diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index ffbf388b06b25fdb42fb08cbccbc98ced9b2832c..1792d853a7cc13642bafdf503469c3234f26dc3c 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": "20260527T060031Z", - "generated_at": "2026-05-27T06:09:38Z", + "snapshot_id": "20260527T180027Z", + "generated_at": "2026-05-27T18:22:48Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1313,10 +1313,10 @@ { "left_pr_number": 41116, "right_pr_number": 45613, - "code_similarity": 0.805, + "code_similarity": 0.797, "size_similarity": 0.885, "file_overlap": 0.75, - "area_overlap": 0.854, + "area_overlap": 0.831, "patch_similarity": 0.693, "shared_filenames": [ "docs/source/en/_toctree.yml", @@ -1340,8 +1340,8 @@ ], "right_ranges": [ [ - 713, - 720 + 730, + 737 ] ] }, @@ -1378,12 +1378,12 @@ ], "right_ranges": [ [ - 699, - 705 + 720, + 726 ], [ - 1301, - 1307 + 1331, + 1337 ] ] }, @@ -1709,45 +1709,191 @@ ] }, { - "cluster_id": "cluster-46100-2", + "cluster_id": "cluster-45932-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 46100, + "canonical_pr_number": 45932, "issue_numbers": [], "pr_numbers": [ - 46100, - 46114 + 45932, + 46100 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 46100, - "right_pr_number": 46114, - "code_similarity": 1.0, - "size_similarity": 1.0, - "file_overlap": 1.0, - "area_overlap": 1.0, - "patch_similarity": 1.0, + "left_pr_number": 45932, + "right_pr_number": 46100, + "code_similarity": 0.018, + "size_similarity": 0.088, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-45332-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 45332, + "issue_numbers": [], + "pr_numbers": [ + 45332, + 45333 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45332, + "right_pr_number": 45333, + "code_similarity": 0.458, + "size_similarity": 0.211, + "file_overlap": 0.357, + "area_overlap": 0.755, + "patch_similarity": 0.296, "shared_filenames": [ - "tests/models/vit/test_modeling_vit.py" + "src/transformers/configuration_utils.py", + "src/transformers/heterogeneity/__init__.py", + "src/transformers/heterogeneity/configuration_utils.py", + "tests/heterogeneity/__init__.py", + "tests/heterogeneity/test_configuration_utils.py" ], "shared_file_areas": [ { - "filename": "tests/models/vit/test_modeling_vit.py", + "filename": "src/transformers/configuration_utils.py", + "left_ranges": [ + [ + 31, + 42 + ], + [ + 191, + 198 + ], + [ + 307, + 316 + ], + [ + 319, + 328 + ], + [ + 447, + 464 + ], + [ + 865, + 873 + ], + [ + 971, + 982 + ], + [ + 1035, + 1043 + ], + [ + 1085, + 1093 + ], + [ + 1331, + 1359 + ] + ], + "right_ranges": [ + [ + 31, + 42 + ], + [ + 189, + 196 + ], + [ + 298, + 307 + ], + [ + 310, + 319 + ], + [ + 438, + 455 + ], + [ + 855, + 863 + ], + [ + 1020, + 1028 + ], + [ + 1070, + 1078 + ], + [ + 1316, + 1344 + ] + ] + }, + { + "filename": "src/transformers/heterogeneity/__init__.py", + "left_ranges": [ + [ + 1, + 24 + ] + ], + "right_ranges": [ + [ + 1, + 14 + ] + ] + }, + { + "filename": "src/transformers/heterogeneity/configuration_utils.py", "left_ranges": [ [ - 216, - 226 + 1, + 212 ] ], "right_ranges": [ [ - 216, - 226 + 1, + 212 + ] + ] + }, + { + "filename": "tests/heterogeneity/test_configuration_utils.py", + "left_ranges": [ + [ + 1, + 185 + ] + ], + "right_ranges": [ + [ + 1, + 185 ] ] } @@ -1756,29 +1902,29 @@ ] }, { - "cluster_id": "cluster-44002-2", + "cluster_id": "cluster-43665-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 44002, + "canonical_pr_number": 43665, "issue_numbers": [], "pr_numbers": [ - 44002, - 44029 + 43665, + 44815 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 44002, - "right_pr_number": 44029, - "code_similarity": 0.135, - "size_similarity": 0.43, + "left_pr_number": 43665, + "right_pr_number": 44815, + "code_similarity": 0.03, + "size_similarity": 0.133, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.329, + "patch_similarity": 0.022, "shared_filenames": [], "shared_file_areas": [] } @@ -2058,6 +2204,241 @@ ] } ] + }, + { + "cluster_id": "cluster-42975-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 42976, + "issue_numbers": [], + "pr_numbers": [ + 42975, + 42976 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 42975, + "right_pr_number": 42976, + "code_similarity": 0.131, + "size_similarity": 0.148, + "file_overlap": 0.212, + "area_overlap": 0.095, + "patch_similarity": 0.033, + "shared_filenames": [ + ".github/workflows/build-ci-docker-images.yml", + ".github/workflows/build-docker-images.yml", + ".github/workflows/build-nightly-ci-docker-images.yml", + ".github/workflows/build-past-ci-docker-images.yml", + ".github/workflows/check_failed_tests.yml", + ".github/workflows/new_model_pr_merged_notification.yml", + ".github/workflows/release-conda.yml" + ], + "shared_file_areas": [ + { + "filename": ".github/workflows/build-ci-docker-images.yml", + "left_ranges": [ + [ + 45, + 51 + ] + ], + "right_ranges": [ + [ + 54, + 60 + ] + ] + }, + { + "filename": ".github/workflows/build-docker-images.yml", + "left_ranges": [ + [ + 29, + 35 + ], + [ + 65, + 71 + ], + [ + 104, + 110 + ], + [ + 140, + 146 + ], + [ + 174, + 180 + ], + [ + 241, + 247 + ], + [ + 277, + 283 + ] + ], + "right_ranges": [ + [ + 38, + 44 + ], + [ + 74, + 80 + ], + [ + 113, + 119 + ], + [ + 149, + 155 + ], + [ + 183, + 189 + ], + [ + 250, + 256 + ], + [ + 286, + 292 + ] + ] + }, + { + "filename": ".github/workflows/build-nightly-ci-docker-images.yml", + "left_ranges": [ + [ + 26, + 32 + ], + [ + 55, + 61 + ] + ], + "right_ranges": [ + [ + 23, + 41 + ], + [ + 52, + 70 + ] + ] + }, + { + "filename": ".github/workflows/build-past-ci-docker-images.yml", + "left_ranges": [ + [ + 24, + 30 + ], + [ + 69, + 75 + ] + ], + "right_ranges": [ + [ + 21, + 27 + ], + [ + 38, + 50 + ], + [ + 66, + 72 + ], + [ + 83, + 95 + ] + ] + }, + { + "filename": ".github/workflows/check_failed_tests.yml", + "left_ranges": [ + [ + 56, + 62 + ], + [ + 77, + 83 + ], + [ + 113, + 119 + ], + [ + 194, + 200 + ], + [ + 211, + 222 + ], + [ + 280, + 286 + ] + ], + "right_ranges": [ + [ + 296, + 302 + ] + ] + }, + { + "filename": ".github/workflows/new_model_pr_merged_notification.yml", + "left_ranges": [ + [ + 13, + 19 + ] + ], + "right_ranges": [ + [ + 38, + 44 + ] + ] + }, + { + "filename": ".github/workflows/release-conda.yml", + "left_ranges": [ + [ + 19, + 25 + ] + ], + "right_ranges": [ + [ + 22, + 28 + ] + ] + } + ] + } + ] } ], "duplicate_issues": [], @@ -2080,6 +2461,15 @@ "target_issue_number": 41211, "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." }, + { + "cluster_id": "cluster-42975-2", + "canonical_pr_number": 42976, + "duplicate_pr_numbers": [ + 42975 + ], + "target_issue_number": null, + "reason": "PRs in cluster-42975-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-43240-3", "canonical_pr_number": 43251, @@ -2089,6 +2479,15 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-43665-2", + "canonical_pr_number": 43665, + "duplicate_pr_numbers": [ + 44815 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43665-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -2115,15 +2514,6 @@ "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-44002-2", - "canonical_pr_number": 44002, - "duplicate_pr_numbers": [ - 44029 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44002-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, @@ -2142,6 +2532,15 @@ "target_issue_number": 45081, "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-45332-2", + "canonical_pr_number": 45332, + "duplicate_pr_numbers": [ + 45333 + ], + "target_issue_number": null, + "reason": "PRs in cluster-45332-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-45561-3", "canonical_pr_number": 45645, @@ -2160,6 +2559,15 @@ "target_issue_number": 45647, "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-45932-2", + "canonical_pr_number": 45932, + "duplicate_pr_numbers": [ + 46100 + ], + "target_issue_number": null, + "reason": "PRs in cluster-45932-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-46032-3", "canonical_pr_number": 46084, @@ -2168,15 +2576,6 @@ ], "target_issue_number": 46032, "reason": "PRs in cluster-46032-3 are treated as duplicates because they converge on issue #46032 with closing_reference, shared_issue_target evidence." - }, - { - "cluster_id": "cluster-46100-2", - "canonical_pr_number": 46100, - "duplicate_pr_numbers": [ - 46114 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46100-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 2aa5d0b504b739b10fafe99cd26231b157e0cf23..012e1623ad4a0278c3b84cf0f17e3d645f514234 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": "20260527T060031Z", - "generated_at": "2026-05-27T06:09:38Z", + "snapshot_id": "20260527T180027Z", + "generated_at": "2026-05-27T18:22:48Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -16,7 +16,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ "issue:24643", "issue:30277", @@ -93,11 +93,11 @@ "issue:34634|issue:35545", "issue:30277|issue:43638", "issue:43596|issue:43638", - "issue:43039|issue:45161", "issue:43975|issue:44457", + "issue:43039|issue:45161", "issue:44292|issue:44457", - "issue:34928|issue:44805", "issue:24643|issue:30277", + "issue:34928|issue:44805", "issue:45859|issue:45902", "issue:43638|issue:45161", "issue:34928|issue:36331", @@ -106,14 +106,14 @@ "issue:39290|issue:45081", "issue:45823|issue:45874", "issue:43425|issue:44292", - "issue:34928|issue:41720", "issue:43828|issue:45161", + "issue:34928|issue:41720", "issue:44918|issue:45161", "issue:43828|issue:44292", "issue:43716|issue:45685", "issue:43541|issue:43716", - "issue:44292|issue:44918", "issue:43716|issue:44292", + "issue:44292|issue:44918", "issue:45507|issue:45685", "issue:43039|issue:44918", "issue:41762|issue:43638", @@ -126,8 +126,8 @@ "issue:34928|issue:36010", "issue:45237|issue:46015", "issue:43039|issue:44805", - "issue:41762|issue:43596", "issue:39290|issue:41720", + "issue:41762|issue:43596", "issue:45237|issue:45901", "issue:43901|issue:44512", "issue:44841|issue:45823", @@ -138,14 +138,14 @@ "issue:43866|issue:44863", "issue:44292|issue:46015" ], - "prepared_review_unit_hash": "f760006c58d5943870603243aef41d69b3184c6414fb83f73f29977276588052", + "prepared_review_unit_hash": "2af61c8f01717da63b8f1b78a3ca1aaa3fba9ad63163c190d1fa8ecd6a2db575", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { "node_count": 48, @@ -160,408 +160,348 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of separate bug families rather than one single duplicate set. The strongest duplicate family is the AutoTokenizer v5 regression affecting multiple model families (45812/45920), with a smaller duplicate pair around ZeRO-3 Bert loading (43596/43638) and one around Qwen3_5MoeTextRotaryEmbedding offload/materialization behavior (45859/45902).", - "confidence": 0.83, - "canonical_issue_reason": "issue:45920 is the best umbrella issue: it describes the broader AutoTokenizer token-id regression across multiple model families, while issue:45812 is the narrower Granite-only report.", + "summary": "This cluster is mostly a grab-bag of unrelated transformers issues. The only clear duplicate families are the Bert/ZeRO-3 index-error reports, the v5 AutoTokenizer token-ID regression reports, and a likely shared Qwen3_5Moe rotary-embedding offload/materialization bug.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45920 is the broadest and most representative report of the v5 AutoTokenizer token-ID regression, subsuming the narrower Granite-only report in the accepted pair.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest global representative because it is the broadest, most up-to-date report of the tokenizer regression and already consolidates several affected models.", + "best_issue_reason": "issue:45920 best captures the broader tokenizer-regression family and is the strongest single issue to anchor that duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: missing config attribute vs streaming chat/completions inference error." + "reason": "Different models and failure modes: Qwen3.5 config attribute error vs Qwen3.5 streaming/chat completions failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated backend/hardware errors: AMD GPU failure vs MPS histogram not implemented for Int." + "reason": "Unrelated hardware/backend problems: AMD GPU support for GPT-OSS vs an MPS histogram op limitation." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model/code paths: image-preprocessor dtype mismatch vs GPT-OSS AMD GPU failure." + "reason": "Different bug class and subsystem: image-preprocessor/model dtype mismatch vs GPT-OSS on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are runtime mismatches, but they affect different models and code paths." + "reason": "Both mention runtime issues, but these are different models and different dtype/device paths." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different problem surfaces: AMD GPU execution vs GraniteMoEHybrid calling an invalid method." + "reason": "Different model families and symptoms: GPT-OSS on AMD GPUs vs GraniteMoEHybrid invalid method call." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model-specific runtime errors; no shared concrete code path." + "reason": "Different model/backend issues: Qwen-3-8B-NVFP4 runtime failure vs GPT-OSS on AMD GPUs." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export failure are unrelated." + "reason": "Different concrete failures: DeepSpeed Zero3 collective mismatch vs ModernBERT ONNX export error." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export error vs FineGrainedFP8Config failure; different model features and code paths." + "reason": "Unrelated bugs: ONNX export for ModernBERT vs FineGrainedFP8 failure for Qwen3Moe." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Export-time failure vs device-mapping cuda assert; not the same bug." + "reason": "Different subsystems and error signatures: ONNX export vs auto device mapping cudaErrorAssert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Task crash vs docs/example update; no shared underlying bug." + "reason": "A task crash report is not the same as a docs example cleanup issue." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions in v5, but they concern different removed features and likely separate edits." + "reason": "Both are docs regressions from v5 removals, but they target different removed APIs/pages and are not the same change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Model export issue and GenerationMixin import error are unrelated." + "reason": "Different code paths entirely: ONNX export error vs import path breakage for GenerationMixin." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask/index shape mismatch and Gemma4 device mismatch are different failures." + "reason": "Both are shape/device-related errors, but they involve different models and different failure points." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL SFT embedding unpacking and resume/trust_remote_code are unrelated." + "reason": "TRL SFT embedding unpacking and resume-with-trust-remote-code are distinct training issues." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexError-ish, but the models and execution paths differ substantially." + "reason": "Both are IndexError/shape issues, but the reported tensors, triggers, and code paths differ." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 Bert loading and resume-training/trust_remote_code are unrelated." + "reason": "Different DeepSpeed/Bert loading bug vs training resume/trust_remote_code problem." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same broad IndexError symptom, but not the same model/path or root cause." + "reason": "Similar surface-level IndexError, but the zero3/Bert load path is different from the mask-shape mismatch report." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask/index tensor mismatch is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Different problem domains: mask/tensor shape mismatch vs GPT-OSS tensor-parallel failure." }, { - "left": "issue:44560", - "right": "issue:46165", + "left": "issue:43039", + "right": "issue:45161", "accept": false, - "reason": "Video StopIteration in Qwen3-vl embedding is unrelated to resume-training behavior." + "reason": "Liger Kernel cross-entropy call issue is unrelated to GPT-OSS tensor-parallel behavior." }, { - "left": "issue:43596", - "right": "issue:46165", + "left": "issue:44805", + "right": "issue:44918", "accept": false, - "reason": "Different code paths and symptoms." + "reason": "Different failures in different training stacks; no clear shared underlying bug." }, { "left": "issue:43572", "right": "issue:46165", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to model-resume issues." + "reason": "StableLmConfig pad token regression is unrelated to training resume and trust_remote_code." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Processor voice_preset bug is unrelated to ModernBERT ONNX export." + "reason": "BarkProcessor voice_preset bug and ModernBERT ONNX export error are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but they are different failures on different models and code paths." + "reason": "Both involve DeepSpeed, but one is a collective mismatch and the other is a zero3 BERT index error." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3 Bert loading failure class: both report index-0-out-of-bounds during loading/init of Bert models, with only wording/model specificity differing." - }, - { - "left": "issue:43039", - "right": "issue:45161", - "accept": false, - "reason": "Liger Kernel cross-entropy invocation and GPT-OSS tensor-parallel failure are unrelated." + "reason": "Same underlying DeepSpeed ZeRO-3/Bert loading bug with the same zero-sized tensor IndexError; one is just the non-pretrained variant." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization regression and LoRA merge/save mismatch are different bugs." + "reason": "Different failures: DeepSeek detokenization regression vs LoRA merge/save/load output mismatch." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error does not match LoRA weight merge/save inconsistency." + "reason": "Qwen NVFP4 runtime error and LoRA merge inconsistency are unrelated." }, { - "left": "issue:34928", - "right": "issue:44805", + "left": "issue:24643", + "right": "issue:30277", "accept": false, - "reason": "Activation-checkpointing/FSDP recomputation mismatch is not the same as the mask-shape IndexError." + "reason": "Both mention DeepSpeed, but the concrete errors and affected paths are different." }, { - "left": "issue:24643", - "right": "issue:30277", + "left": "issue:34928", + "right": "issue:44805", "accept": false, - "reason": "Different DeepSpeed problems: weight-dimension error vs collective mismatch." + "reason": "Activation-checkpointing/FSDP recompute mismatch is a different bug from the mask/index shape mismatch." }, { "left": "issue:45859", "right": "issue:45902", "accept": true, - "reason": "Same Qwen3_5MoeTextRotaryEmbedding offload/materialization bug family; both point to broken handling of rotary-embedding state across device moves/offload." + "reason": "Same Qwen3_5MoeTextRotaryEmbedding offload/materialization path; both point to the same rotary-embedding state/CPU-offload bug." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 loading and GPT-OSS TP failure are unrelated." + "reason": "DeepSpeed/Bert zero3 loading issue and GPT-OSS tensor-parallel issue are unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation checkpointing/FSDP issue is unrelated to the custom_trainer compute_loss signature change." + "reason": "Activation-checkpointing tensor recomputation mismatch is unrelated to CustomTrainer.compute_loss signature breakage." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different models and failure modes." + "reason": "Different models and failure modes: DeepSpeed/Bert zero3 IndexError vs GPT-OSS tensor-parallel issue." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Multimodal dtype mismatch and invalid-method call are unrelated." + "reason": "Mistral dtype mismatch and GraniteMoEHybrid invalid method call do not share the same underlying bug." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 sliding_window_pattern regression and Mistral tokenizer regex patch crash are unrelated." + "reason": "Different components and symptoms: Gemma3 config attribute issue vs Mistral tokenizer regex patch crash." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Auto device-map forward mismatch and expensive reverse embedding lookup are different Gemma4 issues." + "reason": "Both are Gemma4-related, but one is device-mapping forward mismatch and the other is an expensive reverse embedding lookup." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch version incompatibility and Qwen-3-8B-NVFP4 runtime error are unrelated." - }, - { - "left": "issue:34928", - "right": "issue:41720", - "accept": false, - "reason": "FSDP activation-checkpointing bug and Qwen3 auto device-map cuda assert are different issues." + "reason": "Torch version incompatibility and Qwen NVFP4 runtime failure are different issues." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Phi autocast dtype mismatch and GPT-OSS tensor-parallel failure are unrelated." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to GPT-OSS tensor-parallel failures." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "Qwen3.5 input-embedding unpacking with TRL is not the same bug as GPT-OSS TP failure." + "reason": "TRL SFT embedding unpacking and GPT-OSS tensor-parallel problems are not the same bug." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different models and failure modes." - }, - { - "left": "issue:43716", - "right": "issue:45685", - "accept": false, - "reason": "Image-preprocessor dtype mismatch and MPS histogram int limitation are unrelated." - }, - { - "left": "issue:43541", - "right": "issue:43716", - "accept": false, - "reason": "Torch Dynamo grouped_mm tracing failure and Mistral image-preprocessor dtype mismatch are unrelated." - }, - { - "left": "issue:44292", - "right": "issue:44918", - "accept": false, - "reason": "Different Qwen-related errors with different subsystems and root causes." - }, - { - "left": "issue:45507", - "right": "issue:45685", - "accept": false, - "reason": "GraniteMoEHybrid invalid method and MPS histogram int error are unrelated." - }, - { - "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Liger Kernel cross-entropy call and Qwen3.5 embedding unpacking are unrelated." - }, - { - "left": "issue:41762", - "right": "issue:43638", - "accept": false, - "reason": "Both are ZeRO-3 load/index errors, but Gemma3 loading and Bert loading are different code paths and likely separate bugs." - }, - { - "left": "issue:43827", - "right": "issue:44512", - "accept": false, - "reason": "Both are docs regressions, but they refer to different removed v5 features and separate documentation fixes." - }, - { - "left": "issue:43716", - "right": "issue:44560", - "accept": false, - "reason": "Mistral image dtype mismatch and Qwen3-vl video StopIteration are unrelated." - }, - { - "left": "issue:43828", - "right": "issue:45685", - "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram limitation are unrelated." - }, - { - "left": "issue:44918", - "right": "issue:45685", - "accept": false, - "reason": "Qwen3.5 embedding unpacking and MPS histogram limitation are unrelated." + "reason": "Different models and different runtime errors; no common code path indicated." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Different runtime issues on different model/code paths." + "reason": "Liger Kernel cross-entropy call issue is unrelated to Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and custom_trainer signature mismatch are unrelated." + "reason": "DeepSpeed collective mismatch and CustomTrainer keyword-argument breakage are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation-checkpointing/FSDP issue is unrelated to GenerationMixin import failure." + "reason": "Activation-checkpointing/FSDP mismatch is unrelated to GenerationMixin import failure." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPT-OSS AMD GPU failure and outdated RAG docs are unrelated." + "reason": "GPT-OSS on AMD GPUs is not the same as an outdated RAG example docs issue." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross-entropy issue and mask/tensor shape IndexError are unrelated." + "reason": "Cross-entropy/Liger Kernel issue and mask-shape mismatch are unrelated." }, { - "left": "issue:41762", - "right": "issue:43596", + "left": "issue:39290", + "right": "issue:41720", "accept": false, - "reason": "Similar ZeRO-3 symptom, but Gemma3 loading and Bert loading are different model families and likely separate bugs." + "reason": "Gemma3 vLLM config regression and Qwen3 auto-device-mapping cuda assert are different bugs." }, { - "left": "issue:39290", - "right": "issue:41720", + "left": "issue:41762", + "right": "issue:43596", "accept": false, - "reason": "Gemma3 config attribute regression with vLLM and Qwen3 auto device mapping cuda assert are unrelated." + "reason": "Gemma3 zero3 loading IndexError and BertModel zero3 loading IndexError are similar in shape but not clearly the same bug." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "AMD GPU support issue and table-question-answering crash are unrelated." + "reason": "GPT-OSS AMD GPU support and table-question-answering crashes are unrelated." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "return_all_scores docs mismatch and transformers run-command docs removal are separate documentation issues." + "reason": "TextClassificationPipeline docs mismatch is unrelated to the removed transformers run command docs issue." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Voxtral processor failure and Gemma4 device mismatch are unrelated." + "reason": "Processor failure for Voxtral and Gemma4 PLE device mismatch are different model-specific problems." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy invocation and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "DeepSeek detokenization regression and outdated RAG examples are not the same underlying change." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same v5 AutoTokenizer token-ID regression; 45920 is the broader report and 45812 is the narrower Granite-only instance." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading and RAG docs are unrelated." + "reason": "NemotronH checkpoint loading failure is unrelated to RAG documentation examples." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Checkpoint corruption in Ovis2 and NemotronH checkpoint loading are different problems." + "reason": "Ovis2 checkpoint corruption and NemotronH checkpoint loading are distinct model issues." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen NVFP4 runtime error and outdated RAG docs are unrelated." - }, - { - "left": "issue:45812", - "right": "issue:45920", - "accept": true, - "reason": "Same AutoTokenizer v5 regression; 45920 is the broader multi-model report and 45812 is the narrower Granite-only instance." + "reason": "Qwen NVFP4 runtime failure and outdated RAG docs are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The accepted soft-edge pairs are plausible same-bug families based on the issue titles, and the rejected pairs mostly avoid over-claiming across clearly different model/code paths. The umbrella issue selection around 45920 vs 45812 is also well supported by the titles." + "feedback": "The summary is grounded in the packet and stays conservative. The accepted pairs are supported by the titles and the soft-pair evidence, and the rejected pairs avoid overclaiming shared root cause where the issues only look superficially similar. No soft-edge verdict appears overstated." }, "evaluator_used": true, "retried": false, @@ -575,12 +515,12 @@ "component_count": 17, "review_unit_index": 2, "review_unit_count": 50, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ "issue:36010", "issue:39186", @@ -665,27 +605,27 @@ "issue:43054|issue:43994", "issue:45759|issue:45902", "issue:45542|issue:45800", - "issue:39186|issue:44918", "issue:43716|issue:44918", - "issue:40990|issue:44960", + "issue:39186|issue:44918", "issue:43645|issue:45399", "issue:45632|issue:45698", - "issue:43404|issue:45005" + "issue:43404|issue:45005", + "issue:40990|issue:44960" ], - "prepared_review_unit_hash": "4c6c5128649708929ffa9530bf0fcbd3547fe8a3b804df720a66e12fc16eb647", + "prepared_review_unit_hash": "49a695780a3e08cbeb0e7aeaaaff8d95ed415dd1e881b6bb73351685fb0f6997", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 39, - "serialized_chars": 39129, + "serialized_chars": 39132, "estimated_input_tokens": 9783, "estimated_eval_tokens": 19822 }, @@ -693,257 +633,11 @@ "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": { - "summary": "This is a heterogeneous issue cluster with mostly false-positive similarities. The only strong duplicate-looking pair is the remote-code custom-module loading/cache collision reports.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45698 is the best canonical issue because it states the broad user-facing failure (\u201cfrom_pretrained loads wrong custom module after save_pretrained\u201d) and appears to be the general symptom behind the more specific cache-path-collision report in issue:45632.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best overall issue to anchor the cluster: it is open, broadly phrased, and covers the central custom-module loading problem more directly than the narrower cache-path collision variant.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:39290", - "right": "issue:43531", - "accept": false, - "reason": "Different models and different failures; one is a missing config attribute, the other is a sliding-window model issue." - }, - { - "left": "issue:43792", - "right": "issue:45901", - "accept": false, - "reason": "Unrelated models and subsystems; no shared bug path." - }, - { - "left": "issue:43854", - "right": "issue:43866", - "accept": false, - "reason": "Both are model-loading problems, but the models and failure modes are different." - }, - { - "left": "issue:41093", - "right": "issue:43638", - "accept": false, - "reason": "Both mention zero-3/indexing symptoms, but the specific errors and model paths differ too much to be the same bug." - }, - { - "left": "issue:43425", - "right": "issue:45070", - "accept": false, - "reason": "One is torch-version compatibility, the other is a PretrainedConfig/pydantic regression." - }, - { - "left": "issue:43596", - "right": "issue:45800", - "accept": false, - "reason": "A DeepSpeed ZeRO-3 indexing crash is not the same as a torch/transformers version incompatibility." - }, - { - "left": "issue:43975", - "right": "issue:45901", - "accept": false, - "reason": "Different features and errors; detokenization vs table QA crash." - }, - { - "left": "issue:43792", - "right": "issue:45070", - "accept": false, - "reason": "No shared code path; Whisper runtime failure and PretrainedConfig serialization break are unrelated." - }, - { - "left": "issue:45362", - "right": "issue:45464", - "accept": false, - "reason": "Both involve Qwen3.5 and chat, but one is a transformers chat crash and the other is a streaming API failure." - }, - { - "left": "issue:44292", - "right": "issue:45901", - "accept": false, - "reason": "Completely different model/task and failure mode." - }, - { - "left": "issue:39290", - "right": "issue:45823", - "accept": false, - "reason": "Different models and distinct runtime issues." - }, - { - "left": "issue:45464", - "right": "issue:45685", - "accept": false, - "reason": "Chat streaming failure and MPS integer histogram error are