related pair is the two Whisper PRs, but they address different code paths and should not be merged as the same change.", - "confidence": 0.97, + "summary": "This cluster is heterogeneous: one Whisper ASR pipeline fix, one Whisper tokenizer/test change, one unrelated CLIP/ViT test edit, and one FP8/dequant loading fix. They do not look like the same underlying bug or change, so no soft edges should be accepted.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42227 is the strongest anchor: it has an explicit issue link, a focused user-facing Whisper pipeline fix, and a clear implementation change with tests. The others are either test-only or unrelated model/quantization work.", + "canonical_pr_reason": "PR 44815 is the most substantive, coherent code fix in the set, with real changes in model loading and FP8 integration; the other PRs are unrelated Whisper or test-only edits.", "best_issue_reason": null, - "best_pr_reason": "PR 42227 is the best representative of the cluster because it is the most concrete standalone bug fix and the only one tied to a tracked issue; the rest are not the same underlying change.", + "best_pr_reason": "PR 44815 is the strongest standalone PR to keep as the representative artifact because it fixes a concrete runtime/code-path issue across multiple implementation files, unlike the others which are narrower or unrelated.", "soft_edge_verdicts": [ { "left": "pull_request:42227", "right": "pull_request:43291", "accept": false, - "reason": "Both mention Whisper, but 42227 fixes ASR pipeline return-language propagation while 43291 changes tokenizer decode/timestamp test behavior; different code paths and not one mergeable fix." + "reason": "Both mention Whisper, but 42227 fixes ASR pipeline return_language plumbing while 43291 changes tokenizer decode/timestamp handling and tests; different code paths and bugs." }, { "left": "pull_request:42227", "right": "pull_request:43665", "accept": false, - "reason": "42227 is a Whisper runtime fix; 43665 only adds/edit tests for CLIP and ViT. Same broad repo area, not the same bug or change." + "reason": "Whisper ASR pipeline fix vs unrelated CLIP/ViT test edits; no shared underlying bug." }, { "left": "pull_request:42227", "right": "pull_request:44815", "accept": false, - "reason": "42227 touches Whisper ASR; 44815 is a quantization/dequant/loading fix across model-loading and FP8 integration. Unrelated changes." + "reason": "Whisper pipeline change and FP8/dequant model-loading fix are unrelated subsystems and failure modes." }, { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer decoding vs. CLIP/ViT test edits are unrelated; no shared concrete bug or code path." + "reason": "Whisper tokenizer/test change is not the same as the CLIP/ViT test-only edit." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding/test work and FP8 dequant/loading work solve different problems in different subsystems." + "reason": "Tokenizer decode/timestamp behavior and FP8/dequant loading are unrelated concrete issues." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "A test-only CLIP/ViT change is not the same underlying bug/change as the FP8 dequant fix." + "reason": "CLIP/ViT test assertions do not match the FP8/dequant code-path fix; this is not a duplicate change." } ] }, @@ -15286,7 +15506,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "dd4160f5e4869084f26bdd0761b6e20b55b5195b46890d1b39d5af9c93681895", + "prepared_review_unit_hash": "8449fa42b7d20b49badec6fcee7c6bf184b080e5afc21d3657761911ab957f7b", "component_budget": { "node_count": 2, "item_count": 2, @@ -15308,18 +15528,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two workflow-dependency upgrade PRs overlap on some GitHub Actions files, but they target different upgrade goals and do not look like the same change set.", - "confidence": 0.89, + "summary": "Both items are PRs that touch GitHub Actions workflows, but they are not the same change: PR 42975 broadly upgrades multiple GitHub Actions for Node 24 compatibility, while PR 42976 narrowly bumps docker/build-push-action versions. The overlap is only in subsystem and workflow maintenance, not in the concrete fix.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear duplicate PR here: PR #42975 is specifically about Node 24 compatibility for GitHub Actions, while PR #42976 is a broader 'latest versions' upgrade centered on docker/build-push-action and related workflow actions.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #42975 is the better representative PR if one must be chosen because it has the clearest, more specific purpose and broader workflow-wide compatibility framing; PR #42976 looks like a separate dependency refresh.", + "best_pr_reason": "PR 42975 is the broader workflow-maintenance umbrella, but it still is not a duplicate of PR 42976; 42976 is a separate docker-action version bump with a different concrete purpose.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different underlying changes: one upgrades actions for Node 24 compatibility, the other updates actions to newer versions (notably docker/build-push-action). Shared workflow filenames alone are not enough to treat these as the same fix/change." + "reason": "They both update GitHub Actions workflows, but one targets Node 24 compatibility across many actions and the other specifically upgrades docker/build-push-action. Different actions, different scope, and not plausibly one merged fix for the same underlying issue." } ] }, @@ -15370,118 +15590,118 @@ "pull_request:45283|pull_request:45532", "pull_request:45490|pull_request:45532" ], - "prepared_review_unit_hash": "e3a4576fc0e397eb2fadf1fb118853a2db34567eb308f2ab22c8bb21920550b1", + "prepared_review_unit_hash": "40f905a3ebbbc119b4390707a827ebe3c1b72612aad93de2b6c1f3b04325a613", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 14, - "serialized_chars": 32077, - "estimated_input_tokens": 8020, - "estimated_eval_tokens": 16296 + "serialized_chars": 32088, + "estimated_input_tokens": 8022, + "estimated_eval_tokens": 16300 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 14, - "serialized_chars": 32077, - "estimated_input_tokens": 8020, - "estimated_eval_tokens": 16296 + "serialized_chars": 32088, + "estimated_input_tokens": 8022, + "estimated_eval_tokens": 16300 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "False-positive cluster: the PRs are mostly unrelated model additions or infrastructure work that only overlap in boilerplate docs/auto-registry files. There is no single underlying bug or change here.", - "confidence": 0.97, + "summary": "No duplicate cluster emerges here: the PRs span unrelated model additions and infrastructure changes, with only broad filename overlap from Hugging Face model scaffolding. I would not merge any of these into a single canonical PR.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the set mixes distinct model additions (ViT NEPA, Molmo, Molmo2, Qwen3-ASR, Lfm2 Audio, CTSM, SLANet) plus unrelated distributed/quantization/GGUF changes; shared files are incidental boilerplate.", + "canonical_pr_reason": "No canonical PR: the items are distinct changes (different models/features and one distributed-loading PR), so there is no single underlying change to deduplicate around.", "best_issue_reason": null, - "best_pr_reason": "No PR is a suitable global representative; these are separate feature PRs touching overlapping registry/docs files but fixing/adding different things.", + "best_pr_reason": "No best PR for duplicate purposes; each PR is a separate model-support or infra enhancement rather than an obvious duplicate of another.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "ViT NEPA vs Molmo are different model additions; overlap is only in docs/auto registration boilerplate." + "reason": "Different model additions (ViT NEPA vs Molmo); shared docs/auto-registration files are expected boilerplate, not the same change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are distinct model integrations, not the same code change." + "reason": "Different model families and code paths; both are new model support PRs, but not the same underlying feature." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model-addition PRs sharing only registry/docs files." + "reason": "ViT NEPA and CTSM are unrelated model additions with no shared concrete bug or feature." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are different model families with different files and logic; not one change." + "reason": "Molmo and Molmo2 are separate model-support PRs for different architectures/versioned families." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model support PRs; same broad subsystem is not enough." + "reason": "Molmo vs CTSM are unrelated model additions; overlap is only in common registration/docs files." }, { "left": "pull_request:43448", "right": "pull_request:45532", "accept": false, - "reason": "Molmo and SLANet are separate model additions; shared docs/auto files are incidental." + "reason": "Molmo and SLANet are different model implementations, not one duplicate change." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are different model integrations, not the same concrete bug or feature." + "reason": "Molmo2 and CTSM are distinct model-support additions with different targets and code paths." }, { "left": "pull_request:43451", "right": "pull_request:45532", "accept": false, - "reason": "Molmo2 and SLANet are unrelated model support PRs; overlap is only registry scaffolding." + "reason": "Molmo2 and SLANet are unrelated model additions despite shared boilerplate files." }, { "left": "pull_request:43838", "right": "pull_request:45283", "accept": false, - "reason": "Qwen3-ASR support and Qwen3.5 GGUF loading are different features in different code paths." + "reason": "Qwen3-ASR support and Qwen3.5 GGUF loading support are different feature areas and code paths." }, { "left": "pull_request:43973", "right": "pull_request:45283", "accept": false, - "reason": "Lfm2 Audio model support is unrelated to Qwen3.5 GGUF loading; only broad audio/LLM tooling overlap." + "reason": "Lfm2Audio model support and Qwen3.5 GGUF loading are not the same underlying bug/change." }, { "left": "pull_request:44601", "right": "pull_request:45532", "accept": false, - "reason": "Native pipeline-parallel support is infrastructure work, not the same change as SLANet model support." + "reason": "Pipeline-parallel loading support is infrastructure work; SLANet is a model addition, so they are not duplicates." }, { "left": "pull_request:45157", "right": "pull_request:45532", "accept": false, - "reason": "PrismML Bonsai GGUF quantization support and SLANet model support are unrelated changes." + "reason": "PrismML Bonsai GGUF handling and SLANet model support are unrelated changes." }, { "left": "pull_request:45283", "right": "pull_request:45532", "accept": false, - "reason": "Qwen3.5 GGUF loading and SLANet model support do not fix the same concrete code-path problem." + "reason": "Qwen3.5 GGUF loading support and SLANet model support do not share the same concrete code-path problem." }, { "left": "pull_request:45490", "right": "pull_request:45532", "accept": false, - "reason": "CTSM and SLANet are different model-addition PRs; they share only generic docs/registry updates." + "reason": "CTSM and SLANet are separate model-support PRs; deterministic similarity is only due to shared registration/docs scaffolding." } ] }, @@ -15514,52 +15734,52 @@ "pull_request:43488|pull_request:45476", "pull_request:43532|pull_request:45476" ], - "prepared_review_unit_hash": "91c37c0ad45a1f46a680f8f323a0a6ca98ea550e434cdb54e01949a00fe8ecf6", + "prepared_review_unit_hash": "bcd5d30cd3aa82e937712fbf0d1efc8dae7fb50e5ab22cd54f51bd32eb2d68ef", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7464, - "estimated_input_tokens": 1866, - "estimated_eval_tokens": 3988 + "serialized_chars": 7468, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7464, - "estimated_input_tokens": 1866, - "estimated_eval_tokens": 3988 + "serialized_chars": 7468, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three unrelated open PRs that look like test/bot-infrastructure experiments rather than duplicates of the same fix. They share some filenames only because they all poke at repo testing/CI files, but the titles and diffs point to different purposes.", - "confidence": 0.94, + "summary": "Three unrelated synthetic PRs were grouped only because they all touch the same vit test file. Their actual changes are different: setup/versioning, workflow/CI plumbing, and CLIP/tokenizer code. No duplicate pair is acceptable.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43532 is the broadest and most representative of the cluster: it touches multiple workflow and test files and has the most discussion activity, so it best captures the shared 'bot/CI test PR' theme.", + "canonical_pr_reason": "PR 43532 is the closest representative because it has the broadest workflow/test surface and the most discussion, but it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR #43532 is the strongest cluster exemplar because it has the widest scope across CI/test infrastructure and is more informative than the tiny, highly synthetic changes in #43488 and #45476.", + "best_pr_reason": "PR 43532 is the best single representative for the cluster, but only as a placeholder; the cluster does not contain a true duplicate PR set.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Different intents: #43488 is a repo-bot format check, while #43532 rewrites a self-comment CI workflow and related test utilities. Shared Vit test filename is incidental and not the same underlying change." + "reason": "Different changes: packaging/version/dependency tweaks vs workflow/testing-utils edits. The shared vit test file is incidental and not the same underlying bug/change." }, { "left": "pull_request:43488", "right": "pull_request:45476", "accept": false, - "reason": "#43488 changes setup/versioning and a test file for a bot-format check; #45476 adds a PR CI caller workflow and unrelated placeholder edits. They do not fix the same code-path problem." + "reason": "Different code paths: setup/versioning and deps vs CI workflow caller plus CLIP tokenizer/test edits. Shared test-file overlap is too weak to merge." }, { "left": "pull_request:43532", "right": "pull_request:45476", "accept": false, - "reason": "Both are CI-related, but they target different workflows and behaviors: #43532 modifies self-comment/scheduled/slack reporting logic, while #45476 adds a PR CI workflow caller and unrelated tokenization/test noise. Not mergeable as one PR." + "reason": "Both touch workflows/tests, but they fix different things: self-comment CI/testing utilities vs PR CI caller and CLIP tokenization. Not the same underlying change." } ] }, @@ -15589,7 +15809,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "46d53a5a505a20a476d557fa8d07d5b8cad0fbf79e57e86e14652007a57ec86c", + "prepared_review_unit_hash": "d35e4a2c734e1af26a4de80c365b28dc17274afab8a3c89cbad9f4e36dd39906", "component_budget": { "node_count": 2, "item_count": 2, @@ -15611,18 +15831,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs add different segmentation pipelines and their associated docs/tests. They share scaffolding files, but they target different code paths and model families, so they are related but not duplicates.", - "confidence": 0.98, + "summary": "Two separate PRs add different segmentation pipelines: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share some docs/registry scaffolding, but the underlying features, model support, and test coverage are distinct.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: these are distinct feature additions for different segmentation tasks, not the same code-path fix or change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "If forced to pick a representative, PR 43613 is slightly broader in model coverage, but it is still a separate feature from PR 43612 rather than a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Reject: these are separate feature PRs for different pipelines ('Promptable Concept Segmentation' vs 'Promptable Visual Segmentation'). They touch overlapping documentation and registration files, but the added pipeline modules, tests, and model integrations are different, so they do not look like one mergeable change." + "reason": "Different pipelines and target APIs/models: concept segmentation vs visual segmentation. Shared documentation and registration files are incidental; the PRs are not the same underlying change and should not be merged as one." } ] }, @@ -15652,7 +15872,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "4400efa376c7dcbc6858f01c76aa7e101ef0f006777a7d1bb3274167fccaaa65", + "prepared_review_unit_hash": "bc1200357a606d5be63d8d32c91d1c58868e45ad790cd3207a2d05556f1bf388", "component_budget": { "node_count": 2, "item_count": 2, @@ -15674,18 +15894,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate trainer refactor/extension PRs in the same file, but they change different code paths: gradient-accumulation loss scaling vs. signature-column filtering for custom trainers. Shared filename alone is not enough to treat them as duplicates.", - "confidence": 0.97, + "summary": "Two open PRs touch the same file but implement unrelated Trainer extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column inspection for column filtering.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for a duplicate cluster; the two PRs solve different trainer concerns. If one must be chosen as the closest representative, #43651 is more concrete because it changes the training-step loss scaling path directly.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "#43651 is the better standalone representative of this cluster because it introduces a focused training behavior change with an explicit helper and a concrete loss-scaling path. #43663 is a separate API/refactor for signature-column handling and is not the same change.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying changes in `trainer.py`: #43651 alters gradient accumulation loss normalization in `training_step`, while #43663 extracts `_get_signature_columns` for model input filtering. They do not fix the same bug or implement the same feature, and would not plausibly be merged as one PR." + "reason": "Different underlying behaviors and code paths in Trainer; one is about loss normalization during training_step, the other about input signature column selection. They are not the same fix and would not plausibly be merged into one PR." } ] }, @@ -15717,7 +15937,7 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "c86cba35672572405f16aaae4b13227adea85732fa9f7ec589cb6bd44a0c13e5", + "prepared_review_unit_hash": "9354cb97907d3ace0498f8bac09a4869d55eecb278e33fb71fd5e980385a8dec", "component_budget": { "node_count": 3, "item_count": 3, @@ -15739,30 +15959,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are small fixes in `src/transformers/cli/serve.py` around runtime type-annotation handling for `TypeAdapter` / CLI startup NameErrors. `43842` is the cleanest, most targeted fix; `43836` looks like a close variant of the same fix; `43656` appears related but broader and less clearly the same concrete change.", + "summary": "All three PRs target the same runtime annotation/TypeAdapter NameError in `src/transformers/cli/serve.py`. They look like overlapping fixes for the same bug, with 43842 being the most focused patch.", "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the most focused and direct fix: it avoids importing `TypeAdapter` at runtime and quotes the annotation under `TYPE_CHECKING`, which cleanly addresses the reported NameError when pydantic is absent.", + "canonical_pr_reason": "PR 43842 is the most focused and directly aligned fix: it explicitly addresses the TypeAdapter NameError when pydantic is absent, keeps the change narrowly scoped, and has the clearest issue linkage.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best representative of the cluster because it is narrowly scoped, directly tied to the runtime error, and less entangled with unrelated typing cleanups than 43656 or the broader refactor-like 43836.", + "best_pr_reason": "PR 43842 is the best representative because it fixes the exact reported failure with minimal scope, while 43656 is broader annotation cleanup and 43836 appears less focused.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": false, - "reason": "Both mention `TypeAdapter` NameError in the same file, but the visible fixes differ enough that they do not clearly look like the same concrete change; 43656 also includes broader annotation cleanup, so I would not merge them as one PR." + "accept": true, + "reason": "Both fix the same underlying TypeAdapter/runtime-annotation NameError in the CLI serve path and could plausibly be combined into one patch." }, { "left": "pull_request:43836", "right": "pull_request:43842", "accept": true, - "reason": "These appear to be overlapping fixes for the same `TypeAdapter` annotation/runtime-NameError issue in `serve.py`, and the changes look plausibly mergeable into a single PR." + "reason": "Both are targeted at the same `serve.py` TypeAdapter NameError; the titles and diff snippets point to the same concrete bug rather than just a broad subsystem overlap." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: all three PRs touch `src/transformers/cli/serve.py` and are about the same `TypeAdapter`/startup NameError area. The softer edge decisions are also conservative enough: `43656` is plausibly broader and not clearly the same concrete change as `43842`, while `43836` and `43842` look mergeable as closely related fixes for the same bug in the same file." + "feedback": "The summary is grounded in the packet and stays mostly conservative. All three PRs touch `src/transformers/cli/serve.py` and the diffs support a shared TypeAdapter/annotation NameError theme. The soft-edge acceptances are also plausible: 43836 and 43842 clearly overlap on the same issue target, and 43656 looks like a broader but mergeable variant of the same fix. No overstatement that would warrant rejection." }, "evaluator_used": true, "retried": false, @@ -15792,7 +16012,7 @@ "pull_request:43757|pull_request:45500", "pull_request:43757|pull_request:45506" ], - "prepared_review_unit_hash": "7f6ef0b38d2a676600b5f113a3637f9f95d78e3df0afa91373be98f1fa40f423", + "prepared_review_unit_hash": "8ca49c58cb211002432f9b511e8c7ecf5aba711904626c7c648666625440feb6", "component_budget": { "node_count": 3, "item_count": 3, @@ -15814,30 +16034,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are closely related GPT-OSS GGUF-loading PRs, but only the two later PRs are true duplicates; the earliest one is a narrower partial fix with extra unrelated changes. The strongest representative is PR #45506.", - "confidence": 0.88, + "summary": "Two PRs are near-duplicates for full GPT-OSS GGUF loading support; PR 45506 is the more complete/latest implementation. PR 43757 is only a limited fallback patch and should not be merged with the full-support PRs.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45506 is the best canonical PR: it has the broadest and most complete GPT-OSS GGUF support, includes the relevant ggml mapping, loader changes, and tests, and it is a non-draft reviewed PR that effectively supersedes the earlier draft.", + "canonical_pr_reason": "PR 45506 is the best canonical PR: it is the latest, explicitly supersedes 43757, and contains the fuller GPT-OSS GGUF support across loader mapping, utilities, and tests.", "best_issue_reason": null, - "best_pr_reason": "PR #45506 is the best global representative because it appears to implement the intended full fix for GPT-OSS GGUF loading rather than just a fallback, and it aligns with the shared target issue and the later duplicate PR.", + "best_pr_reason": "PR 45506 is the strongest representative of the cluster because it addresses the full concrete GPT-OSS GGUF loading path rather than just a partial fallback.", "soft_edge_verdicts": [ { "left": "pull_request:45500", "right": "pull_request:45506", "accept": true, - "reason": "Same underlying GPT-OSS GGUF loading change: same issue target, same title, overlapping files, and the later PR looks like a fuller iteration of the same fix that could plausibly be merged into one PR." + "reason": "Same underlying change: both implement GPT-OSS GGUF loading support for issue #43366, and 45506 is an expanded/latest version of 45500 with the same code path and files." }, { "left": "pull_request:43757", "right": "pull_request:45500", "accept": false, - "reason": "Both touch GPT-OSS GGUF loading, but #43757 is a narrower fallback-based partial fix and also includes unrelated Grounding DINO changes, while #45500 is a broader full-support PR; they are related but not the same concrete change." + "reason": "43757 only adds a fallback from hard failure to gpt-neox, while 45500 implements broader full GGUF loading support; they do not look like one mergeable change." }, { "left": "pull_request:43757", "right": "pull_request:45506", "accept": false, - "reason": "#43757 only adds a fallback for an unsupported architecture and mixes in unrelated edits, while #45506 implements full GGUF support with mapping/test changes; they address the same bug family but are not the same mergeable code change." + "reason": "43757 is a partial workaround and 45506 is a full support implementation; they target the same issue but not the same concrete change, so they should not be clustered as duplicates." } ] }, @@ -15975,12 +16195,12 @@ "pull_request:44019|pull_request:44071", "pull_request:44068|pull_request:44116", "pull_request:44068|pull_request:44722", - "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44086", "pull_request:44018|pull_request:44085", - "pull_request:44068|pull_request:44086", "pull_request:44071|pull_request:44085", + "pull_request:44068|pull_request:44086", "pull_request:44059|pull_request:44086", "pull_request:44059|pull_request:44722", "pull_request:44085|pull_request:44086", @@ -16029,20 +16249,20 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "0126593005e81b5e9f15af1ba1ebddbb46aacb2bdea8e9a9d32aba0126e2ab5d", + "prepared_review_unit_hash": "999b2713a6c14de45a4f051910c1e84ac06ea98952763f597a0944734c1e6a20", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84895, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75096, + "serialized_chars": 75093, "estimated_input_tokens": 18774, "estimated_eval_tokens": 37804 }, @@ -16051,304 +16271,400 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a family of model-specific refactors toward standardized output tracing. Most PRs target different architectures and should stay separate; only a few pairs within the same model family look like true duplicates/overlaps.", - "confidence": 0.84, - "canonical_issue_reason": "Issue #43979 is the shared umbrella tracker for the standardized output-tracing refactor across these PRs.", - "canonical_pr_reason": "PR #44722 is the strongest representative for the GPT-J/CodeGen slice: it explicitly targets #43979, touches the same concrete code paths, and is the broadest later iteration in that subfamily.", - "best_issue_reason": "#43979 is the best global issue anchor because all of these PRs are variations of that same tracking effort.", - "best_pr_reason": "#44722 is the best global PR representative because it covers the same decorator-based output-tracing change on the core GPT-J/CodeGen path and is the most comprehensive example in the overlapping set.", + "summary": "This packet is broader than a single GPT-J/GPT-Neo duplicate cluster: it contains a small set of accepted bridge pairs around the standardized output-tracing refactor campaign, especially between CVT/FNet, ResNet/SpeechT5, DeBERTa, and VITS, plus the GPT-J/CodeGen lineage. Most other pairs are only theme-level matches and should remain separate.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the best global representative because it sits at the center of the accepted bridge edges and captures the standardized output-tracing migration pattern that links several otherwise separate model families.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest single exemplar of the packet's accepted output-tracing refactors, with the highest bridge value across the accepted pairs.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models and code paths (CVT/FNet vs GPT-J); sharing the umbrella issue is not enough to make them duplicates." + "reason": "Different concrete model code paths; the shared output-tracing theme is too broad to treat as one change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and different implementations of the tracing refactor." + "reason": "Different model families and implementation paths; this is only a thematic similarity." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same underlying code path, and could plausibly be merged into one PR." + "accept": false, + "reason": "Both are output-tracing refactors, but this pair does not look like the same mergeable code-path change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet and EfficientNet are separate model implementations; same issue target only indicates a shared migration theme." + "reason": "Related standardized-output refactors, but they target different vision backbones and edited surfaces." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different models (EfficientNet vs GPT-J/CodeGen); not the same concrete bug or change." + "reason": "Different model families and code paths; sharing the tracking issue/theme is not enough." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet are unrelated code paths despite the same tracking issue." + "reason": "GPT-J/CodeGen versus EfficientNet-style output handling; too different to be the same underlying change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are separate refactors with no shared code path." + "reason": "MobileNetV2 and DeBERTa are different implementations; this is only the same refactor pattern." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "Different model families (GPT-J/CodeGen vs MGP-STR); same umbrella refactor but not the same fix." + "reason": "Different model families and code paths; not the same concrete bug or change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are different implementations; no evidence of a single shared bug." + "reason": "GPT-J/CodeGen versus MPT; same broad refactor style, but not the same change." }, { "left": "pull_request:44018", "right": "pull_request:44068", - "accept": true, - "reason": "Both PRs are GPT-Neo output-tracing refactors on the same model/file set, so they look like overlapping versions of the same change." + "accept": false, + "reason": "The GPT-Neo variants are not close enough in the edited surfaces here to count as one duplicate PR." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model paths, so these are separate PRs." + "reason": "GPT-J/CodeGen versus GPT-Neo; same theme only, not the same underlying change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different code paths in this packet." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated model refactors." + "reason": "ResNet versus GPT-J/CodeGen; too broad a similarity at the refactor-pattern level." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different code paths; same theme only." + "reason": "MGP-STR versus GPT-J/CodeGen; different model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J are different model implementations and not duplicates." + "reason": "Different model families and concrete edits; same refactor theme only." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are separate model-specific output-tracing changes." + "reason": "GPT-Neo and ResNet are unrelated concrete refactors." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are different code paths." + "reason": "ResNet versus MPT; same cleanup style, but not the same code-path problem." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are different models; no shared concrete change." + "reason": "GPT-Neo versus Flaubert/XLM; unrelated implementations." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate implementations." + "reason": "GPT-Neo versus GPT-J/CodeGen; not the same underlying PR change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert/XLM; different code paths." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different model paths." + "reason": "MPT versus GPT-J/CodeGen; same refactor theme only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo versus MGP-STR; different model families and edited surfaces." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen; not the same concrete change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT versus GPT-J/CodeGen; only the output-tracing pattern matches." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo versus MGP-STR; unrelated code paths." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are unrelated model refactors." + "reason": "GPT-2 versus MGP-STR; shared output-tracing migration theme is not enough." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT2 output tracing is a separate code path from GPT-J/CodeGen." + "reason": "GPT-2 versus GPT-J/CodeGen; different refactors." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different models; the similarity is only thematic." + "reason": "GPT-J versus MGP-STR; unrelated model implementations." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are distinct model implementations." + "reason": "ViLT versus Flaubert/XLM; different implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo versus MPT; not the same underlying change." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are unrelated code paths." + "reason": "SegFormer versus GPT-J/CodeGen; same tracking issue alone does not make them duplicates." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are different model-specific refactors." + "reason": "SegFormer versus LongT5; different model code paths." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and VisualBERT are separate implementations." + "reason": "SegFormer versus VisualBert; unrelated concrete refactors." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different models, so this is not the same concrete change." + "reason": "GPT-Neo versus MPT; same theme only." }, { - "left": "pull_request:44073", + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT versus MGP-STR; different model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 versus MPT; broadly similar cleanup, but not the same change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet versus VisualBert; different model families and code paths." + }, + { + "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "VisualBERT and Flaubert/XLM are distinct code paths." + "reason": "MPNet versus Flaubert/XLM; same pattern, different implementation." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert versus LongT5; not the same change." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM versus LongT5; unrelated concrete edits." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44018", + "accept": false, + "reason": "SegFormer and GPT-Neo share only the global refactor theme." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are separate model refactors." + "reason": "RegNet versus MPNet; different model families." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are unrelated model implementations." + "reason": "MPT versus ImageGPT; unrelated implementations." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are different models; same migration pattern only." + "reason": "TextNet versus Flaubert/XLM; different code paths." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are separate code paths." + "reason": "MPNet versus LongT5; not a duplicate." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are different model families." + "reason": "RegNet versus GPT-Neo; only the refactor pattern overlaps." }, { - "left": "pull_request:43997", + "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are unrelated model refactors." + "reason": "TextNet versus LongT5; different model implementations." }, { - "left": "pull_request:44074", + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert versus MPT; same refactor style, not the same code path." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert versus VisualBert; unrelated concrete changes." + }, + { + "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "TextNet and SpeechT5 are different code paths." + "reason": "GPT-Neo versus SpeechT5; different model families and code paths." }, { - "left": "pull_request:43996", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet versus SpeechT5; unrelated implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and LongT5 are separate model implementations." + "reason": "MPT versus SpeechT5; same issue family only." }, { "left": "pull_request:43996", - "right": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet and SegFormer are unrelated code paths." + "reason": "CVT/FNet versus LongT5; different model code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "SqueezeBERT and MPT are different model families." + "reason": "CVT/FNet versus SegFormer; unrelated implementations." }, { "left": "pull_request:44010", - "right": "pull_request:44073", + "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT and VisualBERT are separate refactors." + "reason": "SqueezeBert versus DeBERTa; same refactor theme only." }, { "left": "pull_request:44044", - "right": "44074", + "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are different model implementations." + "reason": "DeBERTa versus TextNet; different model families." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Both touch the same GPT-J/CodeGen output-tracing change family and could be combined into one PR." + "reason": "Same GPT-J/CodeGen output-tracing refactor family with overlapping file and change intent; these look like iterations of one change." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same file, so they look like overlapping versions of the same fix." + "reason": "Both are GPT-J output-tracing decorator refactors touching the same code path; plausibly one merged change." }, { "left": "pull_request:44085", "right": "pull_request:44129", - "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model paths." + "accept": true, + "reason": "Both implement the same standardized output-tracing migration pattern over comparable forward paths." }, { "left": "pull_request:43996", "right": "pull_request:44007", - "accept": false, - "reason": "CVT/FNet and RegNet are different models." + "accept": true, + "reason": "Same standardized output-tracing refactor in the vision model stack; the code changes line up as one concrete migration." }, { "left": "pull_request:43996", "right": "pull_request:44129", - "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated code paths." + "accept": true, + "reason": "Both are the same output-tracing modernization work, and the packet treats them as a direct bridge." }, { "left": "pull_request:44044", "right": "pull_request:44129", - "accept": false, - "reason": "DeBERTa and SpeechT5 are separate model refactors." + "accept": true, + "reason": "Both replace the old output plumbing with the standardized capture/tuple handling style in comparable forward paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", - "accept": false, - "reason": "DeBERTa and VITS are different implementations; only the tracing pattern is shared." + "accept": true, + "reason": "Both are the same standardized output-tracing collection refactor pattern and appear mergeable as one change." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary stays grounded in the packet: issue #43979 is the clear umbrella tracker for many of these output-tracing refactors, and #44722 is a reasonable representative for the GPT-J/CodeGen subgroup. The soft-edge calls are conservative overall: the accepted pairs share the same model/file family and look mergeable into a single bugfix PR, while the rejected pairs mostly involve different model architectures/code paths and are not strong duplicate candidates." + "accept": false, + "feedback": "The writeup is too restrictive for this packet. It correctly identifies the GPT-J/CodeGen and GPT-Neo subclusters, but it marks several packet-level deterministic-accept pairs as false by relying only on model-family differences. In particular, the packet marks 43996\u201344007, 43996\u201344129, 44044\u201344129, and 44044\u201344154 as accept, so the claim that everything outside the GPT-J/CodeGen and GPT-Neo groups must stay separate is not well grounded. This makes the soft-edge verdicts insufficiently conservative relative to the packet." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -16382,70 +16698,70 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "bf24c3b5dd052e905bf132d3a6bb0a219e86a5bed6415e6a0a0b481f6a4c1e3d", + "prepared_review_unit_hash": "2fd724325b95132e74904e879acbb7ddb041206c408a4dbfeebf881c49d5eaa7", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84895, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17120, - "estimated_input_tokens": 4280, - "estimated_eval_tokens": 8816 + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a set of model-specific PRs all moving individual architectures toward standardized output tracing/capture_outputs. They share a broad refactor theme, but they are not the same concrete change and should not be merged as duplicates.", + "summary": "This cluster is a family of model-specific PRs that all migrate output tracing to the new standardized capture/decorator APIs, but they touch different architectures and code paths. They are related by pattern, not duplicates.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue artifacts are present. If one PR must represent the cluster, 44129 is the strongest standalone candidate because it has an explicit issue target and a clearly scoped standardized output tracing refactor.", + "canonical_pr_reason": "PR 44129 is the most concrete reference point in the set: it has an explicit issue target and a narrowly scoped SpeechT5 output-tracing refactor, making it the clearest representative of the migration pattern.", "best_issue_reason": null, - "best_pr_reason": "44129 is the best single PR to keep as canonical representative: it is a focused refactor with an explicit linked issue, while the others are separate model-by-model implementations of the same general migration pattern.", + "best_pr_reason": "PR 44129 is the strongest standalone PR in the cluster because it has explicit linkage, a clear model-specific change, and enough implementation detail to serve as the best representative of this group.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing migrations, but for different models and code paths (FocalNet vs ImageGPT). This is the same refactor pattern, not the same change." + "reason": "Same general output-tracing migration theme, but FocalNet and ImageGPT are different model implementations with separate forward paths; not the same underlying change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are unrelated model implementations; the PRs share only the standardized output capture theme and do not fix the same concrete bug or change." + "reason": "Both adopt the standardized output-capture pattern, but they modify different models (VisualBert vs TextNet) and distinct code paths, so they are not duplicates." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "These target different architectures (MPNet vs VisualBert). Similar decorator/capture_outputs work is too broad to treat as a duplicate PR." + "reason": "MPNet and VisualBert are separate architectures; this is the same refactor pattern applied independently, not one concrete fix/change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet and TextNet are separate model refactors. The overlap is only the output-tracing migration pattern, not a mergeable single change." + "reason": "These are independent model-specific refactors in MPNet and TextNet, sharing a theme but not a single underlying bug or patch." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert changes affect different model files and code paths. Shared standardized-output plumbing is not enough to call them duplicates." + "reason": "RegNet and SqueezeBert are unrelated model code paths; the overlap is only the standardized output-tracing migration pattern." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are unrelated model-specific PRs. They both touch output handling, but they are distinct refactors with different implementations and targets." + "reason": "SqueezeBert and SpeechT5 are different architectures with different forward logic; same broad refactor category, but not mergeable as one PR." } ] }, @@ -16524,274 +16840,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "1810dc89024bb4736c8db67097155b9cdb6729b9c26c379d4e778b08a7f16663", + "prepared_review_unit_hash": "34fd02f24a564acab2539fb4972259ddc7a284dcb692bf683012606d134f4638", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39787, - "estimated_input_tokens": 9947, - "estimated_eval_tokens": 20150 + "serialized_chars": 39774, + "estimated_input_tokens": 9944, + "estimated_eval_tokens": 20144 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39787, - "estimated_input_tokens": 9947, - "estimated_eval_tokens": 20150 + "serialized_chars": 39774, + "estimated_input_tokens": 9944, + "estimated_eval_tokens": 20144 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are many separate model-specific refactors that share the same output-tracing theme, but they do not fix the same concrete bug or change the same code path. I would not merge any of them as duplicates across model families.", - "confidence": 0.96, + "summary": "This cluster is a batch of similar-looking but model-specific refactors for output tracing across different architectures. They share the same naming pattern and helper usage, but they do not appear to be the same underlying change or bug fix, so they should not be deduplicated into one PR.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR truly covers the cluster; 44003 is the broadest representative in scope, but it is still only the Mamba-family refactor, not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "44003 is the strongest representative because it spans two related files and introduces the shared output-capturing plumbing, making it the closest to the common pattern across the set.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different models and files (`timm_backbone` vs `upernet`); same refactor pattern, not the same code-path change." + "reason": "Same refactor theme, but different model families (`timm_backbone` vs `upernet`) and different code paths." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different subsystems (`timm_backbone` vs `vision_text_dual_encoder`); only the output-tracing refactor is shared." + "reason": "Both are output-tracing refactors, but they target different model implementations and are not the same concrete change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model families (`timm_backbone` vs `univnet`); no shared underlying bug/change." + "reason": "`timm_backbone` and `univnet` are unrelated model code paths; similarity is only at the helper/refactor level." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "`timm_backbone` and `falcon_mamba/mamba` are unrelated code paths; similarity is only in the refactor style." - }, - { - "left": "pull_request:43998", - "right": "pull_request:44004", - "accept": false, - "reason": "`timm_backbone` and `codegen` touch unrelated architectures and files; not the same concrete change." + "reason": "Different architectures (`timm_backbone` vs `mamba/falcon_mamba`), so these are separate model-specific refactors." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different models (`timm_backbone` vs `rwkv`); shared output-capturing cleanup only." + "reason": "`timm_backbone` and `rwkv` are different model families; not the same underlying fix." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` are unrelated implementations; not a duplicate bug fix." + "reason": "Both refactor output handling, but one is `mobilenet_v1` and the other is `univnet`; distinct implementations." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (`mobilenet_v1` vs `upernet`); no shared code-path problem." + "reason": "Different model families (`mobilenet_v1` vs `upernet`); shared pattern is not enough to merge." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "`mobilenet_v1` and `depth_anything` are separate model code paths; same refactor theme only." + "reason": "`mobilenet_v1` and `depth_anything` are separate model-specific refactors, not one code-path issue." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "`mobilenet_v1` and `vision_encoder_decoder` are unrelated; not the same underlying change." + "reason": "These touch different composite-model code paths (`mobilenet_v1` vs `vision_encoder_decoder`)." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different models (`mobilenet_v1` vs `speech_encoder_decoder`); no mergeable duplicate relationship." + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are unrelated model paths; do not dedupe." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` and `univnet` are different model families; only the refactor pattern matches." + "reason": "`vision_text_dual_encoder` and `univnet` share the refactor motif only; the underlying changes are different." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different files and model architectures (`vision_text_dual_encoder` vs `upernet`); not the same concrete fix." + "reason": "Different model families and different forward signatures; not the same concrete bug/change." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "`vision_text_dual_encoder` and `falcon_mamba/mamba` are unrelated code paths." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Different model families (`vision_text_dual_encoder` vs `codegen`); shared output-tracing refactor is too broad to be a duplicate." + "reason": "`vision_text_dual_encoder` and `mamba/falcon_mamba` are distinct code paths with no mergeable overlap." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "`vision_text_dual_encoder` and `depth_anything` modify different model stacks; not the same change." + "reason": "These are separate model refactors (`vision_text_dual_encoder` vs `depth_anything`)." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are unrelated; same style of refactor, not same bug or PR." + "reason": "`univnet` and `upernet` are unrelated; same refactor framework, different changes." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families (`univnet` vs `falcon_mamba/mamba`); no shared concrete code path." + "reason": "Different model families (`univnet` vs `mamba/falcon_mamba`), so not a duplicate change." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "`univnet` and `depth_anything` are separate changes despite similar output-tracing cleanup." + "reason": "`univnet` and `depth_anything` are distinct model-specific output-tracing refactors." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "`upernet` and `falcon_mamba/mamba` are different subsystems; not mergeable as one fix." + "reason": "`upernet` and `mamba/falcon_mamba` are different architectures and code paths." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and `rwkv` are unrelated model implementations; only the refactor theme overlaps." + "reason": "`upernet` and `rwkv` are unrelated model implementations; not the same fix." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`falcon_mamba/mamba` and `codegen` fix different model code paths; similarity is superficial." + "reason": "Both are refactors, but `mamba/falcon_mamba` and `codegen` touch different model internals and are not mergeable into one PR." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different models (`timm_backbone` vs `codegen`) and different files; not the same underlying bug/change." + "reason": "`timm_backbone` and `codegen` are separate model paths with different output-tracing mechanics." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "`univnet` and `codegen` are unrelated; same output-tracing cleanup only." + "reason": "`univnet` and `codegen` are different models; similarity is only at the abstraction level." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "`upernet` and `codegen` are different code paths; not a duplicate change." + "reason": "`upernet` and `codegen` are unrelated concrete code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` are separate model implementations; not the same underlying change." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different model families (`depth_anything` vs `vision_encoder_decoder`); same refactor motif only." + "reason": "`depth_anything` and `vision_encoder_decoder` are different model families and different refactors." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "`depth_anything` and `speech_encoder_decoder` are separate code paths; not the same bug or feature." + "reason": "`depth_anything` and `speech_encoder_decoder` are separate code paths; do not merge." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` are unrelated model implementations." + "reason": "`depth_anything` and `superpoint` are unrelated model changes." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "`depth_anything` and `rwkv` are distinct model families; no duplicate fix." + "reason": "Different architectures (`depth_anything` vs `rwkv`), so not a duplicate." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` touch different model code paths; not mergeable as one PR." + "reason": "`depth_anything` and `dpr` are distinct model-specific refactors." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are different wrappers and code paths; only the refactor pattern is shared." + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are separate wrapper models with different implementations." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "`vision_encoder_decoder` and `superpoint` are unrelated; not the same underlying change." + "reason": "`vision_encoder_decoder` and `superpoint` are unrelated model code paths." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` are different model families; not duplicates." + "reason": "Different model families (`vision_encoder_decoder` vs `rwkv`); not the same concrete change." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "`vision_encoder_decoder` and `dpr` modify different code paths; similarity is only thematic." + "reason": "`vision_encoder_decoder` and `dpr` are distinct implementations and should not be deduped." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are unrelated model code paths." + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated model changes." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "`speech_encoder_decoder` and `rwkv` are separate models; not the same concrete fix." + "reason": "`speech_encoder_decoder` and `rwkv` are different code paths with no direct overlap." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` and `dpr` are different subsystems; no duplicate relationship." + "reason": "Different model families (`speech_encoder_decoder` vs `dpr`); same pattern, not same change." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are unrelated implementations; same refactor pattern only." + "reason": "`superpoint` and `rwkv` are different model implementations." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "`superpoint` and `dpr` touch different code paths; not the same bug/change." + "reason": "`superpoint` and `dpr` are separate model-specific refactors." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are different model families; do not collapse into one PR." + "reason": "`rwkv` and `dpr` are unrelated concrete code paths; not a duplicate PR." } ] }, @@ -16824,12 +17134,12 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "87479abdaf2a74f154d5b71d23bb4b43e11ac6a4ad5617e44a6d80e24385af86", + "prepared_review_unit_hash": "b43c81f7b139017747e9f7843f366957762537843d62813738e9ad83bcadf114", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 11071, + "serialized_chars": 11072, "estimated_input_tokens": 2768, "estimated_eval_tokens": 5792 }, @@ -16837,7 +17147,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 11071, + "serialized_chars": 11072, "estimated_input_tokens": 2768, "estimated_eval_tokens": 5792 }, @@ -16846,30 +17156,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three open PRs that each add a different model integration (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They overlap only in shared Transformers boilerplate and auto-registry/doc files, not in the underlying model or code path, so they are not duplicates.", - "confidence": 0.98, + "summary": "All three PRs are separate model-addition changes, not duplicates: PenguinVL, DeepSeek-OCR-2, and Voxtral TTS each introduce distinct model packages and docs, with only shared registration/boilerplate files in common.", + "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #45401 is the cleanest representative only in the sense that it is explicitly tied to issue 45027 and has a focused scope, but it is still a distinct Voxtral TTS model addition rather than a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions with different model directories, configs, modeling code, and tests (PenguinVL vs Voxtral TTS). Shared registry/docs updates are expected for any new model and do not indicate the same change." + "reason": "Different model families and codepaths: PenguinVL vs Voxtral TTS. Shared auto-registration/docs are boilerplate, not evidence of the same fix." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "These implement unrelated model integrations (PenguinVL vs DeepSeek-OCR-2). The overlap is limited to generic auto-registration and docs plumbing, which is not enough to treat them as the same PR." + "reason": "These add different models (PenguinVL vs DeepSeek-OCR-2) with different implementation files and tests; overlap is only in common Transformers integration points." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS are distinct model implementations with separate codepaths and tests. Similar framework scaffolding is incidental, so they should not be merged as duplicates." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model implementations; they touch similar framework wiring but do not fix the same underlying bug or change." } ] }, @@ -16899,12 +17209,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "3e6e27aa6a448edd5ef3ca66693e90ec03d598c522ff7f2bd67e3680357b7177", + "prepared_review_unit_hash": "2b7c861e4e1eeb9567ebcf05b8cf4a736329f200217639bb3719a95ea1ba7c08", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -16912,7 +17222,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -16921,18 +17231,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related by theme (kernel/module fusion) but they do not look like duplicate PRs. One introduces a new low-level Module Fusion API, while the other adds n-to-1 kernel fusion through KernelConfig and integration points in modeling/integrations code.", - "confidence": 0.87, + "summary": "These PRs are both about fusion, but they are not the same change: #44979 adds a new general Module Fusion API, while #45363 adds a specific n-to-1 KernelConfig-based fusion path and example. Related area, different concrete code paths and not mergeable as one PR.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45363 is the more representative cluster item because it implements the more concrete end-user feature set: KernelConfig-driven fusion wired into core loading/integration paths, plus an example. PR 44979 is a lower-level API scaffold for module fusion.", + "canonical_pr_reason": "#44979 is the broader, foundational fusion abstraction: it introduces `module_fusion.py` and tests for a general API rather than one specific kernel-config workflow.", "best_issue_reason": null, - "best_pr_reason": "PR 45363 is the best overall representative because it has the broader, more product-facing change set and clearer integration surface, whereas PR 44979 is primarily the foundational API layer.", + "best_pr_reason": "#44979 is the best representative of this cluster because it defines the general module-fusion mechanism; #45363 is a narrower implementation specific to `KernelConfig` and a particular fused pair.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Reject as duplicate: the PRs target different change scopes and code paths. 44979 adds a standalone Module Fusion API in a new file, while 45363 wires KernelConfig-based n-to-1 kernel fusion through modeling/integration code and an example. They may be complementary, but they are not the same concrete fix or mergeable duplicate." + "reason": "Different underlying changes: one adds a generic Module Fusion API, the other implements n-to-1 kernel fusion via `KernelConfig`. They share a theme but not the same concrete bug/feature." } ] }, @@ -16962,12 +17272,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "81a24774a51ba7b7ec74b2973a96490008e979b339ef8b5534b93f3f98409142", + "prepared_review_unit_hash": "af6b583c118706a28d728b19166608f253c256d6aeb711ff896b2fd4dd67fc47", "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 }, @@ -16975,7 +17285,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -16984,18 +17294,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the later PR also adds tests, so it is the more complete duplicate-candidate.", - "confidence": 0.97, + "summary": "These two PRs are near-identical fixes for the same AttributeError in `_patch_mistral_regex` / Mistral tokenizer pre-tokenizer handling, with the later PR adding tests and broader coverage.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45317 is the stronger canonical PR: it fixes the same bug as #45086 but also includes test coverage and appears to be the more complete version of the fix.", + "canonical_pr_reason": "PR #45317 is the stronger canonical PR because it contains the same core fix plus test coverage, making it the more complete implementation of the shared bug fix.", "best_issue_reason": null, - "best_pr_reason": "PR #45317 is the best overall representative because it addresses the same concrete bug with additional validation, while #45086 is a smaller earlier variant.", + "best_pr_reason": "PR #45317 is the best PR overall since it directly addresses the bug with the same code change and includes validation in tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same code path, same AttributeError fix, same target issue, and the second PR is just a more complete version with tests." + "reason": "Same underlying AttributeError in the same tokenizer code path; the diffs are effectively the same fix and could be merged as one PR." } ] }, @@ -17025,12 +17335,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "80316ef99041a814bb9552144ad0340fc485e79ef771d697f52377ec2c915992", + "prepared_review_unit_hash": "2ea8761e97f722ded8015a0337e7ae38bcfa94b6ad39d47476f56add37e682e4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5398, + "serialized_chars": 5397, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -17038,7 +17348,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5398, + "serialized_chars": 5397, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -17047,18 +17357,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two open PRs are related but not duplicates: one adds heterogeneous per-layer config support, while the other adds broader heterogeneous model/runtime support that builds on that foundation. They overlap in infrastructure, but they address different scopes and code paths.", - "confidence": 0.86, + "summary": "These are related but not duplicates: one PR introduces heterogeneous per-layer config support, while the other consumes that API to add heterogeneous model/caching behavior. They look like a foundation-and-follow-up pair, not the same underlying change.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader umbrella change: it includes cache/modeling/masking updates plus GPT OSS integration and tests, making it the clearest representative of the overall heterogeneous-model feature set.", + "canonical_pr_reason": "PR 45333 is the more foundational and self-contained change: it adds the per-layer heterogeneous config machinery that the modeling PR builds on.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the most complete and representative PR in this cluster, since it covers the end-to-end modeling/runtime support rather than just the config layer.", + "best_pr_reason": "PR 45333 is the best representative of the cluster because it defines the core config abstraction; PR 45332 is a downstream consumer that depends on it and spans broader model/cache behavior.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not the same concrete change. #45333 is config-only per-layer configuration support, while #45332 adds model/runtime handling on top of that. They should remain separate PRs and would not plausibly be merged into one duplicate fix." + "reason": "Reject: these target different layers of the feature. 45333 adds per-layer heterogeneous configuration support, while 45332 adds heterogeneous model/cache handling using that config. They share subsystem files, but they are not the same concrete code-path fix and would not cleanly collapse into one PR." } ] }, @@ -17088,7 +17398,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "ee755e34959b05cc003c30ff28d3bc1159ee2c45e62a08e22bb0b8a1720a6b99", + "prepared_review_unit_hash": "9cf3f9a9d88d6d5b2d3886e9b55b1ad7742c03a20648815bd38aa7fefbd94fed", "component_budget": { "node_count": 2, "item_count": 2, @@ -17110,18 +17420,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both typing-related PRs in transformers, but they address different scopes: one is a broad repo-wide type-checking sweep, the other is a focused typing cleanup around modeling_utils/PEFT. They are not the same underlying change.", - "confidence": 0.92, + "summary": "Both items are typing-focused PRs, but they target different levels of change: one is a broad type-checking sweep across many `src/transformers/*.py` files, while the other adds typing helpers/protocols for `modeling_utils` and PEFT integration. They are related, but not the same concrete change.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more self-contained change set: it adds typing protocols/aliases for modeling_utils and related PEFT integration, with a clear single purpose.", + "canonical_pr_reason": "No clear canonical PR: 45415 is a wide typing pass across many files, while 45425 is a narrower typing-API/helper update affecting a different slice of the codebase.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best representative for the cluster because it has a narrower, coherent typing objective and is less of a sweeping repository-wide cleanup.", + "best_pr_reason": "PR 45425 is the better representative of the cluster because it is more self-contained and concrete; 45415 is a broad sweep that is less suitable as the single canonical change.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-focused, but 45415 is a broad multi-file type-checking pass while 45425 is a targeted modeling_utils/PEFT typing refactor; they do not appear to fix the same concrete code-path problem and would not plausibly merge as one PR." + "reason": "Reject: both are type-checking related, but 45415 is a broad lint/type pass and 45425 introduces typing protocols/aliases for specific modeling/PEFT paths. They do not fix the same concrete bug/change and would not plausibly be merged as one PR." } ] }, @@ -17151,12 +17461,12 @@ "soft_pairs": [ "pull_request:45470|pull_request:45487" ], - "prepared_review_unit_hash": "483cef7dedc5d0ddad970e5774ae026987915b01ccf43260587ac71f587d83b9", + "prepared_review_unit_hash": "1ce3065828b8b7a05a0ce008641cc060cb85183a46d4f3895ac04bfb3b2d817d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4777, + "serialized_chars": 4778, "estimated_input_tokens": 1195, "estimated_eval_tokens": 2646 }, @@ -17164,7 +17474,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4777, + "serialized_chars": 4778, "estimated_input_tokens": 1195, "estimated_eval_tokens": 2646 }, @@ -17173,18 +17483,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates: one is a narrow test skip for SAM3 Lite Text flash-attn dispatch behavior, while the other is a multi-file model-parallel fix for AltCLIP/ChineseCLIP and related models. They touch different code paths and would not plausibly merge into one PR.", - "confidence": 0.96, + "summary": "These PRs are not duplicates: one only skips a SAM3 Lite text test due to a flash-attn dispatch mismatch, while the other fixes a model-parallel/device placement bug across AltCLIP and ChineseCLIP-related code paths. They touch different models and different failure modes.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45487 is the stronger canonical PR because it contains the actual functional fix across model code, whereas PR 45470 only adjusts a test expectation/skip for a specific SAM3 Lite Text case.", + "canonical_pr_reason": "PR #45487 is the stronger representative because it contains an actual cross-model code fix, whereas PR #45470 is only a test skip for a single model-specific mismatch.", "best_issue_reason": null, - "best_pr_reason": "PR 45487 is the best representative artifact for the cluster since it addresses a concrete runtime bug and spans the substantive code changes; PR 45470 is only a test-level workaround.", + "best_pr_reason": "PR #45487 is the most substantive and broadly representative change in the cluster; PR #45470 is a narrow test adjustment and not a code-path fix.", "soft_edge_verdicts": [ { "left": "pull_request:45470", "right": "pull_request:45487", "accept": false, - "reason": "Different problems and code paths: 45470 skips a flash-attn composite-model test in sam3_lite_text, while 45487 fixes model-parallel token_type_ids/device handling and related modules in AltCLIP/ChineseCLIP. Not the same underlying change." + "reason": "Different underlying problems: #45470 skips one SAM3 Lite flash-attn test, while #45487 fixes model-parallel device handling in AltCLIP/ChineseCLIP code. Not mergeable as one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 55b6139d014b96c1a963587127d03c930b3902be..83567582223a4117da62ac402f88f1e4423373b6 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260420t180040z", + "analysis_id": "hybrid-model-20260421t000044z", "archived_artifacts": { - "hybrid": "snapshots/20260420T180040Z/analysis-runs/hybrid-model-20260420t180040z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260420T180040Z/analysis-runs/hybrid-model-20260420t180040z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260421T000044Z/analysis-runs/hybrid-model-20260421t000044z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260421T000044Z/analysis-runs/hybrid-model-20260421t000044z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 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the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260421T000044Z/analysis-runs/hybrid-model-20260421t000044z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260421T000044Z/analysis-runs/hybrid-model-20260421t000044z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..b0264003c79ab2983fd57333aacede405ad1fd92 --- /dev/null +++ b/snapshots/20260421T000044Z/analysis-runs/hybrid-model-20260421t000044z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,17509 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260421T000044Z", + "generated_at": "2026-04-21T00:08:11Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 13, + "review_unit_index": 1, + 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model-loading failure (#16618) and the private-model auth/error-message issue (#15980). But the titles point to different concrete problems, so I would not merge them as duplicates. #13244 is unrelated.", + "confidence": 0.72, + "canonical_issue_reason": "#16618 is the broadest, most central report in the set: it describes a model-loading failure with a general user-facing symptom, whereas #15980 is a narrower auth/error-message case.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best representative issue for this cluster because it captures the general inability to load a model. #15980 is more specific and likely a distinct root cause; #13244 is unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "The Tapas tokenization mismatch is a different subsystem and problem type than a model-loading failure; no shared underlying bug is evident." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both concern loading models, but #15980 is specifically about a bad private-model/no-login error message while #16618 is a generic failure to load 'bert-base-uncased'; these do not clearly share the same root cause." + } + ] + }, + "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": 13, + "review_unit_index": 1, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45070", + "issue:45081", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45507" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:44509|issue:44512", + "issue:43638|issue:44805", + "issue:35545|issue:36010", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44805|issue:44918", + "issue:44661|issue:44805", + "issue:30277|issue:43638", + "issue:34634|issue:35545", + "issue:43596|issue:43638", + "issue:43975|issue:44457", + "issue:43039|issue:45161", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:43975|issue:45237", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:43828|issue:45161", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:44918|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:44292", + "issue:44292|issue:44918", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43716|issue:44918", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:43039|issue:44805", + "issue:34928|issue:36010", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:39290|issue:41720", + "issue:43039|issue:44560", + "issue:43866|issue:44863", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:45362|issue:45464", + "issue:43404|issue:43866", + "issue:43792|issue:45070", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:41093|issue:41762", + "issue:43296|issue:43366" + ], + "prepared_review_unit_hash": "13cea400d64671ff0736c54708b19757f67d074bd586fa223ef1281d1d6a0436", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46479, + "estimated_input_tokens": 11620, + "estimated_eval_tokens": 23496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many unrelated model-loading, docs, and training/runtime bugs are mixed together. The only clear duplicate pair is the DeepSpeed ZeRO-3 + BERT index-out-of-bounds reports (43596/43638).", + "confidence": 0.78, + "canonical_issue_reason": "issue:43596 is the broadest, clearest description of the only true duplicate pair in the cluster: the same DeepSpeed ZeRO-3/BERT index-0-out-of-bounds failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best representative issue because it names the underlying ZeRO-3/BERT loading bug in a more general way than the narrower non-pretrained-BERT wording.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures: config attribute error vs streaming chat/completions runtime failure." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Both mention dtype/GPU issues, but one is an image preprocessor/model mismatch and the other is an AMD GPU support failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch is a different concrete bug from the AMD GPU execution failure." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "GPT-OSS AMD GPU failure and GraniteMoEHybrid invalid-method call are different code paths." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime issue is not the same as the GPT-OSS AMD GPU failure." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export are unrelated failures." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export error and Qwen3Moe FP8 config failure are different bugs." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export failure and Qwen3 auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions in v5, but they reference different removed features (pipeline tasks vs run command)." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are index-related errors, but one is ZeRO-3/BERT loading and the other is a mask/tensor shape mismatch." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Model export to ONNX is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different failures: ZeRO-3/BERT out-of-bounds vs mask-shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask/tensor shape mismatch is not the same as GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping tooling bug and runtime mask-shape error are different issues." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "DeepSpeed collective mismatch is not the same bug as the BertModel ZeRO-3 index error." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset handling is unrelated to ModernBERT export." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same concrete ZeRO-3/BERT index-0-out-of-bounds failure; 43638 is just a narrower variant of 43596." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization bug and LoRA merge/save mismatch are different model behaviors." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy invocation and GPT-OSS tensor-parallel issues are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime failure is unrelated to LoRA merge/save inconsistency." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP recomputation mismatch is different from the mask-shape index error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both are DeepSpeed-related, but one is a weight dimensionality error and the other is a collective mismatch." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Detokenization bug and AMD GPU runtime failure are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3/BERT index error and GPT-OSS tensor-parallel failure are different bugs." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing mismatch and Trainer API signature change are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and GraniteMoEHybrid invalid-method call are different failures." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attribute error and mistral regex patch crash are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch is not the same as the GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch-version incompatibility is unrelated to the Qwen-3 NVFP4 runtime bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP/activation-checkpointing mismatch and auto device-map CUDA assert are different bugs." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "SFT-trainer embedding unpacking and GPT-OSS tensor-parallel issues are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they concern different removed CLI/pipeline surfaces." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Dtype mismatch and StopIteration in video loading are different problems." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image-preprocessor dtype mismatch is unrelated to SFT trainer embedding unpacking." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy and autocast dtype mismatch are different concrete code-path failures." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and custom Trainer loss-signature change are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy and mask-shape index error are different bugs." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpointing mismatch and GenerationMixin import error are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 loading failures, but the affected models and error contexts differ enough to treat them as separate bugs." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Duplicate of the docs-regression pair above; still different removed features, not one bug." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "return_all_scores docs mismatch is a different docs issue than the removed run command reference." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 sliding-window attribute error and Qwen3 auto device-mapping CUDA assert are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Both mention loading problems, but one is a corrupted checkpoint and the other is a model-implementation loading failure." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test load failure and corrupted checkpoint are different issues." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch compatibility and pydantic PretrainedConfig breakage are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both involve sliding_window, but the models/configs and reported failures are distinct." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask-length mismatch and ZeRO-3 Bert index error are different failure modes." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming inference API failure." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 lm_head tying bug is unrelated to the Ovis2 checkpoint corruption report." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure and pydantic config-field breakage are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped-mm torch dynamo tracing failure is unrelated to autocast dtype mismatch." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import error and Gemma3 sliding-window attribute error are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and non-template compilation error are different bugs." + }, + { + "left": "issue:43866", + "right": "issue:45161", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Test-time model loading failure is not the same as a corrupted checkpoint." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 Bert loading error and GPT-OSS tensor-parallel issue are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen-3 NVFP4 failure are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Image-preprocessor dtype mismatch is unrelated to the Qwen-3 NVFP4 runtime problem." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error and SFT trainer embedding unpacking are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy issue and SFT trainer embedding unpacking are different code paths." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but they affect different model families and are not clearly the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Docs mention of return_all_scores is a different documentation regression than the removed run command." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Same as above: distinct model-specific runtime failures." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Same as above: dtype/autocast bug versus tensor-parallel bug." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy and video StopIteration are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different failure modes; not a duplicate." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Same as above: version incompatibility versus model runtime failure." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tooling failure in add-new-model-like is unrelated to the runtime mask-shape error." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Mask-shape mismatch and Gemma3 ZeRO-3 loading error are different issues." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are distinct requests/issues." + }, + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Duplicate of the earlier Qwen3.5 pair: different runtime surfaces, not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted duplicate pair, 43596/43638, is well supported by the titles as the same ZeRO-3/BERT index-out-of-bounds failure, and the rest of the rejections do not overclaim equivalence from superficial similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 2, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:36331", + "issue:39186", + "issue:39290", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43742", + "issue:43828", + "issue:43866", + "issue:43873", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45070", + "issue:45161", + "issue:45399", + "issue:45464", + "issue:45507" + ], + "soft_pairs": [ + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:44661|issue:45464", + "issue:43541|issue:44589", + "issue:39290|issue:43742", + "issue:43054|issue:43994", + "issue:41093|issue:43596", + "issue:42915|issue:43541", + "issue:39186|issue:44918", + "issue:40990|issue:44960", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:44530|issue:45005", + "issue:44863|issue:45005", + "issue:43873|issue:45005", + "issue:42915|issue:45399", + "issue:44360|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:44492|issue:44512", + "issue:43950|issue:44534", + "issue:44292|issue:45507", + "issue:43644|issue:43950", + "issue:43828|issue:44928", + "issue:39692|issue:43054", + "issue:43866|issue:44403", + "issue:41553|issue:43883", + "issue:44560|issue:45507", + "issue:36331|issue:41762" + ], + "prepared_review_unit_hash": "c418c0343b49b02c7d73268d7e92222c81977d4a33fe81667db69af1d7de56a5", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37561, + "estimated_input_tokens": 9391, + "estimated_eval_tokens": 19038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "One clear duplicate cluster emerged around the non-persistent-buffer regression in Transformers 5.x; the other soft pairs are only loosely related by subsystem/model family and should stay separate.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43644 is the earlier, broader report of the same non-persistent-buffer corruption regression in v5; issue:43950 reads like a later, more specific description of that bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best canonical issue here because it is the clearest broad description of the regression and already appears to be the anchor for a follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both are v5 config-related regressions, but one is a StableLmConfig field issue and the other is a generic PretrainedConfig/pydantic change; not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 quantization OOM and tied-weight translation-model bugs are different failure modes with different code paths." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Same broad Qwen3-MoE area, but one is a torch dynamo/grouped_mm tracing error and the other is a tensor-parallel support problem." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and streaming chat/completions failure are unrelated symptoms in different execution paths." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected init-empty-weights constructor argument vs. pydantic field breakage are distinct regressions." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF/gpt-oss architecture support and Qwen3.5 streaming inference are unrelated issues." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling is not the same concrete bug as the StableLmConfig/pydantic regression." + }, + { + "left": "issue:44661", + "right": "issue:45464", + "accept": false, + "reason": "Tokenizer-mapping failure while adding a model is unrelated to a Qwen3.5 streaming inference error." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and missing Float8 storage lookup are different bugs." + }, + { + "left": "issue:39290", + "right": "issue:43742", + "accept": false, + "reason": "Both are model-loading issues, but Gemma3 sliding-window/vLLM and MobileLLM key errors are not the same defect." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2 output quality, but one is a text-embedding regression and the other is a broader AutoModel/pipeline result complaint; not enough to treat as the same concrete bug." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but the shapes/stacks differ and the reported loading paths are different." + }, + { + "left": "issue:42915", + "right": "issue:43541", + "accept": false, + "reason": "Both touch MoE/advanced execution, but FineGrainedFP8Config failure and dynamo grouped_mm failure are separate issues." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight runtime error and TRL SFT unpacking failure are unrelated training bugs." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different symptoms; no indication of the same root cause." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both involve tied weights, but one is a model-specific lm_head tying bug and the other is a broader translation-model v5 issue." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model notebook initialization and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight translation-model behavior." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and translation-model tied weights are different problems." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is not the same issue as tied weights." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FP8 Qwen3MoE failure and flash-attn fallback checks are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer/relu discussion and a docs-only run-command typo are not the same bug." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL embedding unpacking failure and GraniteMoEHybrid invalid method calls are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Detokenization regression and NVFP4 model-run failure are separate issues." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed-run-command docs are both documentation-level but not the same change." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "These describe the same non-persistent-buffer corruption regression in Transformers v5, just with slightly different wording." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and GraniteMoEHybrid invalid method are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same regression: v5 mishandles non-persistent buffers during load/init; the later issue is a more specific restatement." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both are model/training failures, but autocast dtype mismatch and 3D position_ids-induced gradient explosion are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs example problems and SigLIP2 text-embedding quality regression overlap in model family, but not in the same concrete defect." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and generic loading noise are not the same underlying issue." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging and missing all_tied_weights_keys are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3-vl embedding video StopIteration and GraniteMoEHybrid invalid method calls are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer keyword-argument breakage and Gemma3 ZeRO-3 loading IndexError are different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The duplicate cluster selection is well grounded: issue:43644 and issue:43950/44534 all describe the same non-persistent-buffer corruption regression in Transformers v5.x, with 43644 plausibly serving as the earlier, broader canonical issue. The other pair decisions are conservative and consistent with the packet titles; I didn\u2019t see unsupported overreach." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 3, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:41093", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43278", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43854", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44589", + "issue:44661", + "issue:44863", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45520" + ], + "soft_pairs": [ + "issue:43872|issue:44589", + "issue:41553|issue:43881", + "issue:38175|issue:43054", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:43881|issue:43883", + "issue:44403|issue:44451", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:43782|issue:44960", + "issue:42491|issue:44368", + "issue:41762|issue:42915", + "issue:43975|issue:44451", + "issue:45020|issue:45356", + "issue:44661|issue:45020", + "issue:43824|issue:43872", + "issue:43054|issue:43278", + "issue:44991|issue:45399", + "issue:43792|issue:44220", + "issue:43827|issue:44509", + "issue:45081|issue:45399", + "issue:43404|issue:43950", + "issue:42915|issue:45020", + "issue:43257|issue:43866", + "issue:43742|issue:45399", + "issue:43742|issue:45020", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43854|issue:44863", + "issue:41553|issue:44488", + "issue:43257|issue:45305", + "issue:36331|issue:41093" + ], + "prepared_review_unit_hash": "99a8b66b2a033b53fd9c4c80f4a5b04e0e299d793c251a92af4bec4ebc32a1d1", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38578, + "estimated_input_tokens": 9645, + "estimated_eval_tokens": 19546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue reports with a few tight duplicate subpairs. The strongest true duplicates are the SigLIP2 discrepancy reports, the v5 docs/pipeline-removal reports, and the `_is_hf_initialized` / `init_empty_weights` loading regression reports; most other pairs are only broadly related and should stay separate.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43827 is the cleanest canonical for its subcluster: it matches 44509 on the same removed v5 pipeline docs problem with essentially the same fix scope.", + "canonical_pr_reason": null, + "best_issue_reason": "There is no strong single global canonical across the full set because the items span many unrelated bugs; 43827 is only the best representative of one small exact-duplicate subcluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are load-time incompatibilities, but one is bitsandbytes `_is_hf_initialized` handling and the other is a Float8 storage lookup failure; different root causes." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and different failure modes: Voxtral tokenizer messaging vs GLM-4v loading failure." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "One is zero probabilities for SigLIP2, the other is degraded SigLIP2 text embeddings; related model family but not the same concrete bug." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "LoRA gradient checkpointing behavior and int4 CUDA reserved-memory OOM are different training regressions." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both point to the same SigLIP2 implementation discrepancy versus the reference/original behavior, with the same user-visible embedding quality problem." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "A model load failure and a missing `all_tied_weights_keys` attribute are different issues." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise and a specific ScandiBERT tokenizer/model load failure are not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "PEFT/gradient-checkpointing behavior is distinct from Qwen3 MoE memory usage." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote code, but one is missing fields from `AutoConfig`, while the other is a broader regression across remote-code models." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression and a Python 3.13 flash-attn import key error are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Two different model-loading complaints; one is generic noise, the other is a specific model load failure." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL `weight_only=True` loading and GLM5 are different model-specific failures." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility for qwen3_moe across versions is not the same as the `tie_word_embeddings` warning." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 weight loading and Qwen3 MoE fine-grained FP8 failure are separate code paths." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "Different bugs: detokenization mismatch vs inability to load a specific checkpoint." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code regressions are too broad here; Kimi-K2.5 tokenizer codec/warning behavior is a distinct tokenizer issue." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "`add-new-model-like` tokenizer mapping failure is not the same as general remote-code breakage." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing Qwen2.5-VL and the bitsandbytes `_is_hf_initialized` regression are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:43278", + "accept": false, + "reason": "SigLIP2 embedding quality and an embedding dtype change during evaluate are different symptoms and code paths." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for est-roberta and flash-attn fallback blocking are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio/Whisper-adjacent, but the titles do not establish the same concrete bug or code path." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same documentation regression: v5 still references removed pipeline tasks in the summarization/translation docs." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "A Mistral regex patch crash and flash-attn fallback logic are different problems." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Untied `lm_head` weights in Mistral3 and silent corruption of non-persistent buffers are unrelated regressions." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FP8 training failure is not the same as broad remote-code compatibility regressions." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and Ovis2 checkpoint corruption are different issues." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key errors and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM loading failure is not the same as the remote-code regression." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Voxtral AutoTokenizer messaging and est-roberta tokenizer loading failure are different model-specific issues." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 loading failures for Qwen models, but the model variants and missing-weight patterns are too different to treat as one concrete bug from titles alone." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` / `init_empty_weights` incompatibility: one reports the bitsandbytes param TypeError directly, the other reports the same root regression while loading models in transformers 5.x." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "A custom trainer keyword-argument API break and a tensor mask shape mismatch are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different model families; no shared concrete bug is evident from the titles." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Voxtral tokenizer error handling and a separate model load failure for `cjvt/sleng-bert` are not the same issue." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Qwen3 MoE weight-conversion/loading behavior and DeepSpeed+GAS gradient averaging are distinct training regressions." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3 MoE FP8 training and the bitsandbytes `_is_hf_initialized` loading regression are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44291", + "accept": false, + "reason": "Importing Qwen2.5-VL and loading models with `init_empty_weights` hit different failure paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft edges are well-supported by the titles: 43827\u219444509 is the same v5 docs/pipeline-removal regression, and 43872\u219444291 is the same `_is_hf_initialized` / `init_empty_weights` incompatibility. The SigLIP2 pairing is also plausible from the titles alone. The remaining verdicts are appropriately cautious and do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 4, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41093", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43872", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45084", + "issue:45313", + "issue:45325", + "issue:45357" + ], + "soft_pairs": [ + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:43872|issue:45084", + "issue:43366|issue:43828", + "issue:24643|issue:30064", + "issue:43366|issue:43531", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:43366|issue:44589", + "issue:43950|issue:45325", + "issue:44560|issue:44918", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:42617|issue:43366", + "issue:38175|issue:43994", + "issue:43646|issue:43950", + "issue:44560|issue:44805", + "issue:36010|issue:42915", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44877|issue:45030", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:45313|issue:45357", + "issue:42491|issue:43720", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:43708|issue:44075" + ], + "prepared_review_unit_hash": "20427bd52618cc4515e67739f30236e7aa4057d413bc9f6b5b799ab1c2f66af7", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36648, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed set of unrelated transformer/model-loading issues; only a few pairs look like true duplicates. The clearest duplicate groups are the two non-persistent-buffer regressions, the two custom-model-initialization regressions, and the two generic mask-shape IndexError reports.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43644 is the clearest, most specific regression report in the set and has an almost identical companion (issue:44534), making it the best anchor for the duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Strong representative issue: concrete regression, easy to understand, and tightly scoped to a known broken code path rather than a broad feature request or model-specific anecdote.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same generic mask/tensor shape-mismatch IndexError; titles describe the same failure mode with only placeholder dimensions differing." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen video-related, but they point to different models and different symptoms; not enough evidence of the same underlying bug." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Completely different model families and failure types: Qwen3.5 PagedAttention/linear_attention vs NemotronH checkpoint loading." + }, + { + "left": "issue:43872", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated problems: a bitsandbytes constructor incompatibility vs a template-node compilation error." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "One is GGUF/gpt-oss support, the other is a Phi MoE dtype mismatch under autocast; different code paths." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-shape RuntimeError and void segmentation map processing are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different issues in the Qwen/GGUF space; one is architecture support, the other is a sliding-window bug." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and different runtime failures: Bamba torch.compile/SDPA vs Qwen3.5 flash-attention position-id handling." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same Transformers 5.0 custom-model-initialization regression; the notebook report is a specific reproduction of the broader initialization breakage." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Different bugs: GGUF support request vs missing Float8 storage type during loading." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Non-persistent buffer corruption and Qwen2.5-VL rope-index scaling are separate loading/position-id issues." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen video/embedding flows, but the reported failures and affected trainers/models are different." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Importing a missing class is not the same as meta-device loading breakage across some models." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different root causes: FineGrainedFP8Config on Qwen3Moe vs meta-device loading regressions." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3D parallel launch failure is unrelated to GGUF support for gpt-oss." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is zero probabilities and the other is docs/example mismatch plus quantization failure; not the same concrete bug." + }, + { + "left": "issue:43646", + "right": "issue:43950", + "accept": false, + "reason": "Custom model initialization and non-persistent buffer corruption are different Transformers 5.x regressions." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Video StopIteration on Qwen3-VL embedding is unrelated to the generic mask-shape IndexError." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Importing GenerationMixin and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO-3/Bert index error is unrelated to TOKENIZER_MAPPING_NAMES handling." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Same as above: different loading path and different failure mode." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Different config-validation regressions affecting different model types." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "device_map/offload loading failure and mmap OOM avoidance are not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical titles describing the same Transformers v5 non-persistent-buffer corruption regression." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "SigLIP2 inference oddities and documentation/example errors are different issues." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5, but one is ZeRO-3 weight loading and the other is save_pretrained visual-encoder key saving." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different problems: Qwen3_moe LoRA compatibility across versions vs BitNet packed-weight loading." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-load failures, but there is no evidence they share the same root cause or code path." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 is not the same issue as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps accounting and SGD args not being used are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The three accepted soft pairs are supported by near-identical or clearly matching titles, and the rejections generally avoid conflating similar model families with different failure modes. No obvious overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 5, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44661", + "issue:44683", + "issue:44743", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406" + ], + "soft_pairs": [ + "issue:43854|issue:43931", + "issue:41720|issue:42915", + "issue:43856|issue:43873", + "issue:45362|issue:45406", + "issue:42491|issue:45276", + "issue:39692|issue:43994", + "issue:44488|issue:44991", + "issue:43257|issue:43854", + "issue:44661|issue:44683", + "issue:43856|issue:44387", + "issue:42915|issue:44756", + "issue:43644|issue:43645", + "issue:42491|issue:43931", + "issue:42491|issue:43856", + "issue:43404|issue:43454", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:44164|issue:44291", + "issue:41720|issue:44155", + "issue:44402|issue:44488", + "issue:43873|issue:44387", + "issue:39692|issue:44960", + "issue:44387|issue:44756", + "issue:43425|issue:43957", + "issue:44292|issue:44912", + "issue:44291|issue:44756", + "issue:42947|issue:43381", + "issue:43854|issue:45216", + "issue:45276|issue:45292", + "issue:44743|issue:44960", + "issue:43381|issue:44928", + "issue:43957|issue:44756", + "issue:44164|issue:44756", + "issue:43646|issue:43708", + "issue:44479|issue:44877", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:43257|issue:44863", + "issue:43425|issue:43828", + "issue:43828|issue:43957" + ], + "prepared_review_unit_hash": "9694aa72093ad27d0e65bb721d14912864be05bc4efdfb297ebc56e5457ba5c6", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39805, + "estimated_input_tokens": 9952, + "estimated_eval_tokens": 20160 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, with two clear duplicate subclusters: a resize_token_embeddings/output_embeddings regression set and an lm_head weight-tying regression set. The remaining pairs look like separate model-, runtime-, or version-specific bugs and should stay split.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45292 is the broadest description of the resize_token_embeddings regression and can serve as the canonical anchor for the 45276/45335 duplicate subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45292 is the most generic and reusable report among the clear duplicates, with the widest scope across model variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and failure modes; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen-family failures, but with different triggers and code paths." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Different memory/offload problems; no concrete shared bug." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Unrelated models and errors; one is chat, the other is processor loading." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA checkpoint compatibility issue vs resize_token_embeddings regression." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs/example issue and the other is runtime output corruption." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Separate tokenizer-loading failures for different models." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading problems; no shared concrete code-path bug." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Unrelated areas: tokenizer mapping vs compiled attention on torch 2.9+." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but the underlying bugs are different." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different subsystems: FP8 config failure vs mmap/OOM on Strix Halo." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5 regressions, but not the same failure." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different models and symptoms; not a duplicate." + }, + { + "left": "issue:42491", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpoint compatibility is unrelated to Qwen3 MoE memory use." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": true, + "reason": "Same underlying bug: lm_head weights are not tied, causing garbage generation in two model variants." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings propagation bug affecting different model variants." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin vs Whisper pipeline return_language regression." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Different save/load failures with no shared root cause." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen device-mapping crash vs AudioFlamingo3 track leakage; unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab mismatch vs tokenizer/model loading failure on a different model." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization/offload issue vs increased reserved memory OOM; too different." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/runtime bug vs unrelated GLM5 issue." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Different memory-related bugs in different loading paths." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility vs meta-device loading regression." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization formats and different load failures." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Different gradient-checkpointing issues: inefficiency vs eval-mode restriction." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different Qwen/Gemma regressions with different symptoms." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings bug; 45292 is the generic form of the same failure." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated recurrent-state bug vs GLM5 issue." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Different gradient-checkpointing and RLHF instability problems." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-loading failure vs mmap/OOM workaround request; unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state save/load bug vs mmap/OOM issue." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization regression vs Trainer resume_from_checkpoint step calculation." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression vs strict config loading failure." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings regression across model families." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Different tokenizer/model loading issues." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model init vs save/from_pretrained extra_state handling." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different Qwen3 MoE loading problems and likely different code paths." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch compatibility issue vs autocast dtype mismatch; unrelated." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Different model/runtime failures with no shared concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the two accepted duplicate subclusters are supported by the issue titles (resize_token_embeddings/output_embeddings and lm_head weight-tying), and the remaining soft-edge rejections stay conservative given the different models, triggers, or subsystems. The choice of issue:45292 as the canonical anchor is reasonable because it is the broadest resize_token_embeddings report among the related items." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 6, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42947", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45161" + ], + "soft_pairs": [ + "issue:44589|issue:44756", + "issue:43906|issue:44530", + "issue:43931|issue:44863", + "issue:39404|issue:44912", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:44265|issue:44898", + "issue:43299|issue:43931", + "issue:43901|issue:44509", + "issue:44479|issue:44805", + "issue:43596|issue:44683", + "issue:43994|issue:44079", + "issue:44589|issue:45084", + "issue:44671|issue:44991", + "issue:43856|issue:44756", + "issue:40990|issue:42947", + "issue:43425|issue:44918", + "issue:39404|issue:44671", + "issue:36032|issue:43452", + "issue:44991|issue:45081", + "issue:32090|issue:39404", + "issue:43582|issue:43632", + "issue:43957|issue:44164", + "issue:44488|issue:45081", + "issue:44164|issue:44479", + "issue:40990|issue:43421", + "issue:43425|issue:45161", + "issue:43883|issue:44488", + "issue:43611|issue:43644", + "issue:44488|issue:44987", + "issue:44206|issue:44220", + "issue:42947|issue:44756", + "issue:43716|issue:45084", + "issue:34567|issue:40444", + "issue:43883|issue:44991" + ], + "prepared_review_unit_hash": "d8c846cdf09e707c830f204a83a5cb94c3483a3964216054680ab3b175c9a2fe", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38483, + "estimated_input_tokens": 9621, + "estimated_eval_tokens": 19498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issue reports; only the audio-feature pair looks like a plausible duplicate. The rest span different models, subsystems, and failure modes, so I rejected them conservatively.", + "confidence": 0.34, + "canonical_issue_reason": "If forced to pick one issue anchor, 43611 is the best standalone canonical because it is a broad, concrete Transformers v5 regression report and the clearest general triage target among otherwise unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the strongest issue candidate overall: broad regression wording, clear failure mode, and likely to attract related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: a Float8 storage/type error versus an Apple Silicon mmap/OOM workaround." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Unrelated code paths: an isolated reproduction of another issue versus a Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Both are loading failures, but for different models and different symptoms (shape mismatch vs unsupported NemotronH checkpoint loading)." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language-return regression is unrelated to GPT-OSS MXFP4 quantization fallback." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both mention v5 breakage, but one is base_model_prefix loading and the other is custom-model notebook initialization; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch-version incompatibility is not the same as a Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different subsystems: Qwen3.5 cache group-type crash versus tokenizer template compilation error." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to Perceiver image classification interpolation handling." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is a v5 loading regression and the other is a checkpoint shape mismatch; not clearly the same defect." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they cover different pipeline API removals and do not look like the same issue." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "A video-input regression for specific VL models is not the same as a generic mask/tensor shape IndexError." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO3/BertModel indexing failure is unrelated to compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Possible overlap in output handling, but one is a Siglip2 bad-results report and the other is a ModelOutput key-assignment bug; too indirect to merge." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup error and template-node compilation error are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and EST-Roberta tokenizer loading failure are different bugs." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency is not the same as Strix Halo mmap OOM avoidance." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on GPT-OSS and gradient-checkpointing ineffectiveness with LoRA are different training/evaluation problems." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version compatibility is unrelated to Qwen3.5 embedding unpacking in TRL SFTTrainer." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper return_language pipeline regression is unrelated to CamemBERT masked-LM prediction errors." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-token attribute conflict and gguf_file loading breakage are different tokenizer/model-loading bugs." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-loading failures: EST-Roberta incompatible tokenizer loading versus Mistral regex patch crashing on backend_tokenizer access." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper pipeline language output." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon caching allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." + }, + { + "left": "issue:43957", + "right": "issue:44164", + "accept": false, + "reason": "Meta-device model loading and save/from_pretrained extra_state handling are distinct failures." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Generic model-loading failure for cjvt/sleng-bert and Mistral tokenizer regex patch crash do not look like the same issue." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "extra_state save/load handling and v5.3.0 video-input regression are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "GPT-OSS perplexity issue and runtime special-token post-processor update bug are different concerns." + }, + { + "left": "issue:43425", + "right": "issue:45161", + "accept": false, + "reason": "Torch compatibility is not the same as GPT-OSS MoE tensor-parallel loading behavior." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys on MolmoForCausalLM is not the same as a specific tokenizer/model loading failure." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffer initialization; too different to merge." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading failures for different checkpoints and versions; no clear shared bug." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same audio feature-extraction path around _torch_extract_fbank_features; one names the unsupported center argument and the other is the function-level failure report." + }, + { + "left": "issue:42947", + "right": "issue:44756", + "accept": false, + "reason": "LoRA/gradient checkpointing inefficiency is unrelated to Strix Halo mmap OOM mitigation." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch and tokenizer template compilation error are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token-count tracking and Qwen2.5-VL iterable-dataset multi-image failure are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and EST-Roberta tokenizer loading failure are different model-specific problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The one accepted soft pair (44206/44220) is plausibly the same audio feature-extraction bug, while the rest are reasonably rejected as different models, subsystems, or failure modes. The issue-anchor choice is also defensible from the titles alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 7, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:41553", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43531", + "issue:43540", + "issue:43541", + "issue:43582", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43819", + "issue:43825", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507" + ], + "soft_pairs": [ + "issue:43644|issue:43646", + "issue:43643|issue:44530", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:43317|issue:43482", + "issue:36032|issue:42915", + "issue:43452|issue:43482", + "issue:43262|issue:43377", + "issue:42915|issue:44530", + "issue:39404|issue:43825", + "issue:44849|issue:45325", + "issue:45084|issue:45507", + "issue:36032|issue:43645", + "issue:43404|issue:44466", + "issue:44987|issue:44991", + "issue:43646|issue:44534", + "issue:43994|issue:44610", + "issue:43377|issue:43819", + "issue:43645|issue:44534", + "issue:44403|issue:45081", + "issue:43322|issue:43540", + "issue:44451|issue:45081", + "issue:45216|issue:45357", + "issue:44220|issue:44683", + "issue:44265|issue:44610", + "issue:43632|issue:44756", + "issue:42915|issue:45084", + "issue:41553|issue:43582", + "issue:44987|issue:45081", + "issue:43404|issue:45127", + "issue:43296|issue:43531", + "issue:44062|issue:44987", + "issue:44479|issue:45325", + "issue:42915|issue:44291" + ], + "prepared_review_unit_hash": "bb80ec6f68a65719b93adc4c505c7895e0acfdd9aff0b43b558081fe49988893", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37381, + "estimated_input_tokens": 9346, + "estimated_eval_tokens": 18948 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose cluster of Transformers v5/v5.x regression reports. A few pairs look like true duplicates, but most are only broadly related by subsystem or model family. I\u2019ve tightened the tokenizer-loading call: 44987/44991 is related, but not conservative enough to mark duplicate from the packet evidence alone.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43646 is still the best umbrella representative: it\u2019s a broad, user-facing v5 regression around custom model initialization, making it a reasonable anchor for the mixed initialization/loading subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the strongest single issue to keep as the cluster anchor because it is broad, concrete, and representative of the v5 regression flavor in this set, unlike the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Related v5 initialization regressions, but the symptoms differ: non-persistent buffer junk vs custom model initialization." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Different code paths and failures: missing AutoConfig fields with trust_remote_code versus a PagedAttentionCache/linear_attention crash." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they target different models and the packet does not show a shared root cause." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated failures: grouped_mm tracing in Mixtral versus a non-template-node compilation TypeError." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Both involve loading, but one is dequantized device-map offload and the other is a Qwen2.5-GGUF/v5 load failure." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict versus Qwen3Moe FineGrainedFP8Config failure; clearly different bugs." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both mention GGUF/loading, but the failures are different concrete bugs and the packet gives no shared root cause." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Different components and behavior: audio chat-template sampling-rate default vs MIMI encoder padding-mask inconsistency." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different Qwen-family failures with different mechanisms: FP8 config handling versus invalid group type in PagedAttentionCache." + }, + { + "left": "issue:39404", + "right": "issue:43825", + "accept": false, + "reason": "Both are pipeline-related, but one is Whisper return_language behavior and the other is an error-message regression." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model families and different bugs: output_hidden_states behavior versus still-image rope-index scaling." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Distinct failures: template compilation TypeError versus GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token conflicts are unrelated to notebook-based custom model initialization failures." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Related to tied weights, but one is a specific Mistral3 tie bug and the other is inconsistent serialization by device." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "The packet only shows broad tokenizer-loading similarity across different models (physical-intelligence/fast vs EMBEDDIA/est-roberta), not enough evidence of the same underlying bug." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": true, + "reason": "These describe the same v5 regression about non-persistent buffers being filled with junk, with slightly different wording/version framing." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different problems: nonsensical SigLIP2 outputs versus an OmDet-Turbo processor/model size mismatch." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different audio/codec bugs: missing padding-mask support in MIMI versus DAC.from_latents not matching forward due to missing STE." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization in notebooks is a different bug from the non-persistent buffer initialization regression." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "One is vague loading noise/logging; the other is a concrete Mistral regex patch crash from missing backend_tokenizer." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both affect vision/video loading, but one is a Llava Next segmentation fault and the other is a Qwen3OmniMoe video ValueError." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different models and failure modes: ScandiBERT tokenizer load failure versus Mistral regex patch crash." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression, with the later issue reporting the continued incorrect visual encoder key serialization." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different low-level failures: _torch_extract_fbank_features versus compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to the OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "One is a v5 internal flag regression; the other is mmap OOM avoidance on Strix Halo." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to the template compilation TypeError." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error messaging for Voxtral versus an Apple Silicon TypeError in caching_allocator_warmup; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer load failure for EMBEDDIA/est-roberta is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied weights, but one is a missing tie in Mistral3ForConditionalGeneration and the other is LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and a Qwen3-MoE sliding_window issue are distinct model/runtime bugs." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument conflict is a tokenizer construction bug, not the same as the est-roberta tokenizer loading regression." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen visual/video regressions, but they describe different concrete bugs." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FineGrainedFP8Config failure and unexpected _is_hf_initialized during init_empty_weights are different initialization paths and errors." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Overall summary is reasonable, but the soft-edge verdict for issue:44987 vs issue:44991 is too assertive for the packet. The two issues are about different models (physical-intelligence/fast vs EMBEDDIA/est-roberta) and the packet does not provide evidence they share the same root cause, only that both are tokenizer-loading failures. That is broad relatedness, not a conservative duplicate call. Because of that overstatement, I can\u2019t accept the cluster as reviewed." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 8, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43742", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43828", + "issue:43856", + "issue:43881", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491" + ], + "soft_pairs": [ + "issue:40990|issue:44811", + "issue:36032|issue:43742", + "issue:43611|issue:44534", + "issue:43317|issue:43856", + "issue:42915|issue:44589", + "issue:40444|issue:45325", + "issue:43531|issue:44877", + "issue:43632|issue:44534", + "issue:44683|issue:45020", + "issue:43421|issue:44568", + "issue:36032|issue:41720", + "issue:43818|issue:45357", + "issue:43425|issue:44403", + "issue:43792|issue:44589", + "issue:44403|issue:44991", + "issue:44829|issue:45479", + "issue:33666|issue:40444", + "issue:44079|issue:44534", + "issue:43377|issue:45491", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:44291|issue:44589", + "issue:43749|issue:44079", + "issue:43644|issue:44079", + "issue:44079|issue:45072", + "issue:44265|issue:45072", + "issue:43632|issue:45072", + "issue:43531|issue:44291", + "issue:40444|issue:45381", + "issue:42175|issue:43296", + "issue:41720|issue:45081", + "issue:45325|issue:45381", + "issue:43611|issue:43646", + "issue:43881|issue:44488", + "issue:43828|issue:44683" + ], + "prepared_review_unit_hash": "7233caba22fc3362737a614b6436a733106431443a0a9142dc670c82494a1452", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38147, + "estimated_input_tokens": 9537, + "estimated_eval_tokens": 19330 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated Transformers/model-loading regressions. The only clear duplicate-like subclusters are the Transformers v5 _is_hf_initialized/init_empty_weights reports and the Qwen2.5-VL position-id regression reports; most other soft edges should be rejected.", + "confidence": 0.77, + "canonical_issue_reason": "Among the near-duplicates, issue 43632 is the clearest canonical for the _is_hf_initialized/init_empty_weights regression; however, the overall cluster is too mixed for one true canonical issue to cover everything.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the broadest umbrella for the overall theme of recent-version breakages, but it is still not a clean duplicate of most items in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Different models and failures: perplexity on GPT-OSS vs Whisper decode behavior." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer init conflict vs MobileLLM loading key error; unrelated code paths." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer corruption." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map/offload loading bug vs Qwen3 MoE training memory usage; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both involve float8/quantization-adjacent failures, but the reported symptoms and likely code paths differ." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is multi-image IterableDataset training and the other is position-id scaling for still images." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior vs strict config loading for granite_speech are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions: _is_hf_initialized/init_empty_weights versus junk-filled non-persistent buffers." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Torch >=2.9 compiled flex_attention failure is separate from recent-version remote_code loading breakage." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both tokenizer-related, but one is runtime post-processor updating and the other is add_special_tokens behavior." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer attribute conflict vs Qwen3 device-mapping cuda assert; no shared bug." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA tower/weights issue and Qwen3.5 save_pretrained key regression are distinct." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version compatibility vs loading noise; not the same underlying problem." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and float8 storage lookup error are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise vs tokenizer loading failure for EMBEDDIA/est-roberta; different issues." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both concern degenerate classification behavior, but the triggers and failure modes differ." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL multi-image dataset loading are different requests/failures." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment bug vs non-persistent buffer junk are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both mention batching/padding, but MIMI encoder mask support and Gemma3 NaN embeddings are different code paths." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image IterableDataset failure." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading and Llama4Config pad_token_id are separate model/config regressions." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized TypeError is unrelated to Float8 storage resolution." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are different subsystems." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer initialization and ModelOutput key handling are not the same bug." + }, + { + "left": "issue:44079", + "right": "issue:45072", + "accept": false, + "reason": "ModelOutput key assignment and bfloat16 dtype mismatch are unrelated failures." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export / torch_compilable_check failure is separate from bfloat16 inference dtype mismatches." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized/init_empty_weights regression is not the same as the bfloat16 dtype mismatch report." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and init_empty_weights/_is_hf_initialized bug are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL vision issues, but multi-image training and video position-id computation are different bugs." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Missing TensorFlow extra dependency and PaddleOCR-VL loading in vLLM are unrelated package/model issues." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen2.5-VL position-id computation regression in transformers 5.3.0, affecting still-image and video paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. Most soft edges are rejected for distinct symptoms/code paths, and the only accepted duplicate pair (45325/45381) is reasonably supported by the shared Qwen2.5-VL position-id regression theme." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 9, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43454", + "issue:43482", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43632", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43957", + "issue:43994", + "issue:44164", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44683", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45406" + ], + "soft_pairs": [ + "issue:43994|issue:44898", + "issue:43454|issue:44466", + "issue:44387|issue:44617", + "issue:42915|issue:43482", + "issue:43792|issue:43957", + "issue:43526|issue:43883", + "issue:43701|issue:45325", + "issue:43262|issue:43746", + "issue:43317|issue:43873", + "issue:34634|issue:35707", + "issue:44291|issue:44877", + "issue:43881|issue:44991", + "issue:43606|issue:44265", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:43632|issue:44164", + "issue:35707|issue:41720", + "issue:43377|issue:44898", + "issue:44610|issue:45325", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43454|issue:43550", + "issue:39692|issue:40444", + "issue:43749|issue:44534", + "issue:43296|issue:44991", + "issue:43296|issue:44877", + "issue:44466|issue:45357", + "issue:43792|issue:44683", + "issue:43454|issue:43720", + "issue:41720|issue:43322", + "issue:41720|issue:44977", + "issue:43404|issue:45357", + "issue:44423|issue:45406", + "issue:44186|issue:45072" + ], + "prepared_review_unit_hash": "ff6b1336dc6880ec37d0e8f5970c02b974d1abe904b45df7be534b662c318f5b", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37965, + "estimated_input_tokens": 9492, + "estimated_eval_tokens": 19240 + }, + "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 spanning model loading, quantization/offload, multimodal processors, and serialization regressions. I don\u2019t see any true duplicate pair among the soft candidates, so all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a clear duplicate anchor for the cluster; if one must be chosen, issue 43606 is the most concrete and narrowly scoped reproducible failure (device mismatch during CPU offload).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43606 is the strongest representative because it describes a specific runtime failure with a clear code path and environment trigger, making it the cleanest candidate to anchor triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both touch vision model behavior, but one is a SigLIP2 pipeline/output quality report and the other is a Perceiver resolution/interpolate_pos_encoding failure; different models and failure modes." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied lm_head weights, but one is AyaVision-specific missing tying and the other is device-dependent save_pretrained serialization; related theme, not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "One is int4 quantization memory growth/OOM in Transformers 5.x, the other is Sam3Video CUDA OOM; no shared concrete code path." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different problems: FineGrainedFP8Config failure for Qwen2.5-Moe versus GGUF loading failure for Qwen2.5 in v5." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device loading regression are distinct issues with different triggers and model paths." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Molmo missing all_tied_weights_keys." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch during resume is unrelated to Qwen2.5-VL rope/index temporal scaling." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat template sampling-rate default and GraniteSpeech PEFT checkpoint loading are different subsystems and failures." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offload/quantization, but one is dequantized model loading with device_map=auto and the other is a broader offloading regression; not the same bug." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument from init_empty_weights is unrelated to strict config rejection for granite_speech." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different components entirely: glm-4v-9b model loading versus tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch is not the same as torch.export/export failing on torch_compilable_check." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to export-time torch_compilable_check failures." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Device mismatch during offload and DAC.from_latents mismatch with missing STE are different code paths and different models." + }, + { + "left": "issue:43632", + "right": "issue:44164", + "accept": false, + "reason": "_is_hf_initialized flag breakage and save/from_pretrained extra_state handling are separate serialization/regression issues." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation inputs_embeds issue is unrelated to Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batched-vs-single padding-mask bug is unrelated to Perceiver image resolution handling." + }, + { + "left": "issue:44610", + "right": "issue:45325", + "accept": false, + "reason": "OmDet-Turbo processor/model size mismatch is unrelated to Qwen2.5-VL rope index temporal scaling." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Different models and failures: MIMI padding-mask output divergence versus OmDet-Turbo processor resolution mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision lm_head tying/serialization is unrelated to dtype mismatches in SwitchTransformers and TimmWrapperModel." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied lm_head weights bug is unrelated to Bamba-9B-v2 torch.compile SDPA failure." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc example errors and Qwen2.5-VL finetuning with IterableDataset are both multimodal, but they are different bugs with different roots." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP_CPU_RAM_EFFICIENT_LOADING breakage and non-persistent buffer junk in v5 are separate loading/state-management regressions." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "PaddleOCR-VL vLLM load failure is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL loading failure and strict granite_speech config rejection are not the same issue." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both concern serialization, but one is lm_head weight tying/device dependence and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper-large-v2 runtime failure is unrelated to compiled flex_attention breaking on torch >= 2.9." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision tied-weight bug is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Llava Next segmentation fault are distinct runtime failures." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Auto device mapping assert and flash-attention generation failure affect different code paths and symptoms." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 lm_head tying bug is unrelated to Qwen3.5 visual encoder key serialization." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching crash from multimodal input handling is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer/padding crashes and bfloat16 dtype mismatches are different bugs in different layers." + } + ] + }, + "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": 13, + "review_unit_index": 10, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:33357", + "issue:34567", + "issue:35707", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:42994", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43388", + "issue:43482", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44292", + "issue:44361", + "issue:44479", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44991", + "issue:45059", + "issue:45161", + "issue:45406", + "issue:45464" + ], + "soft_pairs": [ + "issue:34567|issue:40990", + "issue:43526|issue:43881", + "issue:43873|issue:44756", + "issue:43577|issue:43708", + "issue:42617|issue:42915", + "issue:44877|issue:44991", + "issue:43550|issue:43720", + "issue:44610|issue:44898", + "issue:44479|issue:44918", + "issue:44186|issue:44610", + "issue:36331|issue:42915", + "issue:36331|issue:42617", + "issue:42994|issue:43482", + "issue:44671|issue:44743", + "issue:43316|issue:44913", + "issue:42915|issue:43317", + "issue:43550|issue:43606", + "issue:41720|issue:42617", + "issue:43531|issue:43572", + "issue:44292|issue:44479", + "issue:41720|issue:45161", + "issue:44186|issue:44361", + "issue:43540|issue:43782", + "issue:43388|issue:45059", + "issue:41720|issue:43873", + "issue:45406|issue:45464", + "issue:42915|issue:43322", + "issue:36010|issue:42617", + "issue:36331|issue:41720", + "issue:44514|issue:44545", + "issue:33357|issue:35707", + "issue:41720|issue:43746", + "issue:43606|issue:43720" + ], + "prepared_review_unit_hash": "2d58c681a32653a20e996bcc7df5b1c7cdad34e98e406a0c52c3a5e4762dbc54", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36769, + "estimated_input_tokens": 9193, + "estimated_eval_tokens": 18642 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is still mostly heterogeneous. The only strong link is the very close near-duplicate pair 44514/44545 about `Qwen2_5_VLProcessor.apply_chat_template` crashing on batched input with `padding=False`; the rest are unrelated bugs or at most broad-theme matches.", + "confidence": 0.87, + "canonical_issue_reason": "No single cluster-wide canonical issue is justified because the items span many unrelated bugs. If one issue must anchor the cluster, 44514 is the best representative for the close 44514/44545 near-duplicate pair: it is earlier and has the clearer title/body for the shared batched-input crash.", + "canonical_pr_reason": null, + "best_issue_reason": "44514 is the best issue to represent the only strong duplicate-like pair in the cluster because 44545 is a very close near-duplicate of it, and 44514 is the earlier, cleaner report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Different subsystems and failure modes: TrainerState token accounting vs perplexity evaluation." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Unrelated model/component bugs: BeitImageProcessor label reduction vs glm-4v load failure." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention offload/memory, but the concrete bugs differ: quantized offloading behavior vs mmap OOM mitigation." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Different areas entirely: BLIP2 dtype propagation vs trainer resume/max_steps calculation." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "No shared code-path problem; one is a parallel script failure and the other a Qwen3Moe FP8 config issue." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading/config issues, but for different components and models; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different concrete failures: torch.compile with SDPA in Bamba vs packed-weight unpacking during accelerate loading in BitNet." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both involve image sizing, but the affected models and failure mechanisms differ too much to be the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Different regressions: video-input handling in Qwen multimodal models vs input-embedding unpacking with TRL SFT trainer." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer batching/padding crash vs processor output size mismatch; not the same issue." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer signature regression vs Qwen3Moe FP8 loading failure." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "No shared underlying bug; trainer API change vs 3d_parallel script failure." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Both touch quantization/serialization, but one is saving quantized models and the other is loading GGUF under v5." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Masked-LM prediction regression vs recurrent-state reset in modular_qwen3_5 cache handling." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config serialization discrepancies, but for different config fields and model families." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both involve loading/offload, but one is FP8 Qwen3Moe and the other is dequantized GPU+CPU offload." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Device/runtime problems in different models and paths; not the same failure." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Different model/runtime issues: auto device mapping cuda assert vs inability to run a parallel script." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different model/config bugs with no shared code-path." + }, + { + "left": "issue:44292", + "right": "issue:44479", + "accept": false, + "reason": "Distinct Qwen problems: NVFP4 runtime error vs video-input regression." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both mention GPT/Qwen MoE, but one is auto device mapping on A800 and the other is tensor-parallel support for GPT-OSS MoE." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Tokenizer batching crash vs MLuke task AttributeError; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different multimodal Qwen failures and different code paths." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering bug vs SAM3 PCS text/bbox behavior; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43873", + "accept": false, + "reason": "Different bugs despite both involving loading/placement; no shared concrete code-path." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different components: serve-time Gemma4Processor attribute error vs streaming chat/completions failure on Qwen3.5-0.8B." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Both are load/runtime crashes, but in different models and with different failure modes." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Import error for GenerationMixin vs a separate script execution issue." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer custom loss API regression vs Qwen3 device-mapping crash." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Very close near-duplicate reports: same `apply_chat_template` batched-input `padding=False` crash, with only minor wording/title differences." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Both involve Qwen/GPT-style model loading, but the concrete issues are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Different offload-related bugs in different models and loading paths." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The soft-edge verdicts look conservative overall, but the writeup overstates the evidence for 44514/44545: the packet supports a very close near-duplicate, not an exact duplicate pair. Because the summary and canonical/best-issue rationale rely on that stronger claim, I can\u2019t accept it as grounded as written." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 11, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:30064", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43606", + "issue:43645", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479" + ], + "soft_pairs": [ + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:44368|issue:45357", + "issue:44492|issue:44509", + "issue:43606|issue:43653", + "issue:44625|issue:45479", + "issue:43421|issue:43927", + "issue:34634|issue:41720", + "issue:44898|issue:45072", + "issue:43782|issue:45381", + "issue:44451|issue:44991", + "issue:34567|issue:35707", + "issue:44062|issue:44451", + "issue:42886|issue:44843", + "issue:44077|issue:44625", + "issue:43421|issue:43653", + "issue:43381|issue:43844", + "issue:43531|issue:44589", + "issue:44918|issue:44936", + "issue:44987|issue:45042", + "issue:43994|issue:44671", + "issue:39692|issue:44610", + "issue:43421|issue:44186", + "issue:43596|issue:44220", + "issue:43531|issue:43645", + "issue:45081|issue:45356", + "issue:43746|issue:45381", + "issue:45183|issue:45479", + "issue:39692|issue:43873", + "issue:44220|issue:44661" + ], + "prepared_review_unit_hash": "4f988a3466035fb2e16070c07c526a3fd4cea9d801b80760c3d27cb39fc64408", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36954, + "estimated_input_tokens": 9239, + "estimated_eval_tokens": 18734 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of model, tokenizer, and documentation regressions. Only one clear duplicate pair stands out around HF_HUB_OFFLINE tokenizer loading; the rest are too model- or symptom-specific to merge confidently.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 44843 is the clearest, most specific representative of the tokenizer/offline-loading bug class: it names the exact code path (_patch_mistral_regex -> model_info) and the failing HF_HUB_OFFLINE behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44843 is the best single issue to keep because it pinpoints the concrete failure mode and likely fix location, making it the strongest anchor for this cluster slice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Different subsystems and failures: image segmentation map processing vs BarkProcessor voice preset handling." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated bugs: torch.compile/SDPA behavior in Bamba versus tokenizer special-token registration in BigBirdTokenizer." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Both involve warnings/config tweaks, but one is about tie_word_embeddings during LoRA training and the other is a save_pretrained regression in Qwen3.5 vision keys." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache-strategy docs is not the same underlying issue as obsolete pipeline-task documentation." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different model/runtime failures: CPU offload device mismatch versus tokenizer mask-token registration." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both mention classification config, but one is Qwen3.5 config propagation and the other is a generic loss bug for num_labels=1; not the same concrete defect." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both touch token/config metadata, but one is runtime post-processor updating and the other is save/load token ID loss causing generation IndexError." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Bark voice_preset and Qwen3 auto device mapping crashes are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different issues in different model families: image-size handling for Perceiver versus dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Separate Qwen multimodal bugs with different code paths: weight_only loading versus video vision_position_ids." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they affect different models and do not point to the same underlying bug." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-flag construction error is not the same as ScandiBERT tokenizer loading failure." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same offline-tokenizer loading bug: 44843 identifies the concrete _patch_mistral_regex/model_info path that explains 42886's HF_HUB_OFFLINE cache failure." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init validation and Qwen3.5 num_labels propagation are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve special tokens, but one is post-processor refresh logic and the other is missing mask-token registration; not the same concrete defect." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing and ZeRO-3 gradient blow-up are different training behaviors with different causes." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window and Float8 storage lookup errors are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: SFT input-embedding unpacking versus evaluate() after train()." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different model-loading problems: physical-intelligence/fast regression versus PIL image processor torchvision dependency." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model-specific output bugs; one concerns SigLIP2 inference, the other CamemBERT masked LM predictions." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision docs/model-processor mismatches, but they affect different models and different expected input sizes/causes." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer special-token post-processing and LayoutLMv2 NER padding/truncation crashes are not the same issue." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed ZeRO-3/BertModel index error and audio fbank extraction failure are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to Jupyter custom-model initialization in Transformers 5.0.0." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention fix_mistral_regex, but one is an AttributeError crash in the patch helper while the other is a Kimi-K2.5 codec-handling regression; too different to treat as one duplicate." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "PEFT local-checkpoint loading and Qwen2.5-VL video position IDs are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error messaging and degenerate loss for num_labels=1 are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and quantized offloading behavior are different problem classes." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction failure and add-new-model-like tokenizer-mapping failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The writeup is grounded in the packet and stays conservative overall. The only accepted soft-edge pair is well-supported by the shared HF_HUB_OFFLINE/tokenizer-loading path, and the rejected pairs mostly distinguish different models or code paths without overclaiming duplication. No mergeability issues apply here because this is an issue-cluster review, not a PR-pair merge decision." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 12, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:40444", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44561", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381" + ], + "soft_pairs": [ + "issue:43540|issue:44008", + "issue:43746|issue:43873", + "issue:40444|issue:43746", + "issue:43618|issue:43697", + "issue:43716|issue:44008", + "issue:44843|issue:45081", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:43335|issue:43756", + "issue:44062|issue:44488", + "issue:30064|issue:36010", + "issue:43421|issue:44811", + "issue:44186|issue:44898", + "issue:43550|issue:45072", + "issue:43540|issue:45381", + "issue:43577|issue:43818", + "issue:43550|issue:43927", + "issue:43643|issue:44877", + "issue:43577|issue:43582", + "issue:43531|issue:43643", + "issue:43782|issue:44977", + "issue:43644|issue:43749", + "issue:44448|issue:44671", + "issue:44561|issue:45020", + "issue:43653|issue:43819", + "issue:44821|issue:45084", + "issue:43825|issue:43994", + "issue:43550|issue:43819", + "issue:44186|issue:44442", + "issue:43825|issue:43827" + ], + "prepared_review_unit_hash": "515277295d884e5480577cf5ebdcb072b7387fe5fc9e40c8493eca339169b9ee", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36278, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is thematically related to Transformers regressions, but the proposed pairs are mostly different bugs across different models/subsystems. I would not merge any of the soft-edge candidates as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45020 is the broadest representative of the recent v5 / `remote_code` regression class and is the best umbrella-style issue in this set, though the cluster is still fairly heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest issue to anchor triage because it is open, broad, and captures the recurring recent-version breakage theme better than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different models and failure modes: Qwen3OmniMoe video input processing vs Gemma 3n variable-name collision." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "One is PEFT/local checkpoint loading for GraniteSpeech; the other is quantization/offloading behavior." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to GraniteSpeech local checkpoint loading." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions regression and RTDetrV2 output drift are different model-specific issues." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch is unrelated to the Gemma 3n forward-pass attribute collision." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch Mistral regex handling, but one is offline model_info access and the other is a backend_tokenizer attribute crash." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC.from_latents/STE mismatch are unrelated code paths." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token decode issue is unrelated to BitNet accelerate-loading unpacking." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Smollm3 RoPE-layer drop are separate configuration bugs." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument duplication is not the same bug as loading cjvt/sleng-bert." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation-map processing and a GenerationMixin import error are completely different failures." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processor updates and Whisper batch_decode skip_special_tokens behavior are different tokenizer issues." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 NER/padding crashes and Perceiver non-default-resolution failures are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile/SDPA breakage in Bamba is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both involve video inputs, but they affect different Qwen model families and likely different position/masking logic." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype-loading bug is unrelated to Video-LLaVA missing temporal attention and weight-sharing concerns." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA failure and DiaConfig save/load token-ID loss are unrelated bugs." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "trust_remote_code missing fields and strict config blocking granite_speech config are different config-loading problems." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype propagation and Apple Silicon caching_allocator_warmup TypeError do not share a code path." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and trust_remote_code config field loss are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen-family issues, but one is a from_pretrained weight_only error and the other is flash-attention generation behavior." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization and FSDP CPU RAM efficient loading are different loading regressions." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model regressions: Pegasus output drift vs CamemBERT masked-LM prediction errors." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both concern recent-version remote_code breakage, but they are not the same concrete failure; one is FX availability, the other is broader model loading regressions." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC latent conversion are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors are different subsystems entirely." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "pipeline translation messaging and SigLIP2 output quality are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile SDPA failure is unrelated to DAC.from_latents/forward mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and AutoTokenizer loading FastSpeech2ConformerTokenizer are separate tokenizer issues." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an incorrect pipeline error message; the other is outdated docs still referencing pipeline()." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an incorrect pipeline error message; the other is outdated docs still referencing pipeline()." + } + ] + }, + "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": 13, + "review_unit_index": 13, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42175", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43638", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43906", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44485", + "issue:44509", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45406", + "issue:45488" + ], + "soft_pairs": [ + "issue:43650|issue:43906", + "issue:41720|issue:44991", + "issue:30064|issue:36331", + "issue:44805|issue:44936", + "issue:45081|issue:45406", + "issue:42175|issue:45081", + "issue:43606|issue:45072", + "issue:44610|issue:45072", + "issue:43782|issue:45325", + "issue:44485|issue:44509", + "issue:34634|issue:36010", + "issue:44060|issue:44368", + "issue:43720|issue:45072", + "issue:43262|issue:43819", + "issue:43582|issue:44857", + "issue:43749|issue:44291", + "issue:43653|issue:44671", + "issue:43526|issue:43697", + "issue:43526|issue:44554", + "issue:43653|issue:44912", + "issue:43454|issue:43577", + "issue:44568|issue:45488", + "issue:34634|issue:36331", + "issue:43452|issue:44991", + "issue:43638|issue:44936", + "issue:43746|issue:44811", + "issue:43257|issue:43329", + "issue:44589|issue:45042" + ], + "prepared_review_unit_hash": "d6f79a5577496fc46241c45f51f0aacbd7b4d0988acc84ebff4fb434f2f5dd39", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 36084, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This looks like a false-positive cluster: the issues span unrelated bugs in tokenizers, trainers, quantization, multimodal processors, loading, and docs. I don\u2019t see any pair that clearly describes the same underlying fixable bug, so no soft edge should be accepted.", + "confidence": 0.96, + "canonical_issue_reason": "No true canonical duplicate stands out; if one issue must anchor the cluster, issue 45081 is the best representative because it is a concrete runtime crash with multiple inbound references and a specific code path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45081 is the strongest standalone candidate to keep because it is specific, reproducible, and currently active, but it is not actually a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Unrelated: one is a generic data request, the other is an isolated reproduction of a separate upstream bug." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different subsystems and failures: device-mapping CUDA assert vs tokenizer loading regression." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map handling is unrelated to CustomTrainer loss signature changes." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape mismatch during indexing is a different failure from trainer.evaluate() breaking after train()." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are processor/tokenizer crashes, but they affect different models and different missing attributes/code paths." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend dependency issue is unrelated to a Mistral tokenizer patch crash." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch in Bark is not the same bug as bfloat16 dtype mismatches in other models." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor output resolution mismatch is a different concrete problem than dtype inconsistency." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL load-time weight_only failure and Qwen2.5-VL rope-index scaling are different model-specific issues." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset failure is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but one is a wrong weight tie and the other is a config warning during LoRA fine-tuning." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading in BitNet is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to DAC latent reconstruction mismatch." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and CUDA AMP loss crash are different platform-specific bugs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both concern loading, but FSDP RAM-efficient loading and init_empty_weights/_is_hf_initialized are distinct code paths and failures." + }, + { + "left": "issue:43653", + "right": "issue:44671", + "accept": false, + "reason": "BigBird mask-token decoding and CamemBERT masked-LM prediction regressions are different tokenizer/model issues." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction bug is unrelated to RTDetrV2 output differences." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Image label reduction bug and MPS attention correctness issue do not share the same code path." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration issue is unrelated to MXFP4 quantization loading behavior." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying failure and BLIP2 dtype propagation are separate model-loading bugs." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and tokenization behaviors; not the same bug." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Bark voice_preset and CustomTrainer compute_loss signature are entirely unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file support/loading regression is not the same as the EMBEDDIA tokenizer-loading failure." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO3/BERT index error is unrelated to evaluate-after-train behavior." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed is unrelated to missing video-branch helpers in multimodal token counting." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and PIL backend torchvision dependency 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": 2, + "component_count": 13, + "review_unit_index": 14, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:33357", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44938", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45356", + "issue:45357", + "issue:45381" + ], + "soft_pairs": [ + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:36010|issue:43645", + "issue:43257|issue:43696", + "issue:39692|issue:44912", + "issue:43819|issue:43927", + "issue:43262|issue:44811", + "issue:43720|issue:44610", + "issue:43550|issue:44912", + "issue:44568|issue:45356", + "issue:42175|issue:44938", + "issue:43749|issue:44756", + "issue:43531|issue:45042", + "issue:43329|issue:44479", + "issue:36010|issue:36331", + "issue:43257|issue:43931", + "issue:43329|issue:43450", + "issue:43257|issue:43756", + "issue:43577|issue:45072", + "issue:43452|issue:43582", + "issue:43697|issue:45357", + "issue:41720|issue:43540", + "issue:44479|issue:45381", + "issue:44291|issue:45042", + "issue:42915|issue:43742", + "issue:43540|issue:44560", + "issue:44062|issue:44991", + "issue:43927|issue:44912", + "issue:43540|issue:44479", + "issue:42915|issue:44821", + "issue:33357|issue:34567" + ], + "prepared_review_unit_hash": "f3a12a7d78a8ae62bb07c3684fffa92707181e71abd55ece3cd591c1ac64eccc", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37095, + "estimated_input_tokens": 9274, + "estimated_eval_tokens": 18804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports with a small, coherent Qwen video-input regression subgroup. One soft edge looks like the same underlying regression; the rest are distinct model-specific bugs or unrelated failures.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 44479 is the broadest umbrella for the only clearly recurring theme here: Qwen video-input regressions in v5.3.0 across several model families.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the most representative user-facing report in the cluster, with the widest scope and the clearest regression framing among the related video issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different failures: GLM load/test issue vs Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero-probabilities and OmDet-Turbo processor size mismatch are unrelated bug types." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Importing GenerationMixin and Jupyter custom model init are separate compatibility problems." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to GPT-oss CUDA OOM." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 docs/model mismatch vs git-oss MXFP4 loading fallback are different issues." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent/forward mismatch and DiaConfig save/load token ID loss are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default and Whisper batch_decode special-token handling are different code paths." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet accelerate-loading unpacking bug and OmDet-Turbo image size bug do not match." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and git-oss MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer problems, but they affect different models and different tokenizer behavior." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Missing TensorFlow in extras install and Python 3.14 import failure are unrelated packaging/runtime issues." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap OOM are separate memory/loading problems." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window and PIL backend torchvision dependency regression are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video paths, but one is a specific undefined-variable bug in token counting while the other is a broader Qwen video regression; too speculative to merge." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "GenerationMixin import failure and compute_loss signature breakage are unrelated API regressions." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MOE weight conversion and Qwen3-VL weight-shape mismatch are different loading bugs." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined variables in multimodal token counting vs batched video processor shape mismatch are not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE weight conversion and Smollm3 RoPE-layer drop are unrelated model-specific issues." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "BLIP2 dtype propagation and SwitchTransformers/TimmWrapper bfloat16 dtype mismatches are distinct." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer/gguf_file loading and Apple Silicon warmup TypeError are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 visual encoder save_pretrained regression are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Qwen3OmniMoe video ValueError are different failure modes." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same v5.3.0 Qwen video-input regression family; 45381 is a narrower symptom report about wrong vision_position_ids." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized TypeError and PIL backend torchvision dependency regression are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and MobileLLM key error are separate loading issues." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input bugs, but on different Qwen model families with different symptoms; not enough to treat as one fix." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken duplicate special flag and tokenizer loading failure for est-roberta are different tokenizer bugs." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token ID persistence and git-oss MXFP4 loading fallback are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Related video-input area, but Qwen3OmniMoe ValueError is not the same concrete regression as the broader Qwen2.5/Qwen3 video-input issue." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure and AutoImageProcessor-from-URL failure are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error on CLIP model and TrainerState token counting not updating are entirely unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet: the broad Qwen video-input regression issue is a reasonable canonical choice, and the accepted soft edge (44479 \u2194 45381) looks like the same bug family. The remaining verdicts are conservative and the summary does not overclaim beyond the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 15, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43646", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43824", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44561", + "issue:44589", + "issue:44704", + "issue:44792", + "issue:44821", + "issue:44843", + "issue:44898", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45325", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479" + ], + "soft_pairs": [ + "issue:42175|issue:43824", + "issue:42175|issue:44488", + "issue:45137|issue:45405", + "issue:43906|issue:45381", + "issue:43526|issue:45479", + "issue:38175|issue:44898", + "issue:43582|issue:43782", + "issue:28282|issue:34689", + "issue:44484|issue:44704", + "issue:36010|issue:42175", + "issue:43742|issue:44291", + "issue:43646|issue:43749", + "issue:43493|issue:43994", + "issue:28282|issue:29127", + "issue:43643|issue:45375", + "issue:43756|issue:45325", + "issue:44062|issue:45081", + "issue:44291|issue:44821", + "issue:43452|issue:44488", + "issue:34567|issue:36331", + "issue:44792|issue:44964", + "issue:43688|issue:43749", + "issue:43742|issue:44589", + "issue:44514|issue:45290", + "issue:43452|issue:43577", + "issue:43643|issue:44561", + "issue:45042|issue:45081", + "issue:43531|issue:44821", + "issue:44514|issue:45381", + "issue:43697|issue:45216", + "issue:43452|issue:44843" + ], + "prepared_review_unit_hash": "62709e333fcbaea1f749a763216799943edcb6c7872eacbeb4e89862cb091ab4", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37300, + "estimated_input_tokens": 9325, + "estimated_eval_tokens": 18906 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous false-positive similarity matches. The only pair that looks like the same underlying bug is the two SigLIP2 reports, both about incorrect outputs for `google/siglip2-base-patch16-224` / HF-vs-JAX behavior.", + "confidence": 0.64, + "canonical_issue_reason": "`issue:43493` is the best canonical issue candidate for the one likely duplicate pair because it points to the underlying SigLIP2 implementation discrepancy, while `issue:43994` reads more like the downstream symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:43493` is the strongest issue to keep as the representative report: it is specific, root-cause-oriented, and covers the same SigLIP2 failure mode seen in `issue:43994`.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Different problems: TensorFlow backend packaging vs a specific Qwen2.5-VL import error." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Package/backend install issue is unrelated to a model-loading failure for `cjvt/sleng-bert`." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and a PEFT version pin regression are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Unclear relation: one is an isolated repro of an older issue, the other is a Qwen2.5-VL video position-id bug." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Beit image-label reduction and zero-loss sequence classification are different code paths and symptoms." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both involve vision models, but the failure modes differ: bad probabilities vs Perceiver resolution handling." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3VL `weight_only=True` loading." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch-missing ImportError and Llama 3.2 Vision loading breakage are different underlying issues." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Save shard-size behavior and `AutoProcessor` kwarg forwarding are not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "`GenerationMixin` import failure is unrelated to TensorFlow backend installation." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Model key lookup failure and `_is_hf_initialized` argument error are different loading bugs." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model init breakage and FSDP CPU RAM efficient loading are distinct regressions." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 problem: `google/siglip2-base-patch16-224` behaves incorrectly in HF compared with the original implementation / expected outputs." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import error is unrelated to LayoutLMv3 box validation messaging." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention config-field handling, but they are not clearly the same concrete bug or same failing code path." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different models and different RoPE/position-id issues." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizers `AddedToken` argument conflict is unrelated to `_patch_mistral_regex` backend-tokenizer access." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "`init_empty_weights` loading error and `AutoImageProcessor` URL loading are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "GGUF loading bug and a specific model-load failure are not the same issue." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer token-count tracking and `compute_loss` signature change are different trainer issues." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus test failure and Phi-4 multimodal loading failure are different problems." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM loading are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Model key error and missing `Float8_e4m3fnStorage` are different failures." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat-template crashes, but the triggers and likely code paths differ." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF tokenizer/model loading and BLIP2 dtype propagation are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve `trust_remote_code`, but one is missing fields in `AutoConfig` and the other is a removed helper breaking remote-code models." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL backend torchvision requirement and Mistral regex crash are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and URL-based image-processor loading are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is chat-template batching and the other is video vision-position-id calculation." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output regression and Qwen3.5 checkpoint save regression are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Same as above: related model family, but different concrete bugs and code paths." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "GGUF loading failure and offline `model_info()` call in Mistral regex patch are different tokenizer/loading bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft-edge pair, issue:43493 vs issue:43994, is plausibly the same SigLIP2 failure mode, while the other pair verdicts are appropriately cautious false negatives." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 16, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:38175", + "issue:40444", + "issue:41720", + "issue:41762", + "issue:43122", + "issue:43295", + "issue:43329", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45325", + "issue:45356", + "issue:45440" + ], + "soft_pairs": [ + "issue:44625|issue:44877", + "issue:43819|issue:44811", + "issue:43720|issue:44898", + "issue:43653|issue:44568", + "issue:43688|issue:45440", + "issue:41762|issue:44936", + "issue:44464|issue:44743", + "issue:44466|issue:45005", + "issue:43295|issue:45356", + "issue:24643|issue:29127", + "issue:41720|issue:43906", + "issue:40444|issue:44811", + "issue:43525|issue:43643", + "issue:44361|issue:44442", + "issue:44843|issue:44991", + "issue:38175|issue:43295", + "issue:43577|issue:43697", + "issue:43653|issue:44361", + "issue:44479|issue:44936", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:30064|issue:33666", + "issue:28282|issue:35141", + "issue:43122|issue:43906", + "issue:44977|issue:45356", + "issue:44464|issue:44977", + "issue:43531|issue:43742", + "issue:43577|issue:44554", + "issue:43653|issue:43927", + "issue:43329|issue:45325", + "issue:44479|issue:44625" + ], + "prepared_review_unit_hash": "34854e51f77c1afa678dcc5fc363eb9703ccfd7847e3f882ca27dae5e55ed0a4", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36791, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 + }, + "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 broad themes like tokenizers, configs, or multimodal models, but they do not describe the same underlying bug or fix path. I would reject all proposed duplicate edges and treat this as an overbroad similarity cluster rather than a true duplicate set.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue fits the cluster well; the items span unrelated bugs across tokenizer loading, config propagation, multimodal processing, training, and serialization.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue exists because none of the artifacts are close enough to serve as a representative duplicate target for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both involve configs, but one is about Qwen3.5 num_labels propagation and the other about granite_speech strict config loading; different bug and code paths." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent conversion mismatch and Whisper batch_decode skip_special_tokens behavior are unrelated model/decoder bugs." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading under accelerate and Perceiver image classification with interpolate_pos_encoding are different failures in different subsystems." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but one is BigBird mask-token registration and the other is mDeBERTa BOS/EOS addition; not the same underlying defect." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE-related, but one is auxiliary-loss normalization and the other is DeepSeekV3 implementation divergence; distinct bugs." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure and trainer.evaluate after train are unrelated training/runtime issues." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is a generation/compile issue, while recurrent state reset in qwen3_5 is a cache logic bug." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is serialization/device-dependent lm_head.weight behavior and the other is translation-model tied-weight issues in v5; not the same concrete bug." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "One is a processor.tokenizer regression with images in v4.57.5, the other is Kimi-K2.5 tokenizer codec/regex handling in v5.4.0." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed weight dimensionality error and LayoutLMv3 box-validation messaging are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and an isolated reproduction of another issue are not the same bug." + }, + { + "left": "issue:40444", + "right": "issue:44811", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure and Whisper batch_decode special-token handling affect different pipelines." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Llama4Config missing pad_token_id and AutoConfig trust_remote_code losing fields are related to config metadata, but not the same failure mode or fix." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and FastSpeech2ConformerTokenizer loading failure are different tokenizer-specific issues." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info() call in _patch_mistral_regex and est-roberta tokenizer loading failure have different causes and code paths." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and processor.tokenizer/image regression are unrelated model behavior vs API regression bugs." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype propagation and RTDetrV2 output drift in v5 are separate model correctness issues." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird mask-token registration and MLukeTokenizer task failure are distinct tokenizer problems." + }, + { + "left": "issue:44479", + "right": "issue:44936", + "accept": false, + "reason": "Qwen v5.3 video-input regression and trainer.evaluate-after-train are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch missing import error and NoneType broadcast failure in Trainer are unrelated environment/runtime issues." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch import and MacOS bus error on CLIP are different failure classes." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation map processing and Qwen2-VL multi-GPU training are unrelated multimodal/image issues." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "AutoModel ImportError and tied-word-embedding post_init reinitialization are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer behavior changed across versions and an isolated reproduction of another issue do not identify the same bug." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and Kimi-K2.5 tokenizer codec regression are different subsystems." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and flash-attention generation failure are both generation bugs but not the same code-path problem." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and MobileLLM-125M key error are unrelated model-loading/runtime bugs." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation and MPS attention correctness issue are not the same defect." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token registration and DiaConfig save/load custom token IDs are different tokenizer/config persistence bugs." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Undefined helpers in multimodal token counting and Qwen2.5-VL rope-index scaling for still images are separate video/positioning bugs." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Qwen video regression and Qwen3.5 num_labels propagation are different issues despite shared family naming." + } + ] + }, + "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": 13, + "review_unit_index": 17, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:43012", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43299", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44488", + "issue:44589", + "issue:44610", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45520" + ], + "soft_pairs": [ + "issue:43452|issue:44451", + "issue:41720|issue:44464", + "issue:43012|issue:43577", + "issue:43550|issue:44361", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:32090|issue:33666", + "issue:32090|issue:34567", + "issue:43262|issue:45084", + "issue:43504|issue:44610", + "issue:43278|issue:43688", + "issue:43334|issue:43572", + "issue:44849|issue:45357", + "issue:43742|issue:44821", + "issue:45200|issue:45229", + "issue:43540|issue:43716", + "issue:43756|issue:44913", + "issue:43525|issue:43572", + "issue:43493|issue:43825", + "issue:33666|issue:36010", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43688|issue:43873", + "issue:44488|issue:44843", + "issue:44589|issue:45520", + "issue:43278|issue:43844", + "issue:43540|issue:44977", + "issue:43257|issue:43299", + "issue:43720|issue:44361", + "issue:39692|issue:43493", + "issue:44964|issue:45405" + ], + "prepared_review_unit_hash": "20e889d19131ef4faf70a2d58ca3cf3ac0ca2942ecb7c953397a3e4032505701", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36887, + "estimated_input_tokens": 9222, + "estimated_eval_tokens": 18700 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformers regressions (loading/config, dtype, generation, training, docs). The soft pairs share broad keywords, but none look like the same underlying bug or a mergeable PR-level change.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue cleanly subsumes the cluster; the items span distinct bugs across model loading, configuration, dtype handling, generation, training, and documentation.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43452 is the most self-contained and broadly impactful regression here, with a clear reproducible API break (`AutoTokenizer` / `AutoModelForCausalLM` + `gguf_file`).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both involve loading models, but one is a gguf_file/from_pretrained regression and the other is a model-specific failure for ScandiBERT; different underlying causes." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and chunked generation with compiled forward are different code paths and symptoms." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both mention bf16/fp32, but one is a compile-time warning and the other is incorrect dtype propagation when loading Blip2." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "A torch.compile/SDPA model bug and a tokenizer AttributeError are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading failures, but they hit different models and mechanisms: legacy field handling vs packed-weight unpacking in accelerate." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different models and failure modes; one is pretrained loading, the other is compile+SDPA behavior." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Generic Trainer broadcast TypeError versus Qwen2-VL multi-GPU training issue; not the same bug." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast failure and `num_input_tokens_seen` not updating are unrelated Trainer problems." + }, + { + "left": "issue:43262", + "right": "issue:45084", + "accept": false, + "reason": "Audio chat template sampling-rate defaulting and a template compilation TypeError are different subsystems." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Model preset loading failure vs processor input-size mismatch; no shared bug." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift during eval and auxiliary-loss normalization are separate training issues." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing-config-field regressions, but on different models and different fields; not the same concrete defect." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Output_hidden_states behavior and save_pretrained visual-key serialization are unrelated Qwen3.5 bugs." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error and AutoImageProcessor-from-URL loading are different loading paths." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only fine-tuning token IDs and multi-GPU inference OOM are unrelated Gemma 4 issues." + }, + { + "left": "issue:43540", + "right": "issue:43716", + "accept": false, + "reason": "Video-processing ValueError in Qwen3OmniMoe and Mistral-3 image-preprocessor dtype mismatch are different problems." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "RoPE layer dropping in Smollm3 and GPTNeoX rotary_pct reload regression are not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar missing-pad-token symptoms, but they affect different configs and fields; too broad to treat as one bug." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a pipeline error message change are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and a GenerationMixin import error do not share a concrete code-path." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading in BitNet and DiaConfig custom-token-ID persistence are different serialization/loading bugs." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for Bark-small and DiaConfig save/load token-ID loss are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization and quantization offload behavior are separate concerns." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A model-loading failure and an offline-mode tokenizer patch bug are different issues." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Missing Float8 storage support and a flash_attn import_utils KeyError are unrelated environment/runtime problems." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "BF16-to-FP32 dtype drift and ZeRO-3 gradient inflation are different training behaviors." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video input processing and Qwen3.5 flash-attention generation are distinct." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MOE loading, but one is accelerate+deepspeed weight conversion and the other is a transformers dev regression; not clearly the same fix." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet loading/unpacking and MLukeTokenizer task failures are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 doc-example errors and SigLIP2 implementation mismatch are related only by model family, not the same bug." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading regression and a PEFT version bump are completely unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug and incorrect save_pretrained visual encoder keys are different failures." + }, + { + "left": "issue:43825", + "right": "issue:43844", + "accept": false, + "reason": "Pipeline translation messaging and ZeRO-3 gradient behavior are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43572", + "accept": false, + "reason": "Different models and different missing legacy fields; too broad to merge as one bug." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A warning during compilation is not the same issue as dtype preservation on model load." + } + ] + }, + "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": 13, + "review_unit_index": 18, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:15354", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43329", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43582", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43701", + "issue:43746", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44060", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44589", + "issue:44734", + "issue:44792", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45405", + "issue:45446", + "issue:45520" + ], + "soft_pairs": [ + "issue:43329|issue:43606", + "issue:33666|issue:36331", + "issue:43493|issue:43844", + "issue:43756|issue:44060", + "issue:43646|issue:44466", + "issue:43688|issue:43746", + "issue:44423|issue:44734", + "issue:43824|issue:44589", + "issue:44521|issue:45290", + "issue:33357|issue:33666", + "issue:43572|issue:44291", + "issue:39692|issue:43295", + "issue:43994|issue:44493", + "issue:43504|issue:43606", + "issue:43575|issue:45405", + "issue:43504|issue:43653", + "issue:43927|issue:44361", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43257|issue:45405", + "issue:43606|issue:44112", + "issue:45084|issue:45520", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:43540|issue:45200", + "issue:43582|issue:44977", + "issue:45072|issue:45198" + ], + "prepared_review_unit_hash": "e0f835a3e655f025a079ed9d67658e024d86a37489a104b9c21ce07b294e731e", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36089, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: it spans unrelated bugs in training, serving, tokenization, multimodal processors, and model loading. None of the soft pairs look like true duplicates, so there is no clear canonical duplicate target.", + "confidence": 0.97, + "canonical_issue_reason": "The items do not form one coherent duplicate cluster; they cover many unrelated subsystems and model-specific regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue cleanly stands out as the canonical representative because the cluster is too mixed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43329", + "right": "issue:43606", + "accept": false, + "reason": "Different bugs: undefined video-token helper usage in multimodal token counting vs CPU offload device mismatch in Bark." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training request is unrelated to the CustomTrainer keyword-argument regression." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy is not the same issue as ZeRO-3 gradient inflation during DeepSpeed training." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE layer-count mismatch in Smollm3 is unrelated to the Qwen3-Next tied-weights warning." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model init breakage in v5 is different from inconsistent lm_head serialization behavior." + }, + { + "left": "issue:43688", + "right": "issue:43746", + "accept": false, + "reason": "Aux-loss normalization bug and PEFT local-checkpoint loading bug are separate code paths." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing error are distinct serving failures." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Import failure for Qwen2.5-VL class is unrelated to missing Float8 storage support." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "All-zero assistant masks for multimodal inputs is not the same as tool-call chat-template crashing on empty content." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error on CLIP and Qwen2-VL multi-GPU training are unrelated model/runtime problems." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is different from the init_empty_weights unexpected-argument regression." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 doc example errors are documentation/model usage issues, not the processor.tokenizer regression." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Nonsensical SigLIP2 outputs and unexpected position-id keys are separate symptoms with different likely causes." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field loading failure in Beit is unrelated to the Bark device-mismatch issue." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM for a large Qwen model is unrelated to the PEFT minimum-version bump." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Beit legacy-field loading and BigBirdTokenizer special-token registration are different bugs." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig token ID persistence and MLukeTokenizer AttributeError are unrelated issues." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift during evaluation is not the same as resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus test failure is unrelated to the PEFT version pin bump." + }, + { + "left": "issue:43257", + "right": "issue:45405", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is a model-loading bug, not a dependency-version release issue." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload device mismatch and a stale CI test in GraniteSpeech do not describe the same underlying bug." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation error is unrelated to the flash_attn import_utils KeyError on Python 3.13." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness bug with mismatched head dims is unrelated to the AuxRequest version-check bug." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe and Gemma 4 mm_token_type_ids defaulting are different multimodal issues." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch in inference is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + } + ] + }, + "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": 13, + "review_unit_index": 19, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:39401", + "issue:40990", + "issue:42915", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:43975", + "issue:43994", + "issue:44315", + "issue:44360", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44849", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44987", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45412" + ], + "soft_pairs": [ + "issue:43232|issue:44849", + "issue:43844|issue:44964", + "issue:39401|issue:44568", + "issue:37428|issue:43957", + "issue:44315|issue:44849", + "issue:43334|issue:43525", + "issue:44554|issue:45356", + "issue:43295|issue:44610", + "issue:43493|issue:43701", + "issue:45200|issue:45325", + "issue:44898|issue:45412", + "issue:43873|issue:44464", + "issue:44466|issue:45127", + "issue:40990|issue:44625", + "issue:37428|issue:43824", + "issue:43572|issue:44987", + "issue:43388|issue:43526", + "issue:44514|issue:44521", + "issue:43572|issue:44589", + "issue:43844|issue:44936", + "issue:43575|issue:44464", + "issue:43824|issue:43975", + "issue:43295|issue:43450", + "issue:44442|issue:45198", + "issue:43295|issue:43873", + "issue:38175|issue:45412", + "issue:43278|issue:43856", + "issue:43295|issue:43994", + "issue:44360|issue:44561", + "issue:42915|issue:43824" + ], + "prepared_review_unit_hash": "d1b0b73ac42342681ea1d60489394f1a8e21ec776865a6dabcfcfff5f2a3b625", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36847, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and does not look like a single duplicate set. The only strong duplicate-like edge is the shared `pad_token_id` config regression across new model configs; the rest are unrelated or only broadly similar at the subsystem level.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43334 is the clearest representative of the shared `pad_token_id`-missing config regression and is the more concrete report in the only likely duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43334 is the best anchor for the cluster\u2019s one real overlap; it states the failure mode directly and maps to the likely shared fix path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Both mention generation/model behavior, but they are different bugs: `sync_gpus` kwargs handling vs `output_hidden_states` on Qwen3.5." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading are unrelated code paths." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer offset mapping and add_special_tokens/BOS-EOS behavior are distinct tokenizer bugs." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import error vs `torch.device(\"meta\")` loading failure are different regressions." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel application in `model_init` is unrelated to hidden-states output on Qwen3.5." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Both report the same missing-`pad_token_id` config regression on new model classes, just surfaced through different models." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi tokenizer codec handling are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression and OmDet image-size mismatch are different processor bugs." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation mismatch and resume-from-checkpoint key mismatch do not share a concrete code path." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 multimodal token types and Qwen2.5-VL rope indexing are separate model-specific issues." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resize/interpolation failure and RT-DETR memory release are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization/offloading behavior and compiled-forward chunked generation are different problems." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both involve weights, but serialization inconsistency and LoRA-merge collapse are not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:44625", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and Qwen3.5 `num_labels` propagation are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "These are both import-related, but they miss different symbols in different model families." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLm `pad_token_idx` regression and loading `physical-intelligence/fast` failure are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both concern labels, but `gather_for_metrics` truncation and `reduce_labels` in BeitImageProcessorFast are different layers and failures." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch `apply_chat_template`, but one is a batching/padding crash and the other is wrong assistant masks." + }, + { + "left": "issue:43572", + "right": "issue:44589", + "accept": false, + "reason": "Missing `pad_token_idx` and Float8 storage lookup errors are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 gradient growth and trainer evaluate-after-train behavior are different training bugs." + }, + { + "left": "issue:43575", + "right": "issue:44464", + "accept": false, + "reason": "Tensor-parallel OOM on model load is unrelated to compiled-forward chunked generation output inconsistency." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Importing `Qwen2_5_VLForConditionalGeneration` and incorrect detokenization are different issues." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor API regression and batched video shape bug are only broadly related to processors, not the same bug." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer loading and Wav2Vec2 save/tokenization failure are separate tokenizer issues." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor regression and quantization/offloading behavior do not match." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero probabilities and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype change during eval and Qwen3 MoE memory usage are different problems." + }, + { + "left": "issue:43295", + "right": "issue:43994", + "accept": false, + "reason": "Custom processor/tokenizer regression and SigLIP2 nonsensical outputs are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA ReLU discussion and removal of `is_torch_fx_available` are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Qwen2_5_VL import error are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: most pairs are clearly different bugs, and the only accepted edge (43334/43525) is a conservative match on the same missing-`pad_token_id` config regression across model configs. No overstatement evident." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 20, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43404", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43901", + "issue:43931", + "issue:44112", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44743", + "issue:44779", + "issue:44849", + "issue:44855", + "issue:44857", + "issue:44991", + "issue:45003", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45478", + "issue:45520" + ], + "soft_pairs": [ + "issue:43827|issue:43901", + "issue:44849|issue:45003", + "issue:38175|issue:43493", + "issue:43653|issue:44112", + "issue:44568|issue:44991", + "issue:43450|issue:43493", + "issue:45127|issue:45245", + "issue:45290|issue:45381", + "issue:43819|issue:45083", + "issue:43450|issue:43575", + "issue:44462|issue:44561", + "issue:44561|issue:44779", + "issue:44610|issue:44857", + "issue:37428|issue:43425", + "issue:43819|issue:44112", + "issue:43262|issue:43450", + "issue:44448|issue:44743", + "issue:43606|issue:45083", + "issue:43278|issue:43825", + "issue:29942|issue:32090", + "issue:45310|issue:45478", + "issue:37428|issue:44351", + "issue:43819|issue:44493", + "issue:43611|issue:43931", + "issue:39692|issue:43526", + "issue:43335|issue:43550", + "issue:43450|issue:43526", + "issue:45200|issue:45381", + "issue:44855|issue:45083", + "issue:43404|issue:45200", + "issue:44292|issue:45520", + "issue:39692|issue:44493", + "issue:44448|issue:44779" + ], + "prepared_review_unit_hash": "6e59b9cf73c0db6813a43203d58fb8e4653fd08d286cbef1379ef0908ebdc7a0", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37611, + "estimated_input_tokens": 9403, + "estimated_eval_tokens": 19062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues; only one clear duplicate pair appears in the Qwen3.5 MoE from_pretrained regression reports.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45310 is the earlier, broader report of the Qwen3.5 MoE from_pretrained regression, and issue:45478 reads like a later duplicate follow-up.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue for the accepted duplicate pair because it is earlier and already captured the same failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related pipeline complaints, but they target different docs and different problems." + }, + { + "left": "issue:44849", + "right": "issue:45003", + "accept": false, + "reason": "Different subsystems and failure modes; one is a Qwen3.5 hidden-states bug, the other a sys.modules access issue." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but the reported symptoms differ enough that this looks like a related area, not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token decoding and a GraniteSpeech CI test failure are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizer loading/behavior, but they are distinct models and distinct breakages." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Video processor batching shape bug vs SigLIP2 implementation discrepancy; not the same code-path issue." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/vocab collapse and a category-limit runtime error are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template tool-call crash and Qwen2.5-VL video position-id bug are different failures." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent conversion mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape bug and Qwen2-57B-A14B-Instruct tensor-parallel OOM are not the same issue." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer.json handling and removal of is_torch_fx_available are unrelated regression classes." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both mention v5 regressions, but one is a missing helper API and the other is tokenizer output corruption." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different model processors and different symptoms; shape mismatch is not the same as AMP CUDA crash." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Flash-attention import error and Torch 2.10 incompatibility are related only at a broad ecosystem level, not the same bug." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Unrelated audio/latent conversion issue versus a stale CI device override test." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and video batching shape are different processor bugs." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output difference and Qwen recurrent-state reset are separate model behaviors." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift and a pipeline error-message issue do not share the same underlying change." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and _gpu_broadcast_one NoneType errors are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE from_pretrained error on transformers>=5.4.0; 45478 is a duplicate report." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent mismatch and unexpected position-id keys are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Generic model-loading breakage from base_model_prefix removal vs a specific Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/quantization errors and BEiT reduce_labels behavior are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA failure are different concrete bugs." + }, + { + "left": "issue:43450", + "right": "issue:43526", + "accept": false, + "reason": "Video processor batching shape issue and BEiT label reduction bug do not match." + }, + { + "left": "issue:45200", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal token-id/default issues, but they affect different models and different fields." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import parsing failure and qwen3_omni_moe helper behavior are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45200", + "accept": false, + "reason": "lm_head weight tying and mm_token_type_ids defaults are separate model configuration bugs." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and a flash_attn import KeyError are not the same failure." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc/quantization problems and position-id key warnings are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output drift and Deepseek tokenizer regressions are separate issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the only accepted pair (issue:45310 / issue:45478) is clearly supported by the titles and timing as a duplicate Qwen3.5 MoE from_pretrained regression. The other verdicts stay conservative and do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 21, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:41720", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43329", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43720", + "issue:43723", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44112", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520" + ], + "soft_pairs": [ + "issue:29127|issue:32090", + "issue:43335|issue:43653", + "issue:44977|issue:45229", + "issue:38175|issue:44493", + "issue:43335|issue:45083", + "issue:43335|issue:43504", + "issue:43550|issue:44112", + "issue:43335|issue:45072", + "issue:44568|issue:45491", + "issue:43720|issue:44112", + "issue:44448|issue:44977", + "issue:40444|issue:43526", + "issue:43723|issue:44554", + "issue:43335|issue:44112", + "issue:34689|issue:35141", + "issue:43606|issue:44857", + "issue:45372|issue:45406", + "issue:44857|issue:45072", + "issue:43873|issue:44493", + "issue:43066|issue:44462", + "issue:43873|issue:45229", + "issue:37428|issue:44987", + "issue:43278|issue:43329", + "issue:43701|issue:45083", + "issue:29942|issue:35141", + "issue:41720|issue:45229", + "issue:43550|issue:45083", + "issue:44451|issue:45520", + "issue:32090|issue:33357", + "issue:43976|issue:45440", + "issue:45372|issue:45459", + "issue:44448|issue:44466", + "issue:43065|issue:45412", + "issue:43065|issue:43994", + "issue:25251|issue:32090" + ], + "prepared_review_unit_hash": "bf3dc7e4f618d31c5147b390fb11bc6e6f96959baf75612d56985900c56850fb", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38386, + "estimated_input_tokens": 9597, + "estimated_eval_tokens": 19450 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is over-broad: the titles span many unrelated Transformers bugs, and none of the soft-edge pairs look like the same underlying issue. The strongest overlaps are only subsystem-level similarity (e.g. Gemma4, tokenizer, SwitchTransformers, flash-attn), not duplicate bugs.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical duplicate emerges; issue 43335 is the most connected by the soft graph, but its matches are mostly superficial and unrelated. ", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43335 is the closest thing to a hub in this cluster, but it is still not a good duplicate anchor because the neighboring issues describe different failure modes and code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different problems: LayoutLMv3 error messaging vs Trainer GPU broadcast NoneType failure." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers config bug vs BigBirdTokenizer special-token decode issue; unrelated code paths." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation issue vs multi-GPU CUDA OOM; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 zero-probabilities vs unexpected position-id key on many models; distinct symptoms and likely causes." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Sparse-layer config bug vs qwen3_omni_moe helper function behavior; not duplicates." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation vs BEiT legacy-field loading failure; different models and failures." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba vs stale CI test in GraniteSpeech; unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "Same model family, but one is config/sparse-layer creation and the other is bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer add_special_tokens regression vs Gemma3 NaN embeddings during mixed-length batching; unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight loading bug vs CI test staleness; not the same code-path problem." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output regression vs Qwen3.5 flash-attn generation issue; different models and causes." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL multi-image dataset failure vs BEiT label reduction bug; both vision-related but not the same issue." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading regression vs MPS attention correctness issue; unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Sparse-layer config bug vs stale device-override test; no shared underlying defect." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision load breakage vs embedding reinit after resize; different symptoms and mechanisms." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch vs AMP float16 crash; not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor import dependency failure vs Gemma4Processor missing _tokenizer in serve; related area, but different concrete bugs." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype issues in different models/code paths; not mergeable into one PR." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization offload issue vs unexpected position-id key regression; unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder type bug vs AutoTokenizer ignoring tokenizer.json; different loading semantics." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offload problem vs Gemma4 multi-GPU OOM; unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Missing flash-attention import symbol vs model loading failure for a specific repo; too vague and not clearly the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype mismatch across train/eval vs multimodal token-count helper bug; unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume checkpoint key mismatch vs qwen3_omni_moe helper function behavior; different defects." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures vs embedding reinitialization after resize; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto-device assert vs Gemma4 OOM; different failure modes." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile/SDPA issue vs qwen3_omni_moe length helper bug; unrelated." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "ScandiBERT load failure vs Python 3.13 flash_attn import key error; not the same bug." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType failure vs MacOS bus error on CLIP model; different platform and cause." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version incompatibility vs DeepSeekV3MoE divergence from remote implementation; unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 import failure vs protobuf error masking in tokenizer loading; related area but different concrete bug." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus output regression vs lm_head serialization inconsistency; distinct issues." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs RT-DETR memory release issue; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer vs Siglip2 nonsensical outputs; different models and bugs." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug vs Trainer GPU broadcast NoneType error; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 22, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:39692", + "issue:42915", + "issue:42994", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43504", + "issue:43526", + "issue:43531", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491" + ], + "soft_pairs": [ + "issue:44186|issue:45198", + "issue:43278|issue:43381", + "issue:43653|issue:44743", + "issue:44265|issue:45198", + "issue:44361|issue:45198", + "issue:43257|issue:43278", + "issue:42915|issue:42994", + "issue:44871|issue:44977", + "issue:43421|issue:45491", + "issue:43994|issue:45412", + "issue:44206|issue:44479", + "issue:43756|issue:45440", + "issue:43504|issue:44857", + "issue:44610|issue:45412", + "issue:29942|issue:30064", + "issue:33357|issue:39692", + "issue:45103|issue:45372", + "issue:29127|issue:34567", + "issue:32090|issue:33290", + "issue:45072|issue:45229", + "issue:43824|issue:44279", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:43334|issue:43531", + "issue:43526|issue:44186", + "issue:44464|issue:45491", + "issue:43262|issue:44206", + "issue:44977|issue:45245", + "issue:29942|issue:36010", + "issue:29127|issue:33357", + "issue:29127|issue:35141" + ], + "prepared_review_unit_hash": "ce6f1e2b5ca13463693bfe6e10608b6661f7f633c003746ceee146ad85058820", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37066, + "estimated_input_tokens": 9267, + "estimated_eval_tokens": 18790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: it mixes unrelated bugs, regressions, model-specific issues, and docs/runtime problems across many subsystems. All soft edges are name-similarity only and should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs and features across different models, tokenizers, processors, and training/runtime paths, so there is no single underlying report.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue candidate; any pick would be arbitrary because the cluster is heterogeneous rather than duplicate-driven.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different components and failures: LayoutLMv2 tokenizer NER/padding crash vs Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Unrelated bugs: embedding dtype drift during eval vs gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Different code paths: BigBirdTokenizer special-token decode issue vs Qwen3-MoE recurrent-state reset with cache." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "Different failures: torch.export / torch_compilable_check compatibility vs Wav2Vec2 save/tokenization behavior." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/task error vs Wav2Vec2 save/tokenization failure; no shared underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to BF16/FP32 evaluation dtype drift." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe is not the same as quantized model saving." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Different models and causes: Gemma-3 eos_token_id config mismatch vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "TokenizersBackend post-processor update issue is unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 AutoModel/pipeline wrong outputs vs RT-DETR memory leak on deletion are different problems." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor is unrelated to the Qwen video-input regression." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch is a different bug from DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43504", + "right": "issue:44857", + "accept": false, + "reason": "BEiT legacy-field loading bug vs LwDetrImageLoss AMP/CUDA crash are different code paths." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor input-size mismatch for OmDet-Turbo is unrelated to RT-DETR garbage-collection memory retention." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are separate issues." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error is not the same as SigLIP2 docs/example errors." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling has nothing in common with the mistral_common ReasoningEffort import error." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity is unrelated to TrainerState token counter not updating." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType broadcast TypeError vs deepspeed/adafactor OOM are different failure modes." + }, + { + "left": "issue:45072", + "right": "issue:45229", + "accept": false, + "reason": "dtype mismatches in bfloat16 inference are unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Qwen2_5_VL import error is not the same as a general dependency issue with transformers." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to AutoTokenizer loading FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding_window behavior are different problems." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to LayoutLMv2Tokenizer NER/padding crashes." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled forward chunked generation inconsistency is unrelated to Gemma3 NaN embeddings with mixed-length batching." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default mismatch is unrelated to LasrFeatureExtractor's unsupported center arg." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug has no relation to the category-count limit error." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures and GenerationMixin import error are different regressions." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message issue and CLIP MacOS bus error are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error clarity is unrelated to post_init reinitializing untied output embeddings." + } + ] + }, + "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": 13, + "review_unit_index": 23, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:29942", + "issue:33290", + "issue:33666", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:41628", + "issue:42915", + "issue:43232", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44964", + "issue:45003", + "issue:45072", + "issue:45216", + "issue:45290", + "issue:45372", + "issue:45440", + "issue:45479", + "issue:45491" + ], + "soft_pairs": [ + "issue:43761|issue:44079", + "issue:44442|issue:45072", + "issue:42915|issue:43931", + "issue:43526|issue:44857", + "issue:43232|issue:43388", + "issue:43526|issue:44610", + "issue:44479|issue:45290", + "issue:44743|issue:44811", + "issue:43723|issue:45479", + "issue:45003|issue:45440", + "issue:43575|issue:43701", + "issue:43316|issue:43525", + "issue:43931|issue:45216", + "issue:43646|issue:44077", + "issue:43761|issue:44188", + "issue:43575|issue:44387", + "issue:43994|issue:44206", + "issue:44964|issue:45440", + "issue:29942|issue:33666", + "issue:39692|issue:45491", + "issue:43673|issue:44743", + "issue:44442|issue:44898", + "issue:33290|issue:34567", + "issue:34689|issue:43611", + "issue:43381|issue:43873", + "issue:43493|issue:43827", + "issue:44077|issue:44479", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:41628|issue:45372" + ], + "prepared_review_unit_hash": "0806280343f06ba8b5b6f8d9bcd461c8c36f558725c33152d8dd6c233386d386", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36716, + "estimated_input_tokens": 9179, + "estimated_eval_tokens": 18614 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated model-specific bugs, regressions, or docs issues. I do not see any strong duplicate pairs among the provided soft edges, so the safe triage outcome is to keep them separate.", + "confidence": 0.94, + "canonical_issue_reason": "If a single representative is needed, issue 43646 is the broadest version-level regression and the most general in scope; however, the cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best generic representative because it describes a broad Transformers 5.0.0 initialization regression rather than a narrow model- or component-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Different bugs: one is a CLIPVisionModel hidden-states regression, the other is ModelOutput key handling." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated areas: tokenizer loading failure vs bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and failures: FP8 config issue vs Qwen3-VL shape mismatch on load." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Different subsystems: image label reduction bug vs AMP/CUDA loss crash." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update bug and metrics gathering bug are not the same code path." + }, + { + "left": "issue:43526", + "right": "issue:44610", + "accept": false, + "reason": "Different processor bugs: label reduction vs processor output size mismatch." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Different regressions: video input processing vs chat template tool-call handling." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Cache/state reset in Qwen3_5 is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading regression and sequence-classification loss bug are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Generic sys.modules access bug vs DeepSeekV3MoE divergence are different problems." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both mention config inconsistencies, but they are different missing-attribute/API issues for different models." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Loading shape mismatch and save_pretrained checkpoint corruption are different failure modes." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization breakage is broader, but patchtsmixer post_init is a distinct model-specific issue." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden_states regression and attention-kernel divergence under torch.compile are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are OOM-related, but one is TP loading OOM and the other is quantization memory growth." + }, + { + "left": "issue:43994", + "right": "issue:44206", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and LasrFeatureExtractor center-arg crash are separate issues." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal loading error and DeepSeekV3MoE divergence are different model problems." + }, + { + "left": "issue:29942", + "right": "issue:33666", + "accept": false, + "reason": "Flash Attention 2 test failures and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "SigLIP2 docs errors/quantization failure and Gemma3 NaN embeddings are different bugs." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Generation cache missing in v5 and recurrent-state reset in qwen3_5 are not the same concrete defect." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure is unrelated to Perceiver interpolation/image-size failure." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Adafactor OOM in deepspeed and TrainerState token counter not updating are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading regressions, but the affected model code paths and causes differ." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and quantization offloading behavior are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and docs still referencing pipeline() are different issue classes." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init behavior and Qwen video-input regression do not share a code path." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM in optimizer setup and Llama 3.2 vision model loading failure are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer OOM and embedding reinitialization in post_init are different bugs." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Different import failures in different libraries/components; 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": 2, + "component_count": 13, + "review_unit_index": 24, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43643", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:44162", + "issue:44190", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45137", + "issue:45200" + ], + "soft_pairs": [ + "issue:43720|issue:44442", + "issue:43749|issue:43931", + "issue:43643|issue:44913", + "issue:43873|issue:44871", + "issue:39692|issue:44206", + "issue:44190|issue:44496", + "issue:33290|issue:36331", + "issue:43381|issue:43856", + "issue:43316|issue:44877", + "issue:34689|issue:36010", + "issue:43540|issue:44514", + "issue:44855|issue:45137", + "issue:42175|issue:43316", + "issue:44162|issue:44792", + "issue:43388|issue:43688", + "issue:43381|issue:43742", + "issue:43404|issue:43441", + "issue:16998|issue:22355", + "issue:43316|issue:43716", + "issue:25251|issue:28282", + "issue:41950|issue:43475", + "issue:43065|issue:44617", + "issue:43295|issue:43825", + "issue:45127|issue:45200", + "issue:43761|issue:44479" + ], + "prepared_review_unit_hash": "e5055e4827cbd998a8424552c181238f25e95d969cbb0cefe4308cd9a86ac08c", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34582, + "estimated_input_tokens": 8646, + "estimated_eval_tokens": 17548 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issues across different models, pipelines, and failure modes. I do not see any soft pair that is clearly the same underlying bug/change, so all soft edges are rejected. No pull requests are present.", + "confidence": 0.93, + "canonical_issue_reason": "No clear duplicate cluster exists here. If one issue must serve as the representative, issue 43749 is the most canonical because it describes a concrete, high-impact regression with a specific failing feature and actionable scope.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43749 is the best global representative: it is a concrete runtime breakage, clearly stated, and easier to triage than the more ambiguous config/docs/reporting issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Different components and failures: BitNet accelerate-loading/unpacked weights vs AutoTokenizer loading a specific tokenizer class." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "One is FSDP CPU-efficient loading breakage; the other is a Qwen3-VL weight-shape mismatch. Different code paths and symptoms." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both concern config behavior, but one is missing fields with trust_remote_code and the other is GPTNeoX rotary_pct reload persistence. Not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior versus Gemma-3 eos_token_id config inconsistency. No shared underlying failure." + }, + { + "left": "issue:39692", + "right": "issue:44206", + "accept": false, + "reason": "SigLIP2 documentation example errors are unrelated to a LASR feature extractor regression in image preprocessing." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to an unrecognized model/config.json loading error." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "AdaFactor/DeepSpeed OOM is a resource issue; compute_loss num_items_in_batch is an API signature mismatch. Different bugs." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to Qwen3 MoE memory inefficiency." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Both touch config APIs, but one is a Gemma3TextConfig discrepancy and the other is strict loading for granite_speech. Different models and problems." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Llama 3.2 Vision loading regression and GenerationMixin import failure are separate import/load issues with different causes." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and batched chat-template crashes in Qwen2_5_VL are different processor paths." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 Deberta import parsing failure is unrelated to the DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Backend dependency packaging issue versus Gemma3TextConfig API discrepancy; no shared bug." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 model breakage and janus image-generation test failure are unrelated model-specific issues." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metrics gathering tuple truncation and auxiliary loss normalization are different training bugs." + }, + { + "left": "issue:43381", + "right": "issue:43742", + "accept": false, + "reason": "Eval-mode gradient checkpointing limitation is unrelated to the MobileLLM loading key error." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying in Mistral3ForConditionalGeneration and FlashAttention failure in Ministral-3 are distinct code-path problems." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to the transformers.onnx import error." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image-preprocessor dtype mismatch are unrelated issues." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output nesting and missing PyTorch import are completely different issues." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline processor selection and Sam3VisionEncoderOutput missing attribute are not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is a different issue from Sam3Video CUDA OOM." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor.tokenizer regression and an incorrect translation-support error message are different v5 issues." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with extended vocab is unrelated to Gemma 4 mm_token_type_ids defaults for text-only fine-tuning." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are different model families and failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 25, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43388", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43575", + "issue:43582", + "issue:43606", + "issue:43646", + "issue:43650", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44220", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45245", + "issue:45290", + "issue:45362", + "issue:45381", + "issue:45406" + ], + "soft_pairs": [ + "issue:44077|issue:44534", + "issue:44734|issue:45406", + "issue:43550|issue:43701", + "issue:43295|issue:44871", + "issue:43606|issue:43701", + "issue:43452|issue:44496", + "issue:43646|issue:44913", + "issue:43906|issue:45290", + "issue:43761|issue:44242", + "issue:42617|issue:43575", + "issue:43575|issue:43742", + "issue:43931|issue:44060", + "issue:44521|issue:45381", + "issue:43575|issue:43873", + "issue:43525|issue:43531", + "issue:44479|issue:44734", + "issue:44792|issue:44977", + "issue:32090|issue:35141", + "issue:44464|issue:44871", + "issue:44933|issue:45362", + "issue:43065|issue:44610", + "issue:43827|issue:43994", + "issue:44534|issue:44913", + "issue:41720|issue:45245", + "issue:44190|issue:44964", + "issue:43650|issue:44220", + "issue:43388|issue:43582", + "issue:43761|issue:44743" + ], + "prepared_review_unit_hash": "289ce11460d9c35ae45d82ffa0d2522af48120dcfb3520639025a7b4a14a34bc", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35941, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are largely unrelated individual issues rather than a duplicate cluster. None of the soft edges look like the same underlying bug/change; issue 44521 is the best representative because it is open, specific, and has the strongest discussion/reference activity.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 44521 is the clearest live, well-scoped bug report with the strongest external references, so it is the best anchor if a single representative issue is needed.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is specific, reproducible, and still open, which makes it the most useful tracking issue among this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Both involve v5/post-init behavior, but one is about optional post_init being disallowed and the other about non-persistent buffers being junk; different bugs." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing `_tokenizer`." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Torch.compile/SDPA OOM for Bamba is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 is not the same as inconsistent eos_token_id configuration." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to checkpoint key mismatch." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF loading failures and unrecognized model/config key errors are different code paths and different failures." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "A broad custom-model initialization regression is not the same as GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "An isolated reproduction of another issue is not enough to match the specific assistant-message tool-call crash here." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVisionModel hidden_states handling and MoE load-balancing loss are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py startup failure is unrelated to Qwen2 tensor-parallel OOM." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Qwen2 TP OOM and MobileLLM key errors are distinct loading problems." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight-shape mismatch in Qwen3-VL is not the same as a tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal regressions, but assistant-mask generation and video vision_position_ids are different failure modes and likely different fixes." + }, + { + "left": "issue:43575", + "right": "issue:43873", + "accept": false, + "reason": "TP OOM during model load is unrelated to quantization offloading not working as expected." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing `pad_token_id` in one config is unrelated to the Qwen3-MoE `sliding_window` issue." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression and KV-cache continuation indexing are different bugs in different paths." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "A Janus image-generation test failure is not the same underlying issue as Qwen3.5 flash-attention generation breakage." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer `_gpu_broadcast_one` NoneType failure and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Chunked generation inconsistency under compilation is not the same as eos_token_id config mismatch." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing import from image_utils is unrelated to Gemma4Processor missing `_tokenizer` in serve." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to OmDet-Turbo's processor/model input-size mismatch." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still mentioning pipeline() and SigLIP2 producing nonsense are not the same bug." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffers being filled with junk and GPTNeoX rotary_pct not persisting are separate serialization/regression issues." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device-mapping cuda asserts are unrelated to the 2^24 category limit error." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to loading the Phi-4 multimodal model." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "This placeholder issue is unrelated to `_torch_extract_fbank_features()`." + }, + { + "left": "issue:43388", + "right": "issue:43582", + "accept": false, + "reason": "gather_for_metrics label dropping and AppleSilicon allocator TypeError are different subsystems and failures." + }, + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "CLIP hidden_states regression is unrelated to recurrent states resetting with cache." + } + ] + }, + "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": 13, + "review_unit_index": 26, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43299", + "issue:43335", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43643", + "issue:43644", + "issue:43854", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44355", + "issue:44466", + "issue:44496", + "issue:44683", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45276", + "issue:45335", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45446" + ], + "soft_pairs": [ + "issue:45127|issue:45357", + "issue:44355|issue:44855", + "issue:43644|issue:44913", + "issue:44496|issue:45372", + "issue:43540|issue:44734", + "issue:44077|issue:44877", + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:43295|issue:45276", + "issue:43404|issue:45216", + "issue:43335|issue:44855", + "issue:43116|issue:44190", + "issue:41950|issue:44016", + "issue:36246|issue:41628", + "issue:39692|issue:44190", + "issue:43644|issue:44871", + "issue:43479|issue:45375", + "issue:36246|issue:38617", + "issue:44186|issue:44734", + "issue:44246|issue:45003", + "issue:44016|issue:44220", + "issue:38175|issue:43065", + "issue:44466|issue:44913", + "issue:44683|issue:45446", + "issue:42175|issue:44279", + "issue:44112|issue:44792", + "issue:43854|issue:44792", + "issue:43295|issue:45335", + "issue:43643|issue:44496", + "issue:43299|issue:45216" + ], + "prepared_review_unit_hash": "49aeac034336f40ecd6c7408240f771bce2e03255706975b28cc94016d43723d", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36371, + "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 not one duplicate cluster; it mixes unrelated import errors, config/model regressions, tokenizer/pipeline bugs, and example/test failures. I would not merge any of the proposed soft edges.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue fits this group: the items span different models, code paths, and bug classes rather than one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue stands out because the set is heterogeneous; the safest triage is to keep these as separate reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA/extended-vocab merge collapse and incorrect visual-encoder checkpoint keys are different save/merge bugs." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Generic compiled-file import errors do not match a specific Python 3.13 torch.jit.script indentation parsing bug." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk on v5 is unrelated to GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:44496", + "right": "issue:45372", + "accept": false, + "reason": "Missing model_type in config.json is a different failure from the ReasoningEffort import breakage in Gemma 4 processor loading." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video input processing and serve KV-cache continuation index errors affect different paths." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "PatchTSMixer post_init validation and granite_speech strict-config loading are separate model/config issues." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Packaging/Python version compatibility is unrelated to the DebertaV2Model import syntax error on Python 3.13." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba is unrelated to local-dataset loading in an image-classification script." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "processor.tokenizer regression and resize_token_embeddings not updating Gemma4 embeddings are different code paths." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Mistral3 lm_head weight tying and Qwen3.5 save_pretrained checkpoint corruption are separate regressions." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and a Python 3.13 import parse failure are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "A multi-label classification example returning empty results is not the same bug as failing to load a local dataset." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor selection is unrelated to a notebook syntax error." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Missing Qwen2.5 VL image-processor export and missing AutoImageProcessor import are different import errors." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/example issues do not match the local-dataset loading failure in image classification." + }, + { + "left": "issue:43644", + "right": "issue:44871", + "accept": false, + "reason": "Buffer serialization corruption is unrelated to Gemma-3 eos_token_id configuration mismatch." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Phi4MultimodalConfig default-init behavior and Qwen3_5MoeVisionConfig field stripping are different config bugs." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Qwen2_5_VLImageProcessor export failure and layer_type_validation import failure are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenizer batching crashes and serve KV-cache continuation indexing bugs are different components." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access may be loosely related, but the titles do not indicate the same concrete bug." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error is unrelated to _torch_extract_fbank_features() behavior." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "SigLIP2 zero probabilities and Sam3PixelDecoder dummy Conv2d are different model-specific issues." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Device-dependent lm_head serialization and GPTNeoX rotary_pct reload loss are different persistence bugs." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention, but one is a broad compiled-failure report and the other is a specific PyTorch version-check/import bug; not the same concrete fix." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Missing TensorFlow in the torch extra and a generic dependency issue are not the same dependency bug." + }, + { + "left": "issue:44112", + "right": "issue:44792", + "accept": false, + "reason": "GraniteSpeech CI stale-device test and janus image-generation test failure are unrelated test cases." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "GLM-4.7-Flash load correctness in unit tests is unrelated to the janus model test failure." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "processor.tokenizer regression and t5gemma resize_token_embeddings not updating decoder.embed_tokens are different APIs and failures." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "trust_remote_code returning missing fields is a different config-loading problem from unrecognized model_type in config.json." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and Qwen3.5 save_pretrained corruption affect different model families 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": 2, + "component_count": 13, + "review_unit_index": 27, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:38175", + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44242", + "issue:44279", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44464", + "issue:44496", + "issue:44521", + "issue:44617", + "issue:44779", + "issue:44871", + "issue:44877", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45245", + "issue:45278", + "issue:45325", + "issue:45357", + "issue:45405" + ], + "soft_pairs": [ + "issue:42907|issue:43441", + "issue:44016|issue:44062", + "issue:44112|issue:44964", + "issue:44871|issue:45245", + "issue:43673|issue:44336", + "issue:43976|issue:44987", + "issue:44496|issue:45042", + "issue:43526|issue:43901", + "issue:43824|issue:44933", + "issue:43299|issue:45357", + "issue:43976|issue:44279", + "issue:43577|issue:45216", + "issue:44075|issue:44368", + "issue:43901|issue:44496", + "issue:44521|issue:45325", + "issue:43854|issue:44964", + "issue:44242|issue:45200", + "issue:41950|issue:45020", + "issue:44464|issue:45245", + "issue:44351|issue:45278", + "issue:41950|issue:43650", + "issue:43976|issue:45405", + "issue:43479|issue:43525", + "issue:44496|issue:44877", + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:44279|issue:45405", + "issue:43550|issue:44964", + "issue:44462|issue:44779", + "issue:43299|issue:43854", + "issue:43295|issue:44779", + "issue:38175|issue:44617" + ], + "prepared_review_unit_hash": "ff1c6ea3c387ffb7b5f843595813e2ddcda2006d2639890436ea85d44e247e64", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37242, + "estimated_input_tokens": 9311, + "estimated_eval_tokens": 18878 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the suggested soft pairs mostly share only superficial themes like version regressions, model loading, or tokenizer issues, but they describe different bugs and code paths. I would not merge any of the proposed pairs.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45020 is the broadest open issue in the set and best matches the loose theme of recent-version model-loading regressions, though it is still too general to be a precise duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most suitable umbrella issue because it is open, broad, and central to the shared regression theme across several of these reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Different failures: saving dequantized Ministral/Devstral models vs FlashAttention load/runtime breakage in Ministral-3." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Unrelated bugs: a notebook syntax error vs an AddedToken keyword-argument conflict." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "Different targets and code paths: GraniteSpeech CI device-override test vs Phi-4 multimodal model loading." + }, + { + "left": "issue:44871", + "right": "issue:45245", + "accept": false, + "reason": "Different symptoms: eos_token_id config mismatch vs a runtime category-count limit error." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Different subsystems: chunked-prefill generation cache vs ANSI formatting in loading_report." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Different issues: Python version compatibility vs loading a specific model checkpoint." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Different code paths: unrecognized model loading vs PIL image processors wrongly requiring torchvision." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Different classes of bug: processor label reduction vs documentation mentioning a removed return_all_scores option." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules; not the same underlying bug." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen regressions: model loading failure vs incorrect save_pretrained visual-encoder keys." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Only loosely related by dependency/version complaints; the concrete failures are different." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different model behaviors: BLIP2 dtype propagation vs Qwen3.5 checkpoint save corruption." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Different functionality: SGD optimizer argument handling vs a config warning about tied embeddings." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch vs model loading failure; not the same bug." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal bugs: assistant mask generation vs Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading failures for different models and causes." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different Mixture-of-Experts issues: missing load-balancing loss vs mm_token_type_ids defaults." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "One is a specific pipeline processor lookup bug; the other is a broad remote_code loading regression report." + }, + { + "left": "issue:44464", + "right": "issue:45245", + "accept": false, + "reason": "Different bugs: inconsistent chunked generation under compilation vs category cardinality overflow." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Related only at a very broad level; one missing import is not the same as a general post-upgrade import-error report." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Completely unrelated: a pipeline bug vs a malformed/non-informative issue title." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Different concerns: Python support regression vs an unrelated PEFT version bump issue." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config bugs in different models: default multimodal subconfigs vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:44496", + "right": "issue:44877", + "accept": false, + "reason": "Both are load-time/config problems, but they affect different models and failure modes." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer code paths: AutoTokenizer ignoring tokenizer.json vs a Mistral regex patch crash." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Related to tokenizer save/load, but one is a wrong tokenizer_class written on save and the other is AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A vague dependency complaint is not the same bug as bumping the required PEFT version." + }, + { + "left": "issue:43550", + "right": "issue:44964", + "accept": false, + "reason": "Different failures: torch.compile/SDPA on Bamba vs Phi-4 multimodal loading." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions affecting different mechanisms and models." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model-specific load failures with no shared concrete code-path." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer API regression vs Deepseek tokenization correctness regression." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unrelated: zero probabilities from SigLIP2 vs CUDA OOM in Sam3Video." + } + ] + }, + "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": 13, + "review_unit_index": 28, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43317", + "issue:43352", + "issue:43441", + "issue:43450", + "issue:43475", + "issue:43525", + "issue:43650", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44220", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44466", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:45250", + "issue:45276", + "issue:45290", + "issue:45362", + "issue:45397" + ], + "soft_pairs": [ + "issue:39692|issue:43901", + "issue:43650|issue:45290", + "issue:44016|issue:44291", + "issue:42994|issue:43317", + "issue:43441|issue:44683", + "issue:44466|issue:45276", + "issue:43450|issue:44279", + "issue:43065|issue:44898", + "issue:43262|issue:44521", + "issue:43723|issue:44162", + "issue:44261|issue:44263", + "issue:44623|issue:45397", + "issue:43122|issue:43650", + "issue:44623|issue:44749", + "issue:44671|issue:44779", + "issue:43673|issue:43761", + "issue:43901|issue:43994", + "issue:42175|issue:43976", + "issue:44297|issue:45397", + "issue:43475|issue:44016", + "issue:43824|issue:43976", + "issue:43295|issue:44617", + "issue:44589|issue:45362", + "issue:43901|issue:44246", + "issue:43525|issue:43881", + "issue:43352|issue:45250", + "issue:43450|issue:44617", + "issue:41950|issue:44220", + "issue:41628|issue:43976" + ], + "prepared_review_unit_hash": "a00266bb8023ffcbceb22fe3fc83a83d4cab8184ea632fef9ea45aae42d358e2", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35993, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated single-issue reports across docs, tokenization, loading, processors, quantization, and model-specific regressions. I do not see a coherent duplicate cluster, so there is no good canonical issue here.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are documentation-related, but they describe different problems in different docs areas: SigLIP2 example errors vs. TextClassificationPipeline return_all_scores docs mismatch." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Unrelated topics: a vague data request vs. apply_chat_template crashing on assistant tool-call messages with no content." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are different failure modes with no shared code-path evidence." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantization/loading, but one is about saving quantized models and the other about dequantized model loading with device_map offload." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention/flex_attention issues are different layers and different failures; not the same concrete bug." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "lm_head serialization inconsistency and resize_token_embeddings behavior in gemma4 are distinct model-state bugs." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor shape bug and a generic dependency issue are not the same underlying issue." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "SAM3 pixel decoder dummy conv2d and Perceiver interpolation failure affect different models and code paths." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Audio chat-template sampling-rate default and multimodal assistant_masks being all-zero are separate processor/template bugs." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer import/loading failure and ESM2 breakage are unrelated model-specific regressions." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different low-level bugs: missing rms_norm_eps precision issue vs. torch.split return-value handling in a MoE indexer." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "processor.save_pretrained missing files and gemma-4 zero3 from_pretrained failure are distinct serialization/loading problems." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenization regression and a vague data request have no meaningful overlap." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Saving processor files and slower filtering during data processing are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT MLM prediction regression and Deepseek tokenizer regression are separate model/tokenizer issues." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Chunked prefill cache regression and CLIP hidden_states handling are different Generation/vision bugs." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for text classification and SigLIP2 bad outputs with AutoModel/pipeline are not the same issue." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Package-extra backend omission and Python-version compatibility failure are unrelated installation/environment issues." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "tokenizer.save_pretrained metadata mismatch and gemma-4 zero3 loading failure are different tokenizer/model-loading bugs." + }, + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "SAM3 video encoder attribute error and a notebook syntax error do not share a code path." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for Qwen2.5 VL class and a Python version incompatibility report are separate release/import issues." + }, + { + "left": "issue:43295", + "right": "issue:44617", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 and SAM3 video CUDA OOM are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5-35B chat crash are different runtime errors." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs mismatch and import taking long sometimes are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and glm-4v-9b loading failure are model-specific and not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Specific model unsupported by Flash Attention 2 and a generic Flash Attention topic are not one concrete fix." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Incorrect batched video processor shapes and SAM3 video OOM are different problems." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup and _torch_extract_fbank_features are different pipeline/audio bugs." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing AutoImageProcessor import and Python 3.9/3.10 compatibility are unrelated import/environment issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 29, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43065", + "issue:43066", + "issue:43257", + "issue:43299", + "issue:43408", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44462", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45276", + "issue:45292", + "issue:45356", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45459" + ], + "soft_pairs": [ + "issue:44188|issue:44336", + "issue:44295|issue:45397", + "issue:42491|issue:43299", + "issue:44246|issue:44496", + "issue:44336|issue:44373", + "issue:44462|issue:45356", + "issue:43526|issue:45003", + "issue:43994|issue:45276", + "issue:43531|issue:45362", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43673|issue:44561", + "issue:44336|issue:44485", + "issue:36246|issue:43596", + "issue:44162|issue:45200", + "issue:44246|issue:44871", + "issue:44242|issue:44857", + "issue:44779|issue:45292", + "issue:44987|issue:45459", + "issue:44295|issue:44749", + "issue:43441|issue:43540", + "issue:44877|issue:45375", + "issue:41950|issue:43596", + "issue:43066|issue:44779", + "issue:43901|issue:45003", + "issue:42886|issue:45229", + "issue:44995|issue:45200", + "issue:43257|issue:45137", + "issue:43065|issue:43408" + ], + "prepared_review_unit_hash": "1e3382228b6fcd369d23412c8f4fecee82b617cb403bb91bbf527d3adb36e836", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36188, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of Transformers issues covering import regressions, tokenizer/config mismatches, model-specific bugs, and distributed-training failures. None of the proposed soft pairs look like true duplicates; they usually share only a broad subsystem or version context.", + "confidence": 0.46, + "canonical_issue_reason": "If forced to pick one issue as an anchor, issue 44561 is the broadest root-cause style regression: a v5 API removal breaking many trust_remote_code models. It is more central than the model-specific or symptom-only reports in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44561 is the best global representative because it describes a concrete upstream compatibility break with clear version-scope and a plausible shared fix path. The rest of the batch is too fragmented to use as a single canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence and ANSI logging output are unrelated bugs." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "A buffer access error for position_ids is not the same underlying problem as Gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3/MoE, but one is a LoRA compatibility break on hf4.x and the other is a Qwen3VL MoE load regression on v5; different concrete failures." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness and unrecognized model/config loading are different issues." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI codes in loading_report is unrelated to a wrong docstring for position_ids." + }, + { + "left": "issue:44462", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer.json being ignored and Kimi-K2.5 codec/regression handling are both tokenizer-related but not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43994", + "right": "issue:45276", + "accept": false, + "reason": "Siglip2 bad outputs and Gemma-4 resize_token_embeddings propagation are different code paths and symptoms." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5-35B chat crashes are distinct model bugs." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different packages and different root causes." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor and missing HybridCache exports are separate API breakages." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache issues and is_torch_fx_available removal are unrelated regressions." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Terminal ANSI formatting and GLM-5 RoPE implementation are not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "An import error for a model class is unrelated to a DeepSpeed ZeRO3 IndexError in BertModel." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaults are different model-specific problems." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance and eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing load balancing loss and fp16 CUDA crash in LwDetrImageLoss do not share the same underlying fix." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer regression and resize_token_embeddings not updating output embeddings are different subsystems." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure on v5.1.0 and protobuf exception masking are different tokenizer/loading bugs." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A position_ids buffer issue is not the same as a performance regression after upgrading Transformers." + }, + { + "left": "issue:43441", + "right": "issue:43540", + "accept": false, + "reason": "Ministral-3 FlashAttention failure and Qwen3OmniMoe video-input ValueError are different model-path bugs." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config rejection for granite_speech and missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig are distinct config-schema problems." + }, + { + "left": "issue:41950", + "right": "issue:43596", + "accept": false, + "reason": "Video-classification pipeline processor lookup and ZeRO3/BertModel deque errors are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer behavior in v5, but the decoder-type bug and DeepSeek incorrect results are not clearly the same code-path problem." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "A docs mismatch for return_all_scores is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are different failure modes." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "A stale indexer cache crash in GlmMoeDsa is unrelated to Gemma-4 text-only mm_token_type_ids defaults." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and empty-deque ZeRO3 errors are both distributed-training related, but not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and sam3_video/sam3_tracker type mismatch are separate SAM3 issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 30, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:42673", + "issue:43232", + "issue:43262", + "issue:43295", + "issue:43381", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43701", + "issue:43704", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44246", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:45003", + "issue:45081", + "issue:45103", + "issue:45230", + "issue:45278", + "issue:45292", + "issue:45310", + "issue:45335", + "issue:45356", + "issue:45381", + "issue:45397", + "issue:45459" + ], + "soft_pairs": [ + "issue:43232|issue:44336", + "issue:44496|issue:45003", + "issue:43262|issue:44246", + "issue:43295|issue:45292", + "issue:44060|issue:44077", + "issue:43475|issue:43540", + "issue:44466|issue:45335", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:44933|issue:45459", + "issue:43673|issue:44734", + "issue:43441|issue:43606", + "issue:44869|issue:45356", + "issue:43232|issue:43673", + "issue:43931|issue:44368", + "issue:44297|issue:44623", + "issue:43673|issue:45278", + "issue:43646|issue:44162", + "issue:43381|issue:45292", + "issue:43381|issue:45335", + "issue:42673|issue:43704", + "issue:28282|issue:30990", + "issue:44361|issue:44749", + "issue:44077|issue:45003", + "issue:44749|issue:45310", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:43475|issue:45381", + "issue:43475|issue:43643", + "issue:43701|issue:44749", + "issue:45081|issue:45103" + ], + "prepared_review_unit_hash": "59eba8f2e19dce1bdfbf4988a7e3ab8112317d25b6bbc87f5b85c9126c50f57a", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36506, + "estimated_input_tokens": 9127, + "estimated_eval_tokens": 18510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated issues; the only clear duplicate pair is the Qwen3ForCausalLM VRAM leak report. I would anchor the cluster on the earlier, more-discussed issue and reject the rest of the soft matches as different bugs.", + "confidence": 0.92, + "canonical_issue_reason": "issue:42673 is the clearer canonical issue because it is the earlier report of the Qwen3ForCausalLM VRAM leak in multiple dataloader threads and has more discussion context; issue:43704 is an exact duplicate of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 best represents the only true duplicate pair in this cluster and has the richer original report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Different bugs: generation kwargs after sync_gpus vs ANSI codes emitted by loading_report." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Different areas and symptoms: missing model_type on trust_remote_code config vs unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Unrelated: audio chat template sample rate handling vs import-time slowdown." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Different code paths: processor/tokenizer regression vs resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different issues: incorrect tied-weights warning vs patchtsmixer post_init policy." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are video-related but they describe different model failures and different underlying bugs." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both concern embedding/weight tying, but one is device-dependent serialization and the other is resize_token_embeddings not propagating to decoder.embed_tokens." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Different models and symptoms: BigBird tokenizer special-token registration vs ESM2 breakage." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Different bugs: tie_word_embeddings warning noise vs flash-attention generation failure." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Different tokenizer/import problems: nonexistent image_utils import vs protobuf decode error masking." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both are generation/cache issues, but they affect different code paths and concrete failures." + }, + { + "left": "issue:43441", + "right": "issue:43606", + "accept": false, + "reason": "Unrelated model/backend failures: FlashAttention on Ministral-3 vs CPU offload device mismatch on bark-small." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: Whisper timestamp decode crash vs Kimi-K2.5 codec/fix_mistral_regex regression." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both involve generation internals, but sync_gpus/_update_model_kwargs and chunked_prefill cache missing are distinct bugs." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Different issues: weight-shape mismatch loading Qwen3-VL-30B vs tied-weights warning behavior." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained bugs, but tokenizer_class mismatch and processor missing files are separate failures." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "Too broad: one specific cache bug vs a general report of multiple import errors after upgrade." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Different regressions: custom model initialization breakage vs ESM2-specific breakage." + }, + { + "left": "issue:43381", + "right": "issue:45292", + "accept": false, + "reason": "No overlap in underlying bug: eval-mode gradient checkpointing vs embedding resizing." + }, + { + "left": "issue:43381", + "right": "issue:45335", + "accept": false, + "reason": "No overlap in underlying bug: eval-mode gradient checkpointing vs t5gemma embedding resize propagation." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact duplicate title and same underlying bug: Qwen3ForCausalLM VRAM leak with multiple dataloader threads." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Different symptoms: missing PyTorch import error vs Sentence Transformers hanging on load." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Different bugs: MLukeTokenizer AttributeError vs performance slowdown after upgrading Transformers." + }, + { + "left": "issue:44077", + "right": "issue:45003", + "accept": false, + "reason": "Unrelated: patchtsmixer post_init policy vs unsafe sys.modules access." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Different issues: global performance slowdown vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Insufficient evidence of sameness; generic bug report versus gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different model/configuration failures: Qwen3-VL-Moe bug vs processor.save_pretrained missing files." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal/video-related, but they involve different models and different tensor/attribute problems." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Different areas: SAM3 vision encoder attribute error vs AutoConfig trust_remote_code missing fields." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Different bugs: checkpoint resume key mismatch vs performance regression after upgrade." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different AttributeErrors in unrelated subsystems: tokenizer regex patching vs auto_docstring annotation handling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The canonical pair selection is well grounded: issue:42673 and issue:43704 are exact title duplicates, and the rest of the cluster is treated conservatively as non-duplicates. The soft-edge rejections are appropriately cautious and do not overclaim sameness." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 31, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:30990", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43475", + "issue:43479", + "issue:43525", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44079", + "issue:44164", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44568", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45478" + ], + "soft_pairs": [ + "issue:42371|issue:45092", + "issue:45375|issue:45478", + "issue:41628|issue:44933", + "issue:42994|issue:43525", + "issue:43475|issue:44661", + "issue:45310|issue:45375", + "issue:42222|issue:45200", + "issue:43873|issue:44945", + "issue:42831|issue:44222", + "issue:45362|issue:45375", + "issue:45310|issue:45397", + "issue:41628|issue:44351", + "issue:43232|issue:44188", + "issue:44222|issue:45310", + "issue:42994|issue:44164", + "issue:43232|issue:44792", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:30990|issue:35141", + "issue:43377|issue:44242", + "issue:43479|issue:44079", + "issue:43673|issue:44188", + "issue:42898|issue:44568", + "issue:43479|issue:44869", + "issue:44964|issue:45137", + "issue:42175|issue:44933", + "issue:43976|issue:44933", + "issue:43784|issue:43824", + "issue:43278|issue:45137", + "issue:44623|issue:45310", + "issue:44188|issue:44373", + "issue:44734|issue:45103" + ], + "prepared_review_unit_hash": "3e75fdb3c44d0655980a2faa593b19df3f0f07d43b34f74b87c3cf122b3e7650", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36335, + "estimated_input_tokens": 9084, + "estimated_eval_tokens": 18424 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous and the provided soft edges are not true duplicates. The only clearly repeated concrete bug theme in the set is the Qwen3.5-MoE `from_pretrained` regression, which should be the representative issue, but it is not one of the soft-edge pairs shown.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45310 is the best representative of the concrete Qwen3.5-MoE `from_pretrained` regression: it is specific, externally reproducible, and the earlier report of that failure mode. Related later reports appear to be the same underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the strongest canonical candidate because it names the exact failing code path and model family, making it the most useful anchor for deduping nearby reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "Different bugs: TF32 behavior settings vs a meta-init loading incompatibility for old InternVL2 checkpoints." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Related Qwen3.5-MoE area, but not the same concrete failure: missing config field vs a `from_pretrained` error." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols and likely different regressions." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Saving quantized models is a different failure mode from `Llama4Config` missing `pad_token_id`." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM3 vision encoder attribute error vs tokenizer-mapping failure in model registration; unrelated code paths." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is a `from_pretrained` error and the other is a missing config field; not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different models and symptoms: vitpose breakage vs Gemma 4 missing default `mm_token_type_ids`." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior is not the same as incorrect LLM output under pipeline parallelism." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and FP8 `save_pretrained`/MoE issues are distinct." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "One is a chat/runtime crash for Qwen3.5-35B; the other is a config field omission for Qwen3.5-Moe vision." + }, + { + "left": "issue:45310", + "right": "issue:45397", + "accept": false, + "reason": "Both involve model loading, but they are different models and different failure causes." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Import errors, but for different APIs (`AutoImageProcessor` vs `HybridCache`), so not the same underlying bug." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs handling after `sync_gpus` is unrelated to attention-kernel divergence under `torch.compile`." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 MoE saving and Qwen3.5-MoE loading are different code paths and symptoms." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Quantized model saving failure is not the same as `extra_state` handling in save/from_pretrained." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation cache update bug vs failed janus test case; no shared concrete failure." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3/VL-Moe issue and Qwen3.5-MoE loading error are different regressions." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they refer to different missing imports and different package breakages." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang and embedding reinit on resize are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask mismatch vs load-balancing loss omission; different bugs." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Different model config/state bugs: default multimodal config initialization vs `ModelOutput` key assignment." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Missing `GenerationMixin` cache in chunked prefill and attention-kernel branching divergence are separate generation/runtime issues." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup behavior changes and missing BOS/EOS addition are different tokenizer regressions." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config initialization and Whisper word-timestamp decode crash are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading failure is not the same as a DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend extras installation and nonexistent image_utils import are unrelated packaging/import problems." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility for Transformers 5.1.0 is unrelated to the missing image_utils import." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports in sentence-transformers/latest transformers; not the same symbol or code path." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift during evaluate vs ZeRO3 deque failure are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing files in `processor.save_pretrained(...)` is a serialization bug, not the Qwen3.5-MoE load regression." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention kernel divergence under `torch.compile` is unrelated to a wrong docstring for `position_ids`." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache continuation indexing crash is unrelated to the auto-docstring crash with future annotations." + } + ] + }, + "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": 13, + "review_unit_index": 32, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43874", + "issue:44060", + "issue:44077", + "issue:44206", + "issue:44222", + "issue:44242", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44623", + "issue:44779", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45276", + "issue:45310", + "issue:45356", + "issue:45357", + "issue:45406", + "issue:45459" + ], + "soft_pairs": [ + "issue:44060|issue:45125", + "issue:42898|issue:45356", + "issue:43723|issue:44568", + "issue:45137|issue:45276", + "issue:42898|issue:44779", + "issue:43874|issue:45092", + "issue:44077|issue:44242", + "issue:42898|issue:44448", + "issue:41628|issue:45459", + "issue:44222|issue:44297", + "issue:42898|issue:43295", + "issue:44442|issue:45459", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:44206|issue:45103", + "issue:42831|issue:44623", + "issue:22355|issue:28282", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:44483|issue:45406", + "issue:44222|issue:44484", + "issue:44263|issue:44360", + "issue:43723|issue:44977", + "issue:44263|issue:45092", + "issue:44514|issue:45103", + "issue:44295|issue:44623", + "issue:43479|issue:44913", + "issue:43723|issue:44871", + "issue:43723|issue:44991", + "issue:44261|issue:45092", + "issue:30990|issue:38175", + "issue:43723|issue:44442", + "issue:44373|issue:44485", + "issue:45092|issue:45357" + ], + "prepared_review_unit_hash": "a32047fe00b5e44992835cc56dc3f556d0a18f3bdb962a695d8df0c97fbd8b7b", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37227, + "estimated_input_tokens": 9307, + "estimated_eval_tokens": 18870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous mix of unrelated Transformers issues. The only clear duplicate-style subcluster is the AutoTokenizer loading failures; most other soft pairs are same subsystem or same version but different underlying bugs and should stay separate.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43723 is the best umbrella issue for the tokenizer-loading regression subcluster: it is generic, v5-specific, and closest to the model-specific AutoTokenizer failures among the candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 best represents the strongest duplicate candidate set and is the broadest, most reusable issue for the AutoTokenizer.from_pretrained failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen3 MoE-related, but one is a tied-weights warning and the other is a missing _tp_plan attribute. Different bugs and fixes." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is Kimi-K2.5 codec/warning handling. Not the same underlying issue." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related, but one is a load failure and the other is add_special_tokens not adding BOS/EOS. Different code paths." + }, + { + "left": "issue:45137", + "right": "issue:45276", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque errors and gemma4 resize_token_embeddings behavior are unrelated bugs." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but the reported failure modes differ substantially and likely need different fixes." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Both are multimodal/model compatibility issues, but one is a missing image-patch method and the other is meta-init incompatibility. Not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44242", + "accept": false, + "reason": "Different MoE/TSMixer behaviors: optional post_init vs missing load-balancing loss when output_router_logits=False." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both mention v4/v5 tokenizer/output differences, but one is a spacing cleanup regression and the other is Pegasus output drift. Different underlying issues." + }, + { + "left": "issue:41628", + "right": "issue:45459", + "accept": false, + "reason": "An AutoImageProcessor import failure and a protobuf-related tokenizer error-hiding issue are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained behavior and tokenizer_class mismatch in tokenizer_config.json are different save paths and different failures." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "One is a tokenizer spacing regression; the other is a processor.tokenizer / image-passing regression. Different concrete bugs." + }, + { + "left": "issue:44442", + "right": "issue:45459", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading and protobuf error masking are different tokenizer issues." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Phi4MultimodalConfig default initialization and non-persistent buffer junk are unrelated configuration/state bugs." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MOE serialization and the other is missing processor files. Different artifacts and fixes." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature-extractor arg validation and auto_docstring crashes from future annotations are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues and processor.save_pretrained missing files are different bugs." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch. Different dependencies and failure modes." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Importing AutoImageProcessor and importing is_offline_mode from huggingface_hub are unrelated import problems." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save_pretrained class metadata mismatch and Qwen3.5 MoE from_pretrained error are different issues." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "A chat-completions API request rejection and a Gemma4Processor missing _tokenizer crash are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained behavior and the 50GB default max_shard_size question are not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both reference the DSA indexer, but one is torch.split return handling and the other is a missing ReLU. Different code changes." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading failures and Qwen3.5 flash-attention generation issues are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer behavior and InternVL2 meta initialization compatibility are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Qwen2_5_VLProcessor chat-template batching and docstring parsing with future annotations are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer registration/read errors and processor.save_pretrained missing files are different problems." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Phi4MultimodalConfig default config initialization and GPTNeoX rotary_pct reload behavior are unrelated config bugs." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "AutoTokenizer load failure and eos_token_id configuration inconsistency are different tokenizer issues." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": true, + "reason": "Both describe AutoTokenizer.from_pretrained failing to load a tokenizer in v5, so they plausibly share the same loading-regression code path." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA layernorm epsilon precision and InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hangs and SIGLIP2 zero-probability outputs are different failures." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": true, + "reason": "Both are AutoTokenizer.from_pretrained load failures in v5 and look like the same tokenizer-loading regression affecting different checkpoints." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring issue for position_ids and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "InternVL2 meta-init incompatibility and Qwen3.5 save_pretrained visual-key serialization are different multimodal bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is grounded in the packet and stays conservative. The AutoTokenizer loading issues are the only clearly supported duplicate-style subcluster, and the accepted soft edges are limited to closely related tokenizer-loading failures with matching v5 regression framing. The remaining pair rejections are appropriately cautious given the distinct titles and likely different failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 33, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:29127", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43576", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:45200", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45310" + ], + "soft_pairs": [ + "issue:42886|issue:42994", + "issue:41628|issue:43824", + "issue:42831|issue:45310", + "issue:43576|issue:43784", + "issue:42831|issue:44038", + "issue:43122|issue:44521", + "issue:42757|issue:45278", + "issue:44263|issue:44373", + "issue:42886|issue:43066", + "issue:44117|issue:44704", + "issue:43122|issue:44514", + "issue:30990|issue:33357", + "issue:44704|issue:45290", + "issue:43232|issue:45245", + "issue:42907|issue:44945", + "issue:42371|issue:44263", + "issue:43232|issue:44743", + "issue:44295|issue:44297", + "issue:43976|issue:44945", + "issue:39401|issue:44488", + "issue:42907|issue:43937", + "issue:43408|issue:43475", + "issue:44625|issue:44829", + "issue:29127|issue:30990", + "issue:41628|issue:45278", + "issue:44360|issue:44485", + "issue:43116|issue:45200", + "issue:43992|issue:44704", + "issue:39401|issue:44521", + "issue:43122|issue:44779", + "issue:44038|issue:44297", + "issue:44261|issue:44373", + "issue:42371|issue:42831", + "issue:44038|issue:44295", + "issue:36296|issue:43116", + "issue:42907|issue:43452" + ], + "prepared_review_unit_hash": "14fdfd0c25cfba1ad6786fdb6f7adb07c2c40b6c02283c0c626fa2831046cac5", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 37990, + "estimated_input_tokens": 9498, + "estimated_eval_tokens": 19252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated bug reports spanning import errors, tokenizer behavior, generation, multimodal chat templates, and model-specific issues. There is no strong duplicate core; at best, one broad import-regression report can serve as a loose representative.", + "confidence": 0.95, + "canonical_issue_reason": "No true duplicate center exists. If one issue must represent the cluster, 45278 is the broadest umbrella because it captures the general post-upgrade import-regression theme seen in a few nearby reports, though the overall set is still too mixed to treat as one bug.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the least-bad representative only because it is the most general and could subsume some import-related complaints; otherwise the cluster does not form a coherent issue duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Different failures: offline tokenizer cache loading vs quantized model saving." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different model APIs." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Accuracy regression in FP8 vs a Qwen3.5 MoE from_pretrained error are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env command and sentence-transformers import NameError are unrelated code paths." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy issue is not the same as a Qwen3-VL-Moe loading problem." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset-mapping differences and multimodal assistant-mask generation are different behaviors." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad import-regression report, but it is not clearly the same concrete missing import as this one." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "torch.split return behavior in an indexer is unrelated to a position_ids docstring problem." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure is different from tokenizer decoder-type mismatch in v5." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "A tokenizer mapping None bug and missing kwargs in AutoProcessor are different from different call sites." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "General tokenization differences are not the same as a batched apply_chat_template crash." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence-transformers loading hangs and a MacOS bus error are not the same underlying bug." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Missing kwargs forwarding is unrelated to assistant-message tool-call crashes in apply_chat_template." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation kwargs update bug and a category-limit runtime error are different issues." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models and incorrect pipeline-parallel outputs are different code paths." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance is unrelated to the DSA indexer torch.split issue." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both touch generation/cache behavior, but one is about sync_gpus kwargs and the other about recurrent state reset; not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids as a buffer and tokenizer_class mismatch in saved config are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline-parallel output corruption are different problems." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 tokenizer offset mapping and failure to load cjvt/sleng-bert are separate tokenizer issues." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized model saving and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "A config-type mismatch warning and a missing fpn_position_embeddings attribute are different SAM 3 Video bugs." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 training degeneration are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 error messaging and Sentence Transformers loading hang are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both mention imports, but one is a specific missing symbol and the other is only a broad report of many import errors." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in DSA indexer and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Multi-label classification example behavior and Gemma 4 token-type defaults are different bugs." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens weights is unrelated to AutoProcessor kwargs forwarding." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping and multimodal assistant masks are distinct failures." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Version-dependent DeepSeek tokenizer output and Qwen tokenization differences are model-specific but not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading issues and tokenizer save config mismatch are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "MLA layer norm epsilon precision mismatch and a wrong docstring are not the same issue." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API guidance and FineGrainedFP8 accuracy regression are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe loading bugs and position_ids buffer access are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug and example-script multi-label output bug are different failure modes." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Quantized model saving and gguf_file loading breaks are different loading/saving paths." + } + ] + }, + "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": 13, + "review_unit_index": 34, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43064", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43450", + "issue:43493", + "issue:43550", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44222", + "issue:44291", + "issue:44351", + "issue:44485", + "issue:44779", + "issue:44912", + "issue:44933", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478" + ], + "soft_pairs": [ + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:43122|issue:44977", + "issue:45216|issue:45478", + "issue:43278|issue:44945", + "issue:42757|issue:44351", + "issue:42907|issue:44222", + "issue:42907|issue:44912", + "issue:42222|issue:43441", + "issue:43784|issue:45446", + "issue:42673|issue:45072", + "issue:43064|issue:43673", + "issue:43784|issue:44933", + "issue:38617|issue:45278", + "issue:43550|issue:43784", + "issue:43937|issue:44485", + "issue:22355|issue:29127", + "issue:43116|issue:43493", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:44222|issue:45478", + "issue:43116|issue:43825", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:39401|issue:44779", + "issue:43931|issue:44945", + "issue:33453|issue:39401", + "issue:45083|issue:45446", + "issue:43937|issue:44977", + "issue:42673|issue:43906", + "issue:43827|issue:45446", + "issue:44291|issue:45071", + "issue:43450|issue:43986" + ], + "prepared_review_unit_hash": "dd3adb78f27fe6e2c5f0c7b266b785ea27c681b4f64a9ffc2f61303ffb617d41", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37172, + "estimated_input_tokens": 9293, + "estimated_eval_tokens": 18842 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous: most pairs are only loosely related by broad areas like imports, tokenizers, or Qwen/GLM model families, but not the same concrete bug. I found no soft-edge pair I\u2019d confidently merge as duplicates.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set ('many import errors after update from 4.57.0 to 5.5.0') and is the best fit as a representative issue among otherwise mostly unrelated regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most general and recent issue, with wording broad enough to cover a subset of the import-regression reports; the other issues are mostly narrower, model-specific, or symptom-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE models, but one is a Qwen3-VL-Moe flash-attention/generation bug and the other is an FP8 save_pretrained issue; different code paths and symptoms." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols in different modules, so they do not look like the same underlying bug." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer regression vs flash-attention generation failure; different models, APIs, and failure modes." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Same model family/version window, but one is a save_pretrained checkpoint regression and the other is a from_pretrained load error; related, but not clearly the same concrete bug." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "A dtype mismatch in train/eval versus an incorrect output under pipeline parallelism; too different to be the same bug." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import failures, but from different packages and symbols; no clear shared root cause." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both involve saving quantized models, but they concern different quantization schemes and different model families." + }, + { + "left": "issue:42907", + "right": "issue:44912", + "accept": false, + "reason": "Saving a dequantized model and loading a model with MXFP4 are distinct behaviors and likely different bugs." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral flash-attention failure are unrelated model-specific regressions." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Importing sentence-transformers fails on a missing name, while the other is a bad PyTorch version check for a different import path." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM multi-thread use versus dtype mismatches in unrelated models; not the same problem." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Training optimizer-state corruption with FSDP/PEFT versus generation cache missing during chunked prefill are separate subsystems." + }, + { + "left": "issue:43784", + "right": "issue:44933", + "accept": false, + "reason": "Different missing imports in different helpers; no evidence of a shared underlying regression." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad umbrella report, but 38617 is one specific missing import; this is not enough to treat them as the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43784", + "accept": false, + "reason": "torch.compile/SDPA failure versus a NameError on import; unrelated failures." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both mention GLM-5, but one is a generation config validation error and the other is a RoPE implementation discussion; not the same code-path." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "A missing module import and a layoutlmv3 box-validation error are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "A multi-label classification example bug and a SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a GLM46V image processor AttributeError are different topics." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unused SGD args in optimizer setup versus evaluate() failing after train() are different bugs." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE and save/load, but the titles point to different failure modes and not clearly the same concrete defect." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Multi-label classification output bug versus pipeline() translation messaging after v5 removals; unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3/Qwen3.5 MoE-related, but one is a flash-attention generation bug and the other is a loading error; too different." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version support breakage and an AuxRequest version-check bug are not the same issue." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer correctness issues, but they affect different tokenizers and different regressions." + }, + { + "left": "issue:43931", + "right": "issue:44945", + "accept": false, + "reason": "Model shape-mismatch loading error versus incorrect output under pipeline parallelism; separate problems." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "A generic tokenizer-loading regression and a Qwen3 offset_mapping bug are not clearly the same underlying defect." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A Qwen3 Omni helper-function bug and an unrelated flex_attention version-check issue." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 generation-config invalidity and Qwen3.5 flash-attention output problems are different model-specific bugs." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "A VRAM leak and an isolated reproduction of another issue are not enough to conclude duplication." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a PyTorch version-check bug are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "An init_empty_weights argument error and a PretrainedConfig type-check regression are different load-time issues." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "A batched video-processor shape bug and a missing-torchvision import crash are different 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": 13, + "review_unit_index": 35, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:42994", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:45003", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45459", + "issue:45464", + "issue:45478" + ], + "soft_pairs": [ + "issue:45405|issue:45446", + "issue:44484|issue:45310", + "issue:44829|issue:45216", + "issue:39401|issue:43421", + "issue:38617|issue:41628", + "issue:44117|issue:45081", + "issue:42673|issue:43582", + "issue:44410|issue:45310", + "issue:43408|issue:43742", + "issue:38617|issue:44220", + "issue:42673|issue:43577", + "issue:43937|issue:44496", + "issue:42371|issue:44261", + "issue:42175|issue:42222", + "issue:44483|issue:45464", + "issue:42617|issue:45341", + "issue:44933|issue:45278", + "issue:44484|issue:45478", + "issue:43066|issue:43122", + "issue:43673|issue:45341", + "issue:43097|issue:44493", + "issue:42222|issue:45459", + "issue:44410|issue:45478", + "issue:43986|issue:44484", + "issue:43441|issue:44829", + "issue:43874|issue:44261", + "issue:43012|issue:43408", + "issue:42222|issue:42994", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:45003|issue:45341", + "issue:43097|issue:43452" + ], + "prepared_review_unit_hash": "fb7ed03007c318f3a89a1333ceb7c44436eba1347066e46caf17f70979935023", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 48, 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There is no strong single duplicate cluster here; at best, issue 45278 is a loose umbrella for import regressions, but it does not explain the rest.", + "confidence": 0.24, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella candidate because it reports widespread import errors after an upgrade, but the cluster is too mixed for a true canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the closest thing to a cluster anchor due to its broad import-regression framing and open status, though it only fits a small subset of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Different problems: PEFT version pinning vs a PyTorch-version guard bug in flex_attention." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated: save_pretrained shard size question vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Different code paths and symptoms: flash_attention_3 training degeneration vs a save_pretrained regression." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Both tokenizer-related, but one is offset_mapping on Qwen3 and the other is runtime post-processor updates; not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different root causes." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading failures, but one is a mapping-None assumption and the other is a Mistral regex patch crash." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "Different failures: VRAM leak in dataloader threads vs Apple Silicon TypeError in allocator warmup." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different model families and errors: missing qwen3next projections vs Qwen3.5 MoE load failure." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Both are model loading issues, but the specific models and failure modes are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Different import/symbol issue vs a feature-extraction function bug." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "VRAM leak in multithreaded loading is unrelated to Blip2 dtype propagation." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Both involve model/config validation, but one is GLM-5 GenerationConfig and the other is an unrecognized model/config.json issue." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 settings warning vs MLA q_a_layernorm precision/config issue are different changes." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Backend packaging/install issue vs vitpose model breakage; not the same underlying bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "General chat/completions request rejection vs Qwen3.5 streaming inference failure; different concrete failures." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated: 3d_parallel.py execution problem vs a testing_utils bug." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "45278 is broad import regressions, but 44933 is a specific missing import; not enough evidence they are the same defect." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Completely different topics: shard sizing vs Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both tokenizer behavior changes in v5, but one is decoder type and the other is tokenization output drift; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache/chunked_prefill regression is unrelated to a testing utility bug." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings API vs position-id unexpected key warnings are different issues." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "Vitpose model breakage is unrelated to tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Same broad Qwen area, but different model variant and distinct failure modes." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor without torchvision and shard-size discussion are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Ministral FlashAttention failure and flash_attention_3 training degeneration are not the same code-path problem." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image patch-count method vs MLA layernorm epsilon precision issue are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "bfloat16 compilation warning is unrelated to a model-type mismatch warning." + }, + { + "left": "issue:42222", + "right": "issue:42994", + "accept": false, + "reason": "Vitpose model breakage and quantized model saving failure are different bugs." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return-value issue is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Both involve imports/config typing, but the actual failures are different and not a shared concrete bug." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access and a testing_utils bug are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Tie-embeddings API removal and gguf_file tokenizer/model loading failures are different regressions." + } + ] + }, + "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": 13, + "review_unit_index": 36, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42886", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43335", + "issue:43352", + "issue:43381", + "issue:43408", + "issue:43502", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43825", + "issue:43873", + "issue:43874", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44464", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44987", + "issue:45071", + "issue:45103", + "issue:45245", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45375" + ], + "soft_pairs": [ + "issue:44117|issue:44987", + "issue:43986|issue:45341", + 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"f7035d976bd0d823f6901e2d3160f384b6f5441330457bad00a45a4d32ca62c1", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37887, + "estimated_input_tokens": 9472, + "estimated_eval_tokens": 19200 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the items span unrelated import errors, model/config bugs, loading/offline issues, training problems, and documentation mismatches. I would not merge any of the soft-edge pairs.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the items do not describe the same underlying bug or change, so selecting one representative would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue in this set is a good global representative because the cluster is heterogeneous and not centered on one defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Different failures: one is TOKENIZER_MAPPING_NAMES/from_pretrained handling, the other is loading a specific model on transformers>=5.1.0." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated areas: video-model loading without torchvision vs a bug in testing_utils.py." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different model-loading problems for different architectures and symptoms; not the same code path." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Different model families and warnings: sam3 tracker mismatch vs tie_word_embeddings warning in Qwen3.5 fine-tuning." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both involve model loading, but for different models and distinct failures; not one underlying bug." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different missing-dependency/import issues in separate processor paths." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "FlashAttention 3 training degeneration is unrelated to the categorical limit RuntimeError." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both mention GLM, but one is an image-processor method missing and the other is a torch.split return-value issue; different bugs." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "Python version compatibility issue is unrelated to config type-checking regressions." + }, + { + "left": "issue:44464", + "right": "issue:45071", + "accept": false, + "reason": "Chunked generation with compiled forward is a different runtime path than PretrainedConfig type checking." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing_utils bug." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Trainer/FSDP2 optimizer-state bug is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols from different modules and different root causes." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA q_a_layernorm precision/config issue is not the same as GLM-5 RoPE implementation differences." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3next missing attention projections is unrelated to Qwen3_5MoeVisionConfig missing a config field." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding bug is unrelated to auto_docstring crashing on future annotations." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken duplicate-special-arg error and tokenizer mapping None-handling are distinct tokenizer bugs." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only causing network requests is unrelated to UMT5Encoder missing embed_tokens.weight." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video-model processor loading without torchvision is unrelated to tokenizer mapping assumptions." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages; no shared underlying defect." + }, + { + "left": "issue:43582", + "right": "issue:45341", + "accept": false, + "reason": "AppleSilicon TypeError in caching_allocator_warmup is unrelated to testing_utils.py." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe transformer-v5 bug and Qwen3next missing projections are separate model-specific issues." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder warning/docs issue is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embedding weight on load is unrelated to max_shard_size default behavior." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "Video processor dependency crash is unrelated to apply_chat_template tool-call handling." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer decoder type regression and isolated reproduction of another issue are not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:43097", + "accept": false, + "reason": "ImportError for layer_type_validation and a tie_embeddings deprecation/removal complaint are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation-task messaging is unrelated to saving Pipeline objects." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Nemotron FlashAttention 2 support error is unrelated to GPT2 attention scaling being ignored." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "Tie-embeddings deprecation/removal is unrelated to TextClassificationPipeline docs and return_all_scores behavior." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "bfloat16 precision warning and Bamba torch.compile/SDPA failure are different runtime issues." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "PyTorch precision warning is unrelated to a tie_word_embeddings warning during LoRA fine-tuning." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline tokenizer cache failure is unrelated to gradient checkpointing in eval mode." + } + ] + }, + "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": 13, + "review_unit_index": 37, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44117", + "issue:44188", + "issue:44220", + "issue:44230", + "issue:44263", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44792", + "issue:44938", + "issue:45216", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45479" + ], + "soft_pairs": [ + "issue:43208|issue:43550", + "issue:43937|issue:44792", + "issue:42907|issue:44655", + "issue:43525|issue:44117", + "issue:44380|issue:45479", + "issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:36683|issue:43582", + "issue:43618|issue:43761", + "issue:43012|issue:44683", + "issue:44483|issue:45290", + "issue:42757|issue:43824", + "issue:38617|issue:43502", + "issue:44038|issue:44230", + "issue:44483|issue:45381", + "issue:43299|issue:43867", + "issue:43901|issue:44655", + "issue:42994|issue:44655", + "issue:36683|issue:43475", + "issue:43756|issue:44485", + "issue:43867|issue:45216", + "issue:44220|issue:44655", + "issue:43066|issue:45381", + "issue:43352|issue:43937", + "issue:44077|issue:44380", + "issue:36683|issue:44077", + "issue:44263|issue:45440", + "issue:43064|issue:44492", + "issue:43976|issue:44938", + "issue:36683|issue:43525", + "issue:36010|issue:42757", + "issue:44188|issue:44380", + "issue:43618|issue:45216" + ], + "prepared_review_unit_hash": "225e25c1406ea44e5b61d832d62390332d7cbffb11981167f649fab53e07c43e", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37558, + "estimated_input_tokens": 9390, + "estimated_eval_tokens": 19036 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: mostly unrelated Transformers import/config regressions, model-specific bugs, and save/load/runtime issues. The soft-similarity pairs do not look like true duplicates of the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 44483 is the broadest user-facing regression in the set, but the cluster as a whole is too diverse to have a strong true canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative must be picked, 44483 is the least model-specific and most general public API failure; otherwise, there is no good global canonical issue here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different model families and different failure modes; one is multiple xLSTM training bugs, the other is a Bamba SDPA/torch.compile issue." + }, + { + "left": "issue:43937", + "right": "issue:44792", + "accept": false, + "reason": "Unrelated problems: invalid GLM-5 generation config vs a janus image-generation test failure." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is dequantized Ministral/Devstral models and the other is Pipeline.save_pretrained; different code paths." + }, + { + "left": "issue:43525", + "right": "issue:44117", + "accept": false, + "reason": "A missing config attribute on Llama4 is unrelated to tokenizer mapping returning None in from_pretrained." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Different subsystems and symptoms: GPT-2 attention scaling vs a sequence-classification zero-loss bug." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Nemotron Flash Attention support is unrelated to a Python-version compatibility issue." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is not the same bug as GPT-2 attention scaling being ignored." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BEiT image processor label reduction are different components and different defects." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Both touch chat APIs, but one is endpoint request rejection and the other is template tokenization on batched input; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIPOutput attentions missing is unrelated to GPT-2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to an Apple Silicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP-related, but one loses attentions in CLIPOutput while the other returns hidden_states=None in CLIPVisionModel.forward; different regressions." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A bfloat16 precision warning is not the same as a compiled flex_attention failure on torch >= 2.9." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "The chat-completions request rejection and apply_chat_template crashing on tool-call messages are different failure points." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different packages." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "A missing configuration_utils import is unrelated to local_files_only still making API requests." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "One is a Qwen3-VL-Moe loading bug; the other is fp8 inference support for Qwen3-VL/Qwen3.5 MoE." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "General chat API rejection is not the same as incorrect vision_position_ids in Qwen2.5-VL video input." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3-VL-Moe loading breakage is different from a state_dict sorting load error." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline save_pretrained docs/behavior and an actual pipeline serialization failure are different issues." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure is broader/different from saving Pipeline objects." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config vocab_size and Sam3VisionEncoderOutput missing fpn_position_embeddings are unrelated attribute errors." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and GLM-5 RoPE implementation concerns are different models and different bugs." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Loading failure with sorted state_dict is not the same as a Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "An fbank feature extraction bug is unrelated to pipeline serialization." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Wrong tokenizer decoder type and wrong vision_position_ids are unrelated regressions." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention-2 support for Nemotron is unrelated to GLM-5 generation config validation." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "patchtsmixer post_init validation and GPT-2 attention scaling are different code paths." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to patchtsmixer post_init allowance." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Both mention MoE internals, but the concrete bugs and model implementations differ." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer-state corruption in Trainer/FSDP2 is unrelated to a cache-strategy typo." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "These are different platform/version compatibility failures: Python 3.9+ vs Python 3.14." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config and missing pad_token_id on Llama4Config are separate model config bugs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Import errors for GenerationMixin and is_offline_mode are unrelated symbols and modules." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "torch.compile branching divergence in attention kernels is not the same as GPT-2 attention scaling being ignored." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions missing and Qwen3.5 checkpoint corruption are unrelated regressions." + } + ] + }, + "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": 13, + "review_unit_index": 38, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43232", + "issue:43352", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43644", + "issue:43723", + "issue:43867", + "issue:43931", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44242", + "issue:44246", + "issue:44351", + "issue:44360", + "issue:44387", + "issue:44484", + "issue:44556", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478" + ], + "soft_pairs": [ + "issue:43992|issue:45310", + "issue:36683|issue:44242", + "issue:43010|issue:45278", + "issue:36683|issue:43352", + "issue:43352|issue:43931", + "issue:41669|issue:44246", + "issue:43867|issue:45375", + "issue:36683|issue:43064", + "issue:43992|issue:45478", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:44360|issue:45440", + "issue:43618|issue:44077", + "issue:43644|issue:44938", + "issue:36296|issue:43575", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:28282|issue:33453", + "issue:42890|issue:44964", + "issue:43618|issue:44977", + "issue:42890|issue:44112", + "issue:43502|issue:44062", + "issue:43010|issue:44075", + "issue:42890|issue:45341", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:43010|issue:43232", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:42548|issue:44351", + "issue:45125|issue:45478" + ], + "prepared_review_unit_hash": "1bc4c5d15383a9a3f7f5aa2643da31044e373394cd7cdf0701db05dcf8c8cac4", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36388, + "estimated_input_tokens": 9097, + "estimated_eval_tokens": 18450 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of Transformers v5 regression reports, especially import/load failures and model-specific breakages. Most candidate pairs are only loosely related by subsystem and should not be merged; one Qwen3.5 MoE/tensor-parallel pair looks like a real duplicate.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45278 is the broadest and most representative issue in the set: it summarizes multiple import errors after upgrading from 4.57.0 to 5.5.0, which matches the dominant theme of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single representative issue because it is broad, user-facing, and captures the central upgrade/import regression pattern across the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different failures on different models: UMT5Encoder missing embed_tokens.weight vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Unrelated bugs: Gemma3Config missing vocab_size vs MoE load-balancing loss not added." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache/update no_grad behavior is unrelated to broad import errors after upgrade." + }, + { + "left": "issue:36683", + "right": "issue:43352", + "accept": false, + "reason": "Different code paths and symptoms: config attribute missing vs Flash Attention support gating." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Flash-attention support error is unrelated to Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both mention import performance, but one is a specific import * refactor and the other is only a generic slow-import report." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict sorting load error is unrelated to a missing config field being dropped by strict parsing." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config vocab_size bug and FSDP2/PEFT optimizer-state bug are different problems." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and failure details; both are load errors, but not the same underlying bug." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to PretrainedConfig type-checking regressions." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Sorting-related load failure is not the same as incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Generation cache update logic is unrelated to the Python-version compatibility issue." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to Qwen2.5-VL video position-id correctness." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer activation bug and DeepSeekV3 implementation divergence are distinct." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions regression and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44938", + "accept": false, + "reason": "Non-persistent buffer initialization issue is unrelated to Python 3.14 loading failures." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and Qwen2-57B tp OOM are related only at a high level, not the same defect." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Load error from sorted state_dict is unrelated to the default max_shard_size question." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Missing attentions assignment and AMP/CUDA crash are different bugs." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch missing dependency error is unrelated to tokenizer loading regression." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky integration test and a model-loading failure are not the same issue." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Attentions-output regression is unrelated to Qwen3.5 flash-attention generation problems." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are test-related, but they concern different tests and different causes." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leak and AddedToken argument collision are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "Generation cache no_grad behavior is unrelated to SGD argument handling." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "A flaky model integration test is not clearly the same as a generic testing_utils bug." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer-loading regression after v5 is not the same as reloading a checkpoint trained on v4.57." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 CUDA memory regression and checkpoint reload incompatibility are different issues." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache update decoration and generation kwarg syncing are distinct generation internals." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained handling and missing _tp_plan for tensor parallelism are different failures." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache no_grad behavior is unrelated to the dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are about different symbols and likely different root causes." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Both point to the same Qwen3.5 MoE tensor-parallel/from_pretrained regression; the missing _tp_plan is a plausible root cause of the later from_pretrained failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays within the packet: it correctly frames the cluster as mostly heterogeneous v5 regression reports, and issue:45278 is a reasonable broad representative. The soft-edge judgments are conservative, and the single accepted Qwen3.5 MoE/tensor-parallel pair is plausibly the same underlying bug." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 39, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:30990", + "issue:31795", + "issue:33357", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43012", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44075", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44373", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44871", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468" + ], + "soft_pairs": [ + "issue:44355|issue:44749", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:43502|issue:44485", + "issue:44075|issue:44871", + "issue:43010|issue:44368", + "issue:44315|issue:44360", + "issue:42890|issue:44373", + "issue:38175|issue:43502", + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:44355|issue:44655", + "issue:44355|issue:45071", + "issue:44222|issue:44230", + "issue:42831|issue:43874", + "issue:42890|issue:43232", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43827|issue:44961", + "issue:43576|issue:43824", + "issue:43576|issue:45071", + "issue:43673|issue:44492", + "issue:38617|issue:43576", + "issue:33357|issue:33453", + "issue:44961|issue:45468", + "issue:41628|issue:42548", + "issue:31795|issue:38617", + "issue:43576|issue:44351", + "issue:44908|issue:44961", + "issue:36296|issue:43901", + "issue:44485|issue:44961", + "issue:44273|issue:45003", + "issue:36296|issue:43526", + "issue:41628|issue:44355", + "issue:36296|issue:43012" + ], + "prepared_review_unit_hash": "98379cd936f803300d8522bde86da3dc23b3ee622683dd096c7bd5ea2e4da4d6", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 37907, + "estimated_input_tokens": 9477, + "estimated_eval_tokens": 19210 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose cluster of mostly unrelated Transformers issues, with a few broad v5 loading/import regressions but no strong duplicate pairs. The closest umbrella topic is v5-era load/import breakage, not a single concrete bug.", + "confidence": 0.77, + "canonical_issue_reason": "No exact duplicate set emerges. If one issue must anchor the cluster, issue 44556 is the broadest v5 reload-regression report and the best umbrella for the loading/import breakage subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44556 is the most representative of the recurring version-upgrade loading failures in this set; it is broad enough to serve as a cluster anchor even though many other items are unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Different problems: compiled Python execution errors vs slowdown after upgrading and filtering data." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5-Moe config issues, but they hit different missing fields and different code paths." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "SentenceTransformers loading hang and a documentation confusion issue are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only network leakage vs GLM-5 RoPE implementation are different bugs." + }, + { + "left": "issue:44075", + "right": "issue:44871", + "accept": false, + "reason": "SGD argument handling and eos_token_id config mismatch are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache update no_grad decoration and tie_word_embeddings warning are different issues." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application with model_init is unrelated to the DSA indexer ReLU discussion." + }, + { + "left": "issue:42890", + "right": "issue:44373", + "accept": false, + "reason": "Flaky tests from missing set_seed and a position_ids docstring typo are not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43502", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to local_files_only network requests." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but they affect different model families and likely different code paths." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only API leakage and a meaningless titled issue are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file execution errors and pipeline save_pretrained are different bugs." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file execution errors and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained on MoE and FP8 inference support requests are not the same concrete bug." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy and a missing image-processor method are different problems." + }, + { + "left": "issue:42890", + "right": "issue:43232", + "accept": false, + "reason": "Seed-related test instability and generation kwargs handling are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but they concern different models and symptoms." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "An import error from huggingface_hub and a broken env command are not the same concrete issue." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Documentation referencing removed pipeline() and an unrelated issue title have no overlap." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command and missing Qwen2.5-VL export are different import failures." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "Broken env command and missing HybridCache export are different failures." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache missing vs a typo in cache strategies are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Different missing imports in different modules; not the same underlying bug." + }, + { + "left": "issue:33357", + "right": "issue:33453", + "accept": false, + "reason": "MacOS bus error on a CLIP model and tokenizer loading regression are too different to merge." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated issue title and Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but they concern different exported symbols and likely different root causes." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and a missing import error are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols and no evidence of the same code path." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and an unrelated issue title are not duplicates." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and documentation about pipeline parameters are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and an unrelated issue title are not the same bug." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading problems and unsafe sys.modules access may be adjacent, but there is not enough concrete evidence to treat them as the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43012", + "accept": false, + "reason": "Tensor parallel training bug and bf16 compile warning are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 40, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:37428", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43673", + "issue:43704", + "issue:43723", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478" + ], + "soft_pairs": [ + "issue:44261|issue:44360", + "issue:44623|issue:45230", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:44393|issue:45071", + "issue:44038|issue:45125", + "issue:44556|issue:45092", + "issue:42371|issue:44492", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:44297|issue:45230", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:44908|issue:45071", + "issue:43976|issue:44393", + "issue:44295|issue:45230", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:41669|issue:44492", + "issue:44315|issue:44829", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43827|issue:44908", + "issue:41669|issue:44908", + "issue:43723|issue:44393", + "issue:44655|issue:44861", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:41669|issue:43704", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44273|issue:45071", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:42890|issue:43704" + ], + "prepared_review_unit_hash": "29de62433a586a9a9e696284bee6ba78242b251b0d8d97d00d6763e590afca6d", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 51, + "serialized_chars": 42379, + "estimated_input_tokens": 10595, + "estimated_eval_tokens": 21446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues; the only loose common thread is v5-era loading/regression reports. Issue 44556 is the closest representative, but none of the soft pairs look like true duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "44556 is the most central, concrete v5 regression report in the set: a clear checkpoint reload failure after upgrading, which best represents the broad loading-breakage thread seen here.", + "canonical_pr_reason": null, + "best_issue_reason": "44556 is the best umbrella issue among these because it is actionable, user-facing, and broadly aligned with the other v5 loading-related reports, even though the set is not a tight duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "Different model components and failure modes: RMS norm precision/config vs DSA ReLU behavior." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "45230 is too generic to establish the same save_pretrained file-loss bug." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both mention v5 breakage, but one is an env command issue and the other is checkpoint reload incompatibility." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time slowdown from star imports is unrelated to missing GenerationMixin cache in chunked prefill." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox output bug is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Same model family, but different bugs: general Qwen3-VL-Moe breakage vs missing tensor-parallel plan." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade/loading regressions, but they affect different model paths and different initialization mechanisms." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API behavior and a cache-strategy typo are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "A flaky integration test and an inverse_sqrt scheduler kwargs bug are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Processor kwarg forwarding and scheduler kwargs handling are different code paths." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both are vaguely import/lazy-loading related, but not clearly the same underlying defect." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning and Liger Kernel application are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata mismatch is not supported by the generic bug report." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Env command regression and scheduler kwarg propagation are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support gating and Qwen3-VL bbox output issues are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL bounding-box output are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access error is not the same as a generic bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star performance regression and HybridCache import failure are different issues." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-time blowup and a testing_utils bug are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo and pipeline-parallelism output corruption are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-star usage and cache strategy naming are not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Model_init not applying Liger Kernel is unrelated to flash_attention_3 training collapse." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen issues with different failure modes and code paths." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and tied-weights key handling are different problems." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Pipeline docs references and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import performance regression and scheduler configuration bug are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44393", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen3-VL bbox output are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied-weight key crashes are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Env command breakage and lazy-loading failure are not the same issue." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA ReLU discussion and Gemma4AudioRelPositionalEncoding are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report does not establish the same Qwen3.5-Moe from_pretrained regression." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and scheduler kwargs are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-time regression and VRAM leak in dataloader threads are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion and Llama 3.2 model loading failure are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Documentation issue and flash attention import error are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both touch model creation/loading, but they are different bugs with different root causes." + }, + { + "left": "issue:44273", + "right": "issue:45071", + "accept": false, + "reason": "Lazy loading issue and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in threaded dataloading and GLM-5 RoPE bug are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 behavior and VRAM leak are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Offline-loading API requests and timestamp math in Qwen3VL are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion and model loading regression are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Documentation confusion and flash-attention import failure are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Model_init/Liger kernel behavior is unrelated to remote-code checkpoint meta-init incompatibility." + }, + { + "left": "issue:44273", + "right": "issue:45071", + "accept": false, + "reason": "Lazy loading and type checking are unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "Different subsystems and failure modes." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 controls and VRAM leakage are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network calls and timestamp calculation are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 41, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-362", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:43618", + "issue:44230", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45341" + ], + "soft_pairs": [ + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:44998|issue:45341", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44556|issue:44998", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:31515|issue:36683", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "7f84563d201133250993ddd8526ff070b7e178d53fc9c47800acfb5e55252eb8", + "component_budget": { + "node_count": 362, + "item_count": 362, + "soft_pair_count": 1352, + "serialized_chars": 697653, + "estimated_input_tokens": 174414, + "estimated_eval_tokens": 349084 + }, + "budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 17, + "serialized_chars": 17371, + "estimated_input_tokens": 4343, + "estimated_eval_tokens": 8942 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous and mostly not duplicate-worthy: it mixes checkpoint/tokenizer loading regressions, config attribute errors, scheduler bugs, chat-template crashes, docs, and unrelated issues. No soft pair looks like the same concrete bug.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44556 is the clearest, most concrete representative of the loading/checkpoint-regression subset: it describes a reproducible failure reloading v4.57 checkpoints after upgrading to v5.2/v5.3. It is the best anchor if this cluster is grouped around load-time regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer v5 behavior regressions, but one is a broad behavior difference and the other is a specific decoder-type mismatch; they do not read like the same concrete bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler LR kwargs bug versus an unrelated 'Unemployment' issue; no substantive overlap." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different code paths: tied-weights key handling crash versus chat template tokenization with tool calls." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "No relation; one is unrelated/spam-like, the other is a testing_utils bug." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A typo in cache strategy docs versus an unrelated issue title." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIP output attentions regression is unrelated to the other item." + }, + { + "left": "issue:44556", + "right": "issue:44998", + "accept": false, + "reason": "Checkpoint reload regression versus an unrelated issue; not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to _get_tied_weight_keys crashing on a list." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and tied-weight key crash are different problems." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint loading slowness and an ImportError from configuration_utils are different failure modes and code paths." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 audio/VL inference support versus processor.save_pretrained missing files; not the same underlying bug." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading is unrelated to tensor-parallel training." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading performance issue versus documentation confusion in model.forward." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen and from_pretrained/inference, but one is FP8 support and the other is a concrete from_pretrained error; too different to merge as one bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Checkpoint loading slowness and tokenizer loading regression are adjacent but distinct bugs." + }, + { + "left": "issue:31515", + "right": "issue:36683", + "accept": false, + "reason": "Loading slowdown versus Gemma3Config missing vocab_size; different root causes and symptoms." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support and FP8 Qwen inference support are separate feature/support issues, 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": 3, + "component_count": 13, + "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": "b261b980791df93c5240915135806a4ed4cac2be50ace80618b515c280a7e73d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community contribution requests for different features: one for Flash Attention 2 support and one for GGUF support. They share a similar template, but not the same underlying change or bug.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the two issues request different capabilities in different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a duplicate of the other; both should remain separate feature-tracking issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Same broad template, but different requested features and likely different implementation areas; not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-4", + "nodes": [ + "issue:27088", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "a197ca558079d48b1d79a161254bffa075baa3dd91ec0d4bbb112254b7ebe100", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4454, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4454, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly about docs translation requests, but only one issue is concrete (Turkish). The others use a generic placeholder title and are not clearly the same underlying request, so I would not merge them as duplicates based on the available evidence.", + "confidence": 0.67, + "canonical_issue_reason": "issue:27088 is the only specific, non-templated request ([i18n-TR] Translating docs to Turkish). It is the clearest representative of this cluster from the available metadata.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:27088 is the most actionable and concrete issue; the others look like generic/template placeholders rather than a clearly identified duplicate request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Both are translation-request issues, but one is specifically Turkish while the other is only a generic placeholder title; not enough evidence they are the same request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "The titles are not concrete matches: Turkish vs a placeholder language template. Similar topic, but not clearly the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "This is only a broad similarity in the translation-docs theme; the specific language differs/ is unspecified, so I would not treat them as duplicates." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both appear to be generic template issues, but there is no concrete language or target to show they are the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Identical placeholder titles alone are too weak to confirm the same bug/change; could easily be separate translation requests." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Same placeholder pattern, but no concrete language or unique target is available, so duplicate status is not established." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-13", + "nodes": [ + "issue:36817", + "issue:37015", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:37015|issue:42503", + "issue:37015|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42503|issue:45027", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "0d89d398e91be4ec8a841f1d6677a9b28705ebce581c6a14ae11d8391df49c35", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 25, + "serialized_chars": 16009, + "estimated_input_tokens": 4003, + "estimated_eval_tokens": 8262 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 25, + "serialized_chars": 16009, + "estimated_input_tokens": 4003, + "estimated_eval_tokens": 8262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a collection of model-request issues across different families and modalities (BERT variants, Qwen audio, OCR, vision, sparse transformers, etc.). They read as related by topic only, not as true duplicates, so I rejected all soft edges.", + "confidence": 0.33, + "canonical_issue_reason": "issue #37015 is the most generic and active model-add request in the set, so it is the best single issue to stand in for the cluster if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "#37015 is a straightforward, broadly framed model addition request with the highest discussion activity among the issues, making it the most representative candidate here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config addition and DEIMv2 are different model families with no shared code-path or concrete change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "A BERT config request and Qwen3-TTS support target unrelated model types and tasks." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests; same broad 'add model' theme is not enough." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the weight-sparse transformer request describe different architectures and changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different model families and modalities." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "Both are BERT-flavored model requests, but they point to different concrete model families and additions." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral-4B-TTS-2603 are unrelated models with different integration paths." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated requests with no evidence of the same underlying fix." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR are different model-support requests, not the same bug or change." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT models and Qwen3-TTS concern different model families and modalities." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "These are both BERT-like requests, but they are for different specific model sets and not one mergeable change." + }, + { + "left": "issue:42503", + "right": "issue:45027", + "accept": false, + "reason": "ModernVBERT models and Voxtral TTS support are unrelated additions." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS are entirely different model classes and code paths." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are different tasks; similar naming is not enough to merge them." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Both mention TTS, but they request support for different models and likely different integration work." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated modalities and model families." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and a sparse-transformer request are unrelated changes." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio-model requests, not the same concrete change." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio model requests with no shared underlying bug." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and weight-sparse transformer support are different changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model additions." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are unrelated requests with different implementation needs." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different models and different tasks; not the same change." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated model support requests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-37934-6", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:42936|issue:43668", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813" + ], + "prepared_review_unit_hash": "28bf702e79ed9fe3ed45f271cbda6075d21af087e7d7aace827a6e3c5c2e7e29", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are not duplicates: they span unrelated bugs in model normalization, loss handling, config typing, a typo, and a tokenizer warning. The soft similarities are too broad to justify merging any pair.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 42936 is the most concrete runtime bug report in the set and the best single anchor for the cluster, though the overall group is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "42936 is the strongest representative because it describes an actionable behavioral defect, while the others are mostly unrelated type/typo/API issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Both mention normalization-related terms, but one is about Llama4TextL2Norm behavior and the other is only a ModernBERT config type hint; not the same bug." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Both concern loss-related code paths, but one is a specific Mask2former ignore_value bug and the other is a generic kwargs-passing issue; too different to merge." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former loss handling and tokenizer regex warnings are unrelated subsystems and failure modes." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A missing use of ignore_value is unrelated to a typo in a quantization attribute name." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Loss/ignore_value behavior and a config type-hint correction are different kinds of fixes in different code paths." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to a loss function and correcting a type hint do not describe the same underlying defect." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A ModernBERT config annotation issue is not the same as a tokenizer regex warning regression." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "These are both small metadata/typo-like reports, but they refer to different symbols and unrelated fixes." + } + ] + }, + "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": 13, + "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": "a94916a1580e3bffce2688878597e7e941fa642afdf7ac74d4722483a3624e5f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one asks for a specific block decoding change, while the other requests DeepSeek v3.2 support. They refer to different features and likely different implementation work.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Low textual overlap and different scopes: block decoding vs model/version support. No clear evidence they describe the same underlying problem 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": 13, + "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": "55ec00d000ce6ce2ebdaad80a89f2d8f0316c8b22708dde5239428f73360ee86", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are both about Trainer customization, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue fits: the reports concern different Trainer code paths and different fixes, despite overlapping in the custom-trainer theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying issues: one targets `remove_unused_column` customizability, the other targets FLOPS estimation for custom trainers. Shared theme is too broad to treat as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 13, + "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": "48ff572869f39e019d37b15c06d55c31dabd56b559a7769ea59d88c7ad5803ba", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very broad \u201cadd model support\u201d level, but they target different Qwen variants and different auto-model paths, so they are not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue for the pair; #43684 is about registering Qwen3-Omni with AutoModel/AutoModelForConditionalGeneration, while #44405 is about adding AutoModelForSequenceClassification support for Qwen3.5.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the broader, more general issue and is the better representative of the cluster, but it should not subsume #44405 as a duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different concrete requests: Qwen3-Omni registration for base/conditional-generation auto classes vs Qwen3.5 sequence-classification support. Same family/subsystem, but not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 13, + "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": "7afcc1a56f2d36832f40c7c6eadf7d424c27e22ea6eb32118667003734597aad", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Issues 43845, 43846, and 43859 all appear to be the same short \"huggingface\" report and are likely duplicates; 43835(\"Fett\") looks unrelated.", + "confidence": 0.95, + "canonical_issue_reason": "43845 is the earliest of the near-identical \"huggingface\" issues and has the same sparse shape as 43846, making it the cleanest representative of that duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the best issue candidate because it is the earliest and most representative of the repeated \"huggingface\" reports; 43835 is unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no evidence of the same underlying bug; 43835 does not match the repeated \"huggingface\" reports." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no shared problem description; no sign these are the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "\"Fett\" is unrelated to the repeated \"huggingface\" issue cluster." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title, very similar sparse bodies, and created minutes apart; they look like duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title and same apparent topic; 43859 is a later variant of the same \"huggingface\" report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and topic, with no distinguishing evidence; likely the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 43845 is the earliest of the three identically titled \"huggingface\" issues, and 43835 is clearly distinct by title. The duplicate judgments among 43845/43846/43859 are conservative enough given the matching titles, close timestamps, and soft similarity scores." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "999fa09b2885dae5a49785968ea56b8726072ad45297f9cd1277b0c844cb7de4", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster appears to be low-signal noise/spam rather than real bug reports, so I would not deduplicate any of the issues on the available evidence.", + "confidence": 0.93, + "canonical_issue_reason": "No issue has enough substantive content to serve as a canonical duplicate target; the titles are either spam or generic and the bodies provide no actionable detail.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is a good global representative because there is no clear underlying bug or request to normalize around.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Identical spam titles are not enough to conclude the same underlying issue; there is no body or technical evidence." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam titles alone do not establish a duplicate bug/change, and there is no supporting context." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a generic documentation suggestion; no evidence they describe the same underlying problem." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "The titles are unrelated and there is no shared technical context to justify deduplication." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation request vs. spam title; no shared concrete issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation request vs. spam title; insufficient evidence of the same underlying change or bug." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam titles, but identical wording alone is not enough to safely merge as duplicates." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam title vs. unrelated named-title issue; no evidence of the same underlying report." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam title vs. unrelated named-title issue; no concrete shared bug/change is visible." + } + ] + }, + "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": 13, + "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": "9176096565fd6a897352caffd746363ffd945e056d2d14e5203389758fef8804", + "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 closed issues have the same title and similar body lengths, so they are highly similar, but the packet does not show filenames, explicit targets, or body content to confirm they are the same underlying report. The evidence supports cautious clustering, not a strong duplicate claim.", + "confidence": 0.79, + "canonical_issue_reason": "Issue #45145 is a reasonable canonical representative because it matches #45151 on title and has slightly more inbound reference evidence, but the duplicate call should remain conservative given the lack of content-level proof.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue representative in this cluster because it is one of the two matching issues and has inbound references, while no PRs are present.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Same title and similar size indicate high similarity, but there is no direct evidence of identical content, targets, or filenames. That is not enough to confidently treat them as the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet only supports a conservative claim of high similarity: the titles are identical and body lengths are close, with no filenames or explicit targets. The analyst overstates the evidence by calling the issues \"near-identical\"/\"indistinguishable\" and implying matching content, which is not directly shown in the metadata. The soft-edge accept is therefore too strong for the evidence provided." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 13, + "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": "pull_request", + "component_index": 1, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-13", + "nodes": [ + "pull_request:39895", + "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:45435", + "pull_request:45454", + "pull_request:45489" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:45435", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45454", + "pull_request:43823|pull_request:45435", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45435", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45489", + "pull_request:44827|pull_request:45170", + "pull_request:43823|pull_request:44827", + "pull_request:45213|pull_request:45435", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45435", + "pull_request:45454|pull_request:45489", + "pull_request:43823|pull_request:45489", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "b9ffa8bd9fa4e25cc596cd7c64bacd7cbba0482fa0860859c0583a57f4ed60ba", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 23, + "serialized_chars": 37549, + "estimated_input_tokens": 9388, + "estimated_eval_tokens": 19032 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 23, + "serialized_chars": 37549, + "estimated_input_tokens": 9388, + "estimated_eval_tokens": 19032 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated pull requests with one genuine overlap: two fixes for `fixed_cross_entropy` in `loss_utils.py` that both expand kwargs passed to `nn.functional.cross_entropy`. All other soft-similarity pairs are different features, models, or tests and should stay separate.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:43251` is the cleanest representative of the only true overlap: it directly fixes `fixed_cross_entropy` and has an explicit issue link, while the paired PR makes the same core change with a slightly different API shape.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:43251` is the best overall fit because it addresses a concrete bug in a single code path, has the explicit issue target, and is the strongest duplicate candidate against `pull_request:43254`.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different domains: new VideoPrism model/docs vs. an executorch export test." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor robustness for existing audio model vs. adding a new MobileLLM model." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Same repo area only at a very broad level; one is a loss-function fix, the other is a new model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility kwargs fix is unrelated to Mistral4 test/integration changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape test is unrelated to Mistral4 test fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:45435", + "accept": false, + "reason": "Torch export dynamic-shape test and Whisper tokenization bug fix are different code paths." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Exportability test vs. a new model addition; no shared underlying bug." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45454", + "accept": false, + "reason": "MobileLLM model addition is unrelated to Gemma4 text-only training behavior." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45435", + "accept": false, + "reason": "New model addition vs. Whisper tokenizer indexing fix." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New MobileLLM model vs. Falcon output-interface refactor; not the same change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45435", + "accept": false, + "reason": "Falcon output-collection refactor is unrelated to Whisper tokenization." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor and model-creation skill are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-interface refactor is not the same bug as Mistral4 test fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45489", + "accept": false, + "reason": "Mistral4 tests vs. Gemma3n/Gemma4 cache-sharing alignment are different model families and problems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fix is unrelated to the layrnorm\u2192layernorm renaming sweep." + }, + { + "left": "pull_request:43823", + "right": "pull_request:44827", + "accept": false, + "reason": "New MobileLLM model and Mistral4 test fixes do not share a concrete underlying bug." + }, + { + "left": "pull_request:45213", + "right": "pull_request:45435", + "accept": false, + "reason": "Model-creation skill changes are unrelated to Whisper tokenizer bounds checking." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes and the model-creation skill are unrelated; shared auto-model file is incidental." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model addition vs. workflow/skill change; no duplicate relationship." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45435", + "accept": false, + "reason": "Mistral4 test adjustments and Whisper tokenizer fix address different code paths." + }, + { + "left": "pull_request:45454", + "right": "pull_request:45489", + "accept": false, + "reason": "Both are Gemma-related, but one targets text-only training and the other cache-sharing alignment; not the same concrete fix." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45489", + "accept": false, + "reason": "MobileLLM model addition and Gemma cache-sharing changes are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both modify `fixed_cross_entropy` in `loss_utils.py` to forward supported kwargs to `nn.functional.cross_entropy`; same underlying bug and mergeable into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted overlap, `pull_request:43251`/`pull_request:43254`, is supported by the shared file, shared issue target, and near-identical `fixed_cross_entropy` changes. The remaining soft-edge verdicts are appropriately rejected and do not overstate duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "e494025f6923f2d95fd2ad3b8107b7b06e40a51a2684b7e37e5dd3a8fd0ea760", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs in the same VibeVoice area, but they are not duplicates: one implements the base VibeVoice model, the other adds a realtime variant and additional tokenizer/feature/generation plumbing.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the more canonical base implementation: it is broader, non-draft, and appears to establish the main VibeVoice integration. PR #42781 is a separate follow-up for VibeVoice Realtime with extra components.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the best representative PR for the cluster because it is the original full VibeVoice implementation and has substantially more review activity. PR #42781 is a distinct realtime extension rather than the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "They share the VibeVoice subsystem and some files, but #40546 implements the base model while #42781 adds a realtime variant plus extra tokenizer/feature and generation changes. These are related follow-ups, not the same concrete fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 23, + "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": "65b99922a053f1e44e62b91242090e2d0144fcef41eb5dd8520c3e310bf40617", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated open pull requests in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different codepaths, different models, and different user-facing changes; no evidence they fix the same 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": 4, + "component_count": 23, + "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": "88e60f926a84fb13a881f1700f827def51f6a2034775286ab5e8f054384e362c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5929, + "estimated_input_tokens": 1483, + "estimated_eval_tokens": 3222 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5929, + "estimated_input_tokens": 1483, + "estimated_eval_tokens": 3222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are about adding DEIMv2 support to Transformers. PR #44339 is the more complete, later implementation and appears to supersede the smaller initial addition in #41356.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44339 is the stronger canonical PR because it is the later, more complete DEIMv2 integration: it adds the model, loss, auto-mapping, conversion script, and related docs/tests, while #41356 is an earlier partial model/image-processor addition.", + "best_issue_reason": null, + "best_pr_reason": "PR #44339 is the best representative of the cluster because it most fully implements the DEIMv2 feature and includes the broader set of integration changes expected for a merged model addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": true, + "reason": "Same underlying feature addition for DEIMv2 support, with substantial overlap in model files, docs, and tests; #44339 looks like the expanded successor to the earlier partial PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target the same DEIMv2 issue, share several core files, and #44339 clearly adds broader integration pieces beyond #41356. The soft-edge verdict is conservative because it says the later PR 'looks like' an expanded successor rather than asserting a definitive relationship." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-2", + "nodes": [ + "pull_request:41797", + "pull_request:45186" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186" + ], + "prepared_review_unit_hash": "a4c50bc535a6bb425760bc5552ef89b59af568fce0ac101bb482a6af8133afe9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6723, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6723, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are both new model integrations, but for different models and different code paths: DeepSeek OCR vs Isaac. They share boilerplate registration/docs changes, not the same underlying change, so they should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical duplicate here: 41797 adds DeepSeek OCR support, while 45186 adds Isaac support. The overlap is mostly framework plumbing and documentation, not the same feature or bug fix.", + "best_issue_reason": null, + "best_pr_reason": "If forced to pick one cluster anchor, 45186 is the cleaner representative because it is a newer, self-contained Isaac model addition with model-specific tests; however it is not a duplicate of 41797.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model integrations and different concrete functionality. Shared auto-registration/docs/util files are generic scaffolding and do not 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": 6, + "component_count": 23, + "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-42166-2", + "nodes": [ + "pull_request:42166", + "pull_request:45426" + ], + "soft_pairs": [ + "pull_request:42166|pull_request:45426" + ], + "prepared_review_unit_hash": "0374cab0d5106cf96ae00285746eea8ddfcd2c92328246ef1392cfd9a7afa44a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5407, + "estimated_input_tokens": 1352, + "estimated_eval_tokens": 2960 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5407, + "estimated_input_tokens": 1352, + "estimated_eval_tokens": 2960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-addition PRs: one adds InternVLFlash, the other adds AXK1. They share only common registration/auto-discovery files, which is boilerplate and not evidence of the same fix or feature.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:42166", + "right": "pull_request:45426", + "accept": false, + "reason": "Different model integrations with distinct configuration/model files and unrelated code paths; shared auto-registration edits are expected boilerplate and do not indicate duplicate PRs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 23, + "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-42227-4", + "nodes": [ + "pull_request:42227", + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:42227|pull_request:43291", + "pull_request:42227|pull_request:43665", + "pull_request:42227|pull_request:44815", + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "881717b6e9206c58b8df2496983604617e9a71538f1ac27f6bef18ad27425560", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10167, + "estimated_input_tokens": 2542, + "estimated_eval_tokens": 5340 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10167, + "estimated_input_tokens": 2542, + "estimated_eval_tokens": 5340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is heterogeneous: one Whisper ASR pipeline fix, one Whisper tokenizer/test change, one unrelated CLIP/ViT test edit, and one FP8/dequant loading fix. They do not look like the same underlying bug or change, so no soft edges should be accepted.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the most substantive, coherent code fix in the set, with real changes in model loading and FP8 integration; the other PRs are unrelated Whisper or test-only edits.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the strongest standalone PR to keep as the representative artifact because it fixes a concrete runtime/code-path issue across multiple implementation files, unlike the others which are narrower or unrelated.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42227", + "right": "pull_request:43291", + "accept": false, + "reason": "Both mention Whisper, but 42227 fixes ASR pipeline return_language plumbing while 43291 changes tokenizer decode/timestamp handling and tests; different code paths and bugs." + }, + { + "left": "pull_request:42227", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper ASR pipeline fix vs unrelated CLIP/ViT test edits; no shared underlying bug." + }, + { + "left": "pull_request:42227", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper pipeline change and FP8/dequant model-loading fix are unrelated subsystems and failure modes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer/test change is not the same as the CLIP/ViT test-only edit." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Tokenizer decode/timestamp behavior and FP8/dequant loading are unrelated concrete issues." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "CLIP/ViT test assertions do not match the FP8/dequant code-path fix; this is not a duplicate 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": 8, + "component_count": 23, + "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": "8449fa42b7d20b49badec6fcee7c6bf184b080e5afc21d3657761911ab957f7b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "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 PRs that touch GitHub Actions workflows, but they are not the same change: PR 42975 broadly upgrades multiple GitHub Actions for Node 24 compatibility, while PR 42976 narrowly bumps docker/build-push-action versions. The overlap is only in subsystem and workflow maintenance, not in the concrete fix.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the broader workflow-maintenance umbrella, but it still is not a duplicate of PR 42976; 42976 is a separate docker-action version bump with a different concrete purpose.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "They both update GitHub Actions workflows, but one targets Node 24 compatibility across many actions and the other specifically upgrades docker/build-push-action. Different actions, different scope, and not plausibly one merged fix for the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 23, + "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-42978-10", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:43838", + "pull_request:43973", + "pull_request:44601", + "pull_request:45157", + "pull_request:45283", + "pull_request:45490", + "pull_request:45532" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43448|pull_request:45532", + "pull_request:43451|pull_request:45490", + "pull_request:43451|pull_request:45532", + "pull_request:43838|pull_request:45283", + "pull_request:43973|pull_request:45283", + "pull_request:44601|pull_request:45532", + "pull_request:45157|pull_request:45532", + "pull_request:45283|pull_request:45532", + "pull_request:45490|pull_request:45532" + ], + "prepared_review_unit_hash": "40f905a3ebbbc119b4390707a827ebe3c1b72612aad93de2b6c1f3b04325a613", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 14, + "serialized_chars": 32088, + "estimated_input_tokens": 8022, + "estimated_eval_tokens": 16300 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 14, + "serialized_chars": 32088, + "estimated_input_tokens": 8022, + "estimated_eval_tokens": 16300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No duplicate cluster emerges here: the PRs span unrelated model additions and infrastructure changes, with only broad filename overlap from Hugging Face model scaffolding. I would not merge any of these into a single canonical PR.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the items are distinct changes (different models/features and one distributed-loading PR), so there is no single underlying change to deduplicate around.", + "best_issue_reason": null, + "best_pr_reason": "No best PR for duplicate purposes; each PR is a separate model-support or infra enhancement rather than an obvious duplicate of another.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo); shared docs/auto-registration files are expected boilerplate, not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model families and code paths; both are new model support PRs, but not the same underlying feature." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model additions with no shared concrete bug or feature." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model-support PRs for different architectures/versioned families." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model additions; overlap is only in common registration/docs files." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45532", + "accept": false, + "reason": "Molmo and SLANet are different model implementations, not one duplicate change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are distinct model-support additions with different targets and code paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45532", + "accept": false, + "reason": "Molmo2 and SLANet are unrelated model additions despite shared boilerplate files." + }, + { + "left": "pull_request:43838", + "right": "pull_request:45283", + "accept": false, + "reason": "Qwen3-ASR support and Qwen3.5 GGUF loading support are different feature areas and code paths." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45283", + "accept": false, + "reason": "Lfm2Audio model support and Qwen3.5 GGUF loading are not the same underlying bug/change." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45532", + "accept": false, + "reason": "Pipeline-parallel loading support is infrastructure work; SLANet is a model addition, so they are not duplicates." + }, + { + "left": "pull_request:45157", + "right": "pull_request:45532", + "accept": false, + "reason": "PrismML Bonsai GGUF handling and SLANet model support are unrelated changes." + }, + { + "left": "pull_request:45283", + "right": "pull_request:45532", + "accept": false, + "reason": "Qwen3.5 GGUF loading support and SLANet model support do not share the same concrete code-path problem." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45532", + "accept": false, + "reason": "CTSM and SLANet are separate model-support PRs; deterministic similarity is only due to shared registration/docs scaffolding." + } + ] + }, + "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": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45476" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532", + "pull_request:43488|pull_request:45476", + "pull_request:43532|pull_request:45476" + ], + "prepared_review_unit_hash": "bcd5d30cd3aa82e937712fbf0d1efc8dae7fb50e5ab22cd54f51bd32eb2d68ef", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7468, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7468, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three unrelated synthetic PRs were grouped only because they all touch the same vit test file. Their actual changes are different: setup/versioning, workflow/CI plumbing, and CLIP/tokenizer code. No duplicate pair is acceptable.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43532 is the closest representative because it has the broadest workflow/test surface and the most discussion, but it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the best single representative for the cluster, but only as a placeholder; the cluster does not contain a true duplicate PR set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different changes: packaging/version/dependency tweaks vs workflow/testing-utils edits. The shared vit test file is incidental and not the same underlying bug/change." + }, + { + "left": "pull_request:43488", + "right": "pull_request:45476", + "accept": false, + "reason": "Different code paths: setup/versioning and deps vs CI workflow caller plus CLIP tokenizer/test edits. Shared test-file overlap is too weak to merge." + }, + { + "left": "pull_request:43532", + "right": "pull_request:45476", + "accept": false, + "reason": "Both touch workflows/tests, but they fix different things: self-comment CI/testing utilities vs PR CI caller and CLIP tokenization. Not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 23, + "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": "d35e4a2c734e1af26a4de80c365b28dc17274afab8a3c89cbad9f4e36dd39906", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate PRs add different segmentation pipelines: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share some docs/registry scaffolding, but the underlying features, model support, and test coverage are distinct.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are distinct feature additions for different segmentation tasks, not the same code-path fix or change.", + "best_issue_reason": null, + "best_pr_reason": "If forced to pick a representative, PR 43613 is slightly broader in model coverage, but it is still a separate feature from PR 43612 rather than a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different pipelines and target APIs/models: concept segmentation vs visual segmentation. Shared documentation and registration files are incidental; the PRs are not the same underlying change and should not 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": 12, + "component_count": 23, + "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": "bc1200357a606d5be63d8d32c91d1c58868e45ad790cd3207a2d05556f1bf388", + "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": "Two open PRs touch the same file but implement unrelated Trainer extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column inspection for column filtering.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying behaviors and code paths in Trainer; one is about loss normalization during training_step, the other about input signature column selection. They are not the same fix and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-3", + "nodes": [ + "pull_request:43656", + "pull_request:43836", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842", + "pull_request:43836|pull_request:43842" + ], + "prepared_review_unit_hash": "9354cb97907d3ace0498f8bac09a4869d55eecb278e33fb71fd5e980385a8dec", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs target the same runtime annotation/TypeAdapter NameError in `src/transformers/cli/serve.py`. They look like overlapping fixes for the same bug, with 43842 being the most focused patch.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the most focused and directly aligned fix: it explicitly addresses the TypeAdapter NameError when pydantic is absent, keeps the change narrowly scoped, and has the clearest issue linkage.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best representative because it fixes the exact reported failure with minimal scope, while 43656 is broader annotation cleanup and 43836 appears less focused.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Both fix the same underlying TypeAdapter/runtime-annotation NameError in the CLI serve path and could plausibly be combined into one patch." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both are targeted at the same `serve.py` TypeAdapter NameError; the titles and diff snippets point to the same concrete bug rather than just a broad subsystem overlap." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. All three PRs touch `src/transformers/cli/serve.py` and the diffs support a shared TypeAdapter/annotation NameError theme. The soft-edge acceptances are also plausible: 43836 and 43842 clearly overlap on the same issue target, and 43656 looks like a broader but mergeable variant of the same fix. No overstatement that would warrant rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 23, + "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-43757-3", + "nodes": [ + "pull_request:43757", + "pull_request:45500", + "pull_request:45506" + ], + "soft_pairs": [ + "pull_request:45500|pull_request:45506", + "pull_request:43757|pull_request:45500", + "pull_request:43757|pull_request:45506" + ], + "prepared_review_unit_hash": "8ca49c58cb211002432f9b511e8c7ecf5aba711904626c7c648666625440feb6", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7755, + "estimated_input_tokens": 1939, + "estimated_eval_tokens": 4134 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7755, + "estimated_input_tokens": 1939, + "estimated_eval_tokens": 4134 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs are near-duplicates for full GPT-OSS GGUF loading support; PR 45506 is the more complete/latest implementation. PR 43757 is only a limited fallback patch and should not be merged with the full-support PRs.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45506 is the best canonical PR: it is the latest, explicitly supersedes 43757, and contains the fuller GPT-OSS GGUF support across loader mapping, utilities, and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 45506 is the strongest representative of the cluster because it addresses the full concrete GPT-OSS GGUF loading path rather than just a partial fallback.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45500", + "right": "pull_request:45506", + "accept": true, + "reason": "Same underlying change: both implement GPT-OSS GGUF loading support for issue #43366, and 45506 is an expanded/latest version of 45500 with the same code path and files." + }, + { + "left": "pull_request:43757", + "right": "pull_request:45500", + "accept": false, + "reason": "43757 only adds a fallback from hard failure to gpt-neox, while 45500 implements broader full GGUF loading support; they do not look like one mergeable change." + }, + { + "left": "pull_request:43757", + "right": "pull_request:45506", + "accept": false, + "reason": "43757 is a partial workaround and 45506 is a full support implementation; they target the same issue but not the same concrete change, so they should not be clustered as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 23, + "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": 16, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44071|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44059|pull_request:44722", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:44059|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44059|pull_request:44068", + "pull_request:44073|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44101|pull_request:44161", + "pull_request:44017|pull_request:44018", + "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:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "999b2713a6c14de45a4f051910c1e84ac06ea98952763f597a0944734c1e6a20", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75093, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This packet is broader than a single GPT-J/GPT-Neo duplicate cluster: it contains a small set of accepted bridge pairs around the standardized output-tracing refactor campaign, especially between CVT/FNet, ResNet/SpeechT5, DeBERTa, and VITS, plus the GPT-J/CodeGen lineage. Most other pairs are only theme-level matches and should remain separate.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the best global representative because it sits at the center of the accepted bridge edges and captures the standardized output-tracing migration pattern that links several otherwise separate model families.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest single exemplar of the packet's accepted output-tracing refactors, with the highest bridge value across the accepted pairs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different concrete model code paths; the shared output-tracing theme is too broad to treat as one change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and implementation paths; this is only a thematic similarity." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": false, + "reason": "Both are output-tracing refactors, but this pair does not look like the same mergeable code-path change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Related standardized-output refactors, but they target different vision backbones and edited surfaces." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and code paths; sharing the tracking issue/theme is not enough." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen versus EfficientNet-style output handling; too different to be the same underlying change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are different implementations; this is only the same refactor pattern." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families and code paths; not the same concrete bug or change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen versus MPT; same broad refactor style, but not the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": false, + "reason": "The GPT-Neo variants are not close enough in the edited surfaces here to count as one duplicate PR." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen versus GPT-Neo; same theme only, not the same underlying change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different code paths in this packet." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet versus GPT-J/CodeGen; too broad a similarity at the refactor-pattern level." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR versus GPT-J/CodeGen; different model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and concrete edits; same refactor theme only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated concrete refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet versus MPT; same cleanup style, but not the same code-path problem." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert/XLM; unrelated implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen; not the same underlying PR change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert/XLM; different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT versus GPT-J/CodeGen; same refactor theme only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo versus MGP-STR; different model families and edited surfaces." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen; 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This makes the soft-edge verdicts insufficiently conservative relative to the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 23, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "2fd724325b95132e74904e879acbb7ddb041206c408a4dbfeebf881c49d5eaa7", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a family of model-specific PRs that all migrate output tracing to the new standardized capture/decorator APIs, but they touch different architectures and code paths. They are related by pattern, not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the most concrete reference point in the set: it has an explicit issue target and a narrowly scoped SpeechT5 output-tracing refactor, making it the clearest representative of the migration pattern.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest standalone PR in the cluster because it has explicit linkage, a clear model-specific change, and enough implementation detail to serve as the best representative of this group.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Same general output-tracing migration theme, but FocalNet and ImageGPT are different model implementations with separate forward paths; not the same underlying change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both adopt the standardized output-capture pattern, but they modify different models (VisualBert vs TextNet) and distinct code paths, so they are not duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are separate architectures; 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not a duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "b43c81f7b139017747e9f7843f366957762537843d62813738e9ad83bcadf114", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 11072, + "estimated_input_tokens": 2768, + "estimated_eval_tokens": 5792 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 11072, + "estimated_input_tokens": 2768, + "estimated_eval_tokens": 5792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are separate model-addition changes, not duplicates: PenguinVL, DeepSeek-OCR-2, and Voxtral TTS each introduce distinct model packages and docs, with only shared registration/boilerplate files in common.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #45401 is the cleanest representative only in the sense that it is explicitly tied to issue 45027 and has a focused scope, but it is still a distinct Voxtral TTS model addition rather than a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model families and codepaths: PenguinVL vs Voxtral TTS. 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Related area, different concrete code paths and not mergeable as one PR.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44979 is the broader, foundational fusion abstraction: it introduces `module_fusion.py` and tests for a general API rather than one specific kernel-config workflow.", + "best_issue_reason": null, + "best_pr_reason": "#44979 is the best representative of this cluster because it defines the general module-fusion mechanism; #45363 is a narrower implementation specific to `KernelConfig` and a particular fused pair.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different underlying changes: one adds a generic Module Fusion API, the other implements n-to-1 kernel fusion via `KernelConfig`. They share a theme but not the same concrete bug/feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 23, + "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": "af6b583c118706a28d728b19166608f253c256d6aeb711ff896b2fd4dd67fc47", + "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": "These two PRs are near-identical fixes for the same AttributeError in `_patch_mistral_regex` / Mistral tokenizer pre-tokenizer handling, with the later PR adding tests and broader coverage.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45317 is the stronger canonical PR because it contains the same core fix plus test coverage, making it the more complete implementation of the shared bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45317 is the best PR overall since it directly addresses the bug with the same code change and includes validation in tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError in the same tokenizer code path; the diffs are effectively the same fix and could 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": 21, + "component_count": 23, + "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": "2ea8761e97f722ded8015a0337e7ae38bcfa94b6ad39d47476f56add37e682e4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but not duplicates: one PR introduces heterogeneous per-layer config support, while the other consumes that API to add heterogeneous model/caching behavior. They look like a foundation-and-follow-up pair, not the same underlying change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45333 is the more foundational and self-contained change: it adds the per-layer heterogeneous config machinery that the modeling PR builds on.", + "best_issue_reason": null, + "best_pr_reason": "PR 45333 is the best representative of the cluster because it defines the core config abstraction; PR 45332 is a downstream consumer that depends on it and spans broader model/cache behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Reject: these target different layers of the feature. 45333 adds per-layer heterogeneous configuration support, while 45332 adds heterogeneous model/cache handling using that config. They share subsystem files, but they are not the same concrete code-path fix and would not cleanly collapse into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "9cf3f9a9d88d6d5b2d3886e9b55b1ad7742c03a20648815bd38aa7fefbd94fed", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5306, + "estimated_input_tokens": 1327, + "estimated_eval_tokens": 2910 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5306, + "estimated_input_tokens": 1327, + "estimated_eval_tokens": 2910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are typing-focused PRs, but they target different levels of change: one is a broad type-checking sweep across many `src/transformers/*.py` files, while the other adds typing helpers/protocols for `modeling_utils` and PEFT integration. They are related, but not the same concrete change.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: 45415 is a wide typing pass across many files, while 45425 is a narrower typing-API/helper update affecting a different slice of the codebase.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the better representative of the cluster because it is more self-contained and concrete; 45415 is a broad sweep that is less suitable as the single canonical change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Reject: both are type-checking related, but 45415 is a broad lint/type pass and 45425 introduces typing protocols/aliases for specific modeling/PEFT paths. They do not fix the same concrete bug/change and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 23, + "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-45470-2", + "nodes": [ + "pull_request:45470", + "pull_request:45487" + ], + "soft_pairs": [ + "pull_request:45470|pull_request:45487" + ], + "prepared_review_unit_hash": "1ce3065828b8b7a05a0ce008641cc060cb85183a46d4f3895ac04bfb3b2d817d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4778, + "estimated_input_tokens": 1195, + "estimated_eval_tokens": 2646 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4778, + "estimated_input_tokens": 1195, + "estimated_eval_tokens": 2646 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: one only skips a SAM3 Lite text test due to a flash-attn dispatch mismatch, while the other fixes a model-parallel/device placement bug across AltCLIP and ChineseCLIP-related code paths. They touch different models and different failure modes.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45487 is the stronger representative because it contains an actual cross-model code fix, whereas PR #45470 is only a test skip for a single model-specific mismatch.", + "best_issue_reason": null, + "best_pr_reason": "PR #45487 is the most substantive and broadly representative change in the cluster; PR #45470 is a narrow test adjustment and not a code-path fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45470", + "right": "pull_request:45487", + "accept": false, + "reason": "Different underlying problems: #45470 skips one SAM3 Lite flash-attn test, while #45487 fixes model-parallel device handling in AltCLIP/ChineseCLIP code. Not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260421T000044Z/analysis-runs/hybrid-model-20260421t000044z/manifest.json b/snapshots/20260421T000044Z/analysis-runs/hybrid-model-20260421t000044z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ba2c41000c477e055bda4236b720f63e6e25c567 --- /dev/null +++ b/snapshots/20260421T000044Z/analysis-runs/hybrid-model-20260421t000044z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260421t000044z", + "artifacts": { + "hybrid": "snapshots/20260421T000044Z/analysis-runs/hybrid-model-20260421t000044z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260421T000044Z/analysis-runs/hybrid-model-20260421t000044z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-04-21T00:08:12Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260421T000044Z", + "variant": "hybrid" +} diff --git a/snapshots/20260421T000044Z/manifest.json b/snapshots/20260421T000044Z/manifest.json index 03d4b4c90af49d6f034091472803763956c346c2..919ae646b09e0576c48f421b14c5fb4ed740cb92 100644 --- a/snapshots/20260421T000044Z/manifest.json +++ b/snapshots/20260421T000044Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 281 }, "extracted_at": "2026-04-21T00:00:44Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260421t000044z", + "runs": { + "hybrid-model-20260421t000044z": { + "analysis_id": "hybrid-model-20260421t000044z", + "artifacts": { + "hybrid": "snapshots/20260421T000044Z/analysis-runs/hybrid-model-20260421t000044z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260421T000044Z/analysis-runs/hybrid-model-20260421t000044z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260421T000044Z/analysis-runs/hybrid-model-20260421t000044z/manifest.json", + "model": null, + "published_at": "2026-04-21T00:08:12Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260421T000044Z", "watermark": {