unrelated." - }, - { - "left": "issue:43404", - "right": "issue:43866", - "accept": false, - "reason": "Unrelated models; tied-weights bug vs corrupted checkpoint report." - }, - { - "left": "issue:43541", - "right": "issue:45685", - "accept": false, - "reason": "Different hardware/code paths and error types." - }, - { - "left": "issue:43541", - "right": "issue:43828", - "accept": false, - "reason": "Both are numeric/runtime errors, but the model, backend, and exact failure are different." - }, - { - "left": "issue:44841", - "right": "issue:45084", - "accept": false, - "reason": "Processor failure for one model is unrelated to a template-node compile error." - }, - { - "left": "issue:36010", - "right": "issue:39290", - "accept": false, - "reason": "ImportError for GenerationMixin and Gemma3 config attribute errors are unrelated." - }, - { - "left": "issue:45800", - "right": "issue:45823", - "accept": false, - "reason": "Torch version incompatibility and Gemma4 device mismatch are separate problems." - }, - { - "left": "issue:41093", - "right": "issue:41762", - "accept": false, - "reason": "Both are ZeRO-3 related index crashes, but the symptoms and triggering paths differ." - }, - { - "left": "issue:43572", - "right": "issue:45070", - "accept": false, - "reason": "Both are v5 regressions, but one is a missing config field and the other is a pydantic model break." - }, - { - "left": "issue:43296", - "right": "issue:43366", - "accept": false, - "reason": "Different model families and different loading/support problems." - }, - { - "left": "issue:43541", - "right": "issue:45161", - "accept": false, - "reason": "Grouped_mm tracing failure is not the same as GPT-OSS tensor-parallel support." - }, - { - "left": "issue:44387", - "right": "issue:45005", - "accept": false, - "reason": "Int4 OOM regression and tied-weights issue are different bug classes." - }, - { - "left": "issue:43828", - "right": "issue:45464", - "accept": false, - "reason": "Autocast dtype mismatch and streaming chat API failure are unrelated." - }, - { - "left": "issue:44291", - "right": "issue:45070", - "accept": false, - "reason": "Unexpected init_empty_weights argument and PretrainedConfig field regression are distinct." - }, - { - "left": "issue:43366", - "right": "issue:45464", - "accept": false, - "reason": "GGUF GPT-OSS support and Qwen3.5 chat streaming are unrelated." - }, - { - "left": "issue:45020", - "right": "issue:45800", - "accept": false, - "reason": "Remote-code breakage and torch/transformers version incompatibility are different failure modes." - }, - { - "left": "issue:43531", - "right": "issue:45070", - "accept": false, - "reason": "Sliding-window model bug and config field regression do not match." - }, - { - "left": "issue:43541", - "right": "issue:44589", - "accept": false, - "reason": "Grouped_mm tracing error and missing Float8 storage object are unrelated." - }, - { - "left": "issue:41093", - "right": "issue:43596", - "accept": false, - "reason": "Same broad ZeRO-3 area, but the concrete bugs and triggers differ." - }, - { - "left": "issue:43054", - "right": "issue:43994", - "accept": false, - "reason": "Both mention siglip2, but one is about embedding quality while the other is a loading/pipeline correctness issue." - }, - { - "left": "issue:45759", - "right": "issue:45902", - "accept": false, - "reason": "One is config unwrapping for multimodal CausalLM instantiation; the other is a Qwen3.5 MoE embedding initialization memory bug." - }, - { - "left": "issue:45542", - "right": "issue:45800", - "accept": false, - "reason": "TensorBoard/TensorFlow backend handling and torch version incompatibility are unrelated." - }, - { - "left": "issue:39186", - "right": "issue:44918", - "accept": false, - "reason": "FSDP weight-shape error and embedding unpacking failure in SFT trainer are different bugs." - }, - { - "left": "issue:43716", - "right": "issue:44918", - "accept": false, - "reason": "Mistral image-preprocessor dtype mismatch is unrelated to Qwen3.5 embedding unpacking." - }, - { - "left": "issue:40990", - "right": "issue:44960", - "accept": false, - "reason": "Perplexity quality issue and GLM5 issue are not the same underlying bug." - }, - { - "left": "issue:43645", - "right": "issue:45399", - "accept": false, - "reason": "Custom-model notebook initialization and flash-attn fallback gating are unrelated." - }, - { - "left": "issue:45632", - "right": "issue:45698", - "accept": true, - "reason": "Both point to the same remote-code/custom-module loading path, with a cache-path collision plausibly causing the wrong module to be loaded after save/load." - }, - { - "left": "issue:43404", - "right": "issue:45005", - "accept": false, - "reason": "Both mention tied weights, but they target different models and different failure contexts." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative. The main linkage between issue:45632 and issue:45698 is well supported by the titles, and the other soft-edge rejections are appropriately cautious rather than overstated." - }, - "evaluator_used": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -953,12 +647,12 @@ "component_count": 17, "review_unit_index": 3, "review_unit_count": 50, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ "issue:36331", "issue:38175", @@ -1013,31 +707,31 @@ "issue:42915|issue:45399", "issue:44530|issue:45005", "issue:43873|issue:45005", - "issue:44863|issue:45005", "issue:44360|issue:44512", + "issue:44863|issue:45005", "issue:44918|issue:45507", "issue:43975|issue:44292", "issue:44492|issue:44512", "issue:44292|issue:45507", "issue:43950|issue:44534", - "issue:43644|issue:43950", "issue:39692|issue:43054", + "issue:43644|issue:43950", "issue:43828|issue:44928", "issue:36331|issue:41762", "issue:41628|issue:45800", "issue:43950|issue:45902", "issue:43872|issue:44589", "issue:43866|issue:44403", - "issue:43054|issue:45701", "issue:41553|issue:43883", "issue:38175|issue:43054", "issue:45663|issue:45902", "issue:44910|issue:45859", + "issue:43054|issue:45701", "issue:41553|issue:43881", "issue:42947|issue:44387", - "issue:43054|issue:43493", "issue:44403|issue:44451", "issue:43975|issue:45237", + "issue:43054|issue:43493", "issue:44403|issue:44488", "issue:43643|issue:45020", "issue:42947|issue:43856", @@ -1045,248 +739,32 @@ "issue:43881|issue:43883", "issue:45685|issue:45823" ], - "prepared_review_unit_hash": "273c8b3e27c67ba23d635700ec96046b0b8a4b1bfebecda49cf6039548b81820", + "prepared_review_unit_hash": "ded2abc075621133f6c2e428a9e724c2d27fb5542b688dcd88504343d4adb34f", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37579, - "estimated_input_tokens": 9395, - "estimated_eval_tokens": 19046 + "serialized_chars": 37572, + "estimated_input_tokens": 9393, + "estimated_eval_tokens": 19042 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": { - "summary": "The set is mostly heterogeneous, with one clear duplicate-looking pair around the Transformers v5 non-persistent buffer corruption regression. I accepted that edge; the rest look like related-but-distinct bugs or entirely different issues.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 43950 is the clearest canonical issue: it names the regression, the code path (`from_pretrained()`), and the underlying non-persistent buffer corruption. Its twin 44534 is a shorter rephrasing of the same bug.", - "canonical_pr_reason": null, - "best_issue_reason": "43950 is the best issue to keep as the representative bug report because it is the most specific and actionable description of the duplicate pair, with the regression and mechanism stated explicitly.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:42915", - "right": "issue:45399", - "accept": false, - "reason": "Both are loading/compatibility failures, but one is FineGrainedFP8/Qwen3MoE and the other is flash-attn fallback gating; different code paths and symptoms." - }, - { - "left": "issue:44530", - "right": "issue:45005", - "accept": false, - "reason": "Qwen3.5 PagedAttentionCache crash vs tied-weights regression on translation models; not the same bug." - }, - { - "left": "issue:43873", - "right": "issue:45005", - "accept": false, - "reason": "Quantization/offloading behavior is a different failure mode from tied-weights handling." - }, - { - "left": "issue:44863", - "right": "issue:45005", - "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to the translation tied-weights issue." - }, - { - "left": "issue:44360", - "right": "issue:44512", - "accept": false, - "reason": "DSA indexer implementation concern vs a docs typo; unrelated." - }, - { - "left": "issue:44918", - "right": "issue:45507", - "accept": false, - "reason": "Different models and different failures: embedding unpacking with TRL SFT vs invalid method call in GraniteMoEHybrid." - }, - { - "left": "issue:43975", - "right": "issue:44292", - "accept": false, - "reason": "Detokenization bug in DeepSeek Coder is not the same as Qwen-3 NVFP4 runtime error." - }, - { - "left": "issue:44492", - "right": "issue:44512", - "accept": false, - "reason": "Cache-strategy typo in docs is unrelated to removed run-command docs drift." - }, - { - "left": "issue:44292", - "right": "issue:45507", - "accept": false, - "reason": "Different model families and distinct runtime failures." - }, - { - "left": "issue:43950", - "right": "issue:44534", - "accept": true, - "reason": "Near-identical regression reports about Transformers v5 corrupting/filling non-persistent buffers with junk; same underlying bug." - }, - { - "left": "issue:43644", - "right": "issue:43950", - "accept": false, - "reason": "Both mention v5 regressions, but one is about `AutoConfig` missing fields and the other about buffer corruption; different mechanisms." - }, - { - "left": "issue:39692", - "right": "issue:43054", - "accept": false, - "reason": "SigLIP2 docs/example errors are different from a broad text-embedding quality discrepancy." - }, - { - "left": "issue:43828", - "right": "issue:44928", - "accept": false, - "reason": "Both involve Qwen3.5/typing issues, but one is autocast dtype mismatch and the other is RLHF gradient explosion from a different position_ids/SDPA path." - }, - { - "left": "issue:36331", - "right": "issue:41762", - "accept": false, - "reason": "CustomTrainer kwarg mismatch and Gemma3 ZeRO-3 loading IndexError are unrelated." - }, - { - "left": "issue:41628", - "right": "issue:45800", - "accept": false, - "reason": "AutoImageProcessor import failure is not the same as torch/transformers version incompatibility." - }, - { - "left": "issue:43950", - "right": "issue:45902", - "accept": false, - "reason": "Related buffer/materialization theme, but 45902 is a model-specific uninitialized-memory bug rather than the same general from_pretrained corruption report." - }, - { - "left": "issue:43872", - "right": "issue:44589", - "accept": false, - "reason": "bitsandbytes Int8Params kwarg incompatibility is unrelated to missing Float8 storage." - }, - { - "left": "issue:43866", - "right": "issue:44403", - "accept": false, - "reason": "Corrupted checkpoint vs loading noise; no shared bug." - }, - { - "left": "issue:43054", - "right": "issue:45701", - "accept": false, - "reason": "Different reports about embedding quality vs tokenization changes; not the same concrete defect." - }, - { - "left": "issue:41553", - "right": "issue:43883", - "accept": false, - "reason": "Bad AutoTokenizer error message for Voxtral vs missing `all_tied_weights_keys` on Molmo; different issues." - }, - { - "left": "issue:38175", - "right": "issue:43054", - "accept": false, - "reason": "SigLIP2 zero-probabilities vs text-embedding quality regression are separate concerns." - }, - { - "left": "issue:45663", - "right": "issue:45902", - "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to Qwen3_5MoE rotary embedding memory initialization." - }, - { - "left": "issue:44910", - "right": "issue:45859", - "accept": false, - "reason": "Both touch Qwen3.5, but one is Flash Attention illegal access from 3D position_ids and the other is CPU offload incompatibility." - }, - { - "left": "issue:41553", - "right": "issue:43881", - "accept": false, - "reason": "Different models and failures: Voxtral tokenizer loading vs glm-4v loading failure." - }, - { - "left": "issue:42947", - "right": "issue:44387", - "accept": false, - "reason": "Gradient checkpointing/LoRA behavior is unrelated to int4 quantization memory growth." - }, - { - "left": "issue:43054", - "right": "issue:43493", - "accept": false, - "reason": "Both concern SigLIP2, but one is quality regression and the other is HF-vs-JAX implementation discrepancy; not the same exact bug." - }, - { - "left": "issue:44403", - "right": "issue:44451", - "accept": false, - "reason": "Loading noise is not the same as a model failing to load ScandiBERT." - }, - { - "left": "issue:43975", - "right": "issue:45237", - "accept": false, - "reason": "Detokenization bug is unrelated to AMD GPU loading failure." - }, - { - "left": "issue:44403", - "right": "issue:44488", - "accept": false, - "reason": "Two separate loading-related issues with different models and symptoms." - }, - { - "left": "issue:43643", - "right": "issue:45020", - "accept": false, - "reason": "Remote-code loading problems are broadly related, but one is missing fields from `AutoConfig` and the other is a wider compatibility complaint." - }, - { - "left": "issue:42947", - "right": "issue:43856", - "accept": false, - "reason": "LoRA gradient checkpointing vs MoE training memory inefficiency are not the same underlying defect." - }, - { - "left": "issue:41762", - "right": "issue:42915", - "accept": false, - "reason": "Gemma3 ZeRO-3 loading IndexError and Qwen3MoE FP8 failure are distinct model/runtime issues." - }, - { - "left": "issue:43881", - "right": "issue:43883", - "accept": false, - "reason": "Two separate model-loading failures with different root causes." - }, - { - "left": "issue:45685", - "right": "issue:45823", - "accept": false, - "reason": "MPS histogram kernel limitation is unrelated to Gemma4 device-mismatch during forward." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the lone accepted edge (43950/44534) is well supported by nearly identical titles and the shared non-persistent buffer regression theme. The rejected edges are stated conservatively and mostly distinguish different models, mechanisms, or symptom classes without overstating equivalence." - }, - "evaluator_used": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -1296,12 +774,12 @@ "component_count": 17, "review_unit_index": 4, "review_unit_count": 50, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ "issue:24643", "issue:30064", @@ -1312,6 +790,7 @@ "issue:42915", "issue:42947", "issue:43257", + "issue:43366", "issue:43404", "issue:43638", "issue:43742", @@ -1343,272 +822,69 @@ "issue:45081", "issue:45305", "issue:45313", - "issue:45325", "issue:45356", "issue:45399", "issue:45538", "issue:45588", "issue:45823", - "issue:45902", "issue:45923" ], "soft_pairs": [ - "issue:43782|issue:44960", "issue:44991|issue:45399", - "issue:43824|issue:43872", "issue:42491|issue:44368", + "issue:43824|issue:43872", "issue:45020|issue:45823", "issue:44661|issue:45020", "issue:43828|issue:45823", "issue:45081|issue:45399", + "issue:43782|issue:44960", "issue:43742|issue:45399", "issue:45020|issue:45356", "issue:43404|issue:43950", "issue:43638|issue:45823", "issue:42915|issue:45020", "issue:43827|issue:44509", - "issue:43872|issue:44291", "issue:43792|issue:44220", - "issue:43257|issue:43866", + "issue:43872|issue:44291", "issue:42915|issue:43872", + "issue:43257|issue:43866", "issue:41553|issue:44991", - "issue:43257|issue:45305", - "issue:36331|issue:41093", "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:44928|issue:45588", "issue:43940|issue:45313", + "issue:43257|issue:45305", "issue:43854|issue:44863", - "issue:44928|issue:45588", "issue:43872|issue:45538", - "issue:41093|issue:44805", "issue:41553|issue:44488", "issue:44479|issue:44560", - "issue:44530|issue:44863", + "issue:41093|issue:44805", "issue:24643|issue:30064", - "issue:45325|issue:45902" + "issue:44530|issue:44863", + "issue:43366|issue:43828" ], - "prepared_review_unit_hash": "8893ceb9917a0398648acd1d8d88ce6d23ad87cc1a3c57624fb0abecb44a0ad3", + "prepared_review_unit_hash": "aa832cdd279b487f0768b97b8eb7c042fb23cc2602a6e642749f1300f4543028", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 37733, - "estimated_input_tokens": 9434, - "estimated_eval_tokens": 19124 + "serialized_chars": 37048, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": { - "summary": "This cluster is heterogeneous: most items are distinct Transformers regressions around model loading, tokenizers, DeepSpeed, PEFT, quantization, or docs. None of the soft pairs look like the exact same underlying bug/change, so all should stay separate.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45020 is the broadest and most representative umbrella: it covers recent-version loading regressions in a generic way and can anchor nearby model/tokenizer breakages without being too specific.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best global issue representative because it is broad, user-facing, and closest to the common theme of version-induced loading failures across models.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43782", - "right": "issue:44960", - "accept": false, - "reason": "Different problems: Qwen3VL weight_only loading error vs GLM5 model loading; no evidence they share the same failing code path." - }, - { - "left": "issue:44991", - "right": "issue:45399", - "accept": false, - "reason": "Tokenizer loading failure for a specific model vs flash-attn fallback gating; unrelated subsystems and fixes." - }, - { - "left": "issue:43824", - "right": "issue:43872", - "accept": false, - "reason": "Import error for a missing class vs bitsandbytes Int8Params constructor incompatibility; different failure modes." - }, - { - "left": "issue:42491", - "right": "issue:44368", - "accept": false, - "reason": "Both mention LoRA/Qwen3.5 warnings, but one is a hf4.x vs hf5.x model incompatibility and the other is a tie_word_embeddings warning; not the same bug." - }, - { - "left": "issue:45020", - "right": "issue:45823", - "accept": false, - "reason": "Broad remote_code breakage vs a Gemma4 device_map forward mismatch; too different in trigger and code path." - }, - { - "left": "issue:44661", - "right": "issue:45020", - "accept": false, - "reason": "Tokenizer mapping-name edge case vs generic remote_code regression; related area, but not the same defect." - }, - { - "left": "issue:43828", - "right": "issue:45823", - "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE vs Gemma4 device mismatch; distinct runtime issues." - }, - { - "left": "issue:45081", - "right": "issue:45399", - "accept": false, - "reason": "Mistral regex patch crashing in tokenizer loading vs flash-attn2 fallback selection; unrelated." - }, - { - "left": "issue:43742", - "right": "issue:45399", - "accept": false, - "reason": "Key error loading a specific model vs flash-attention fallback logic; no shared underlying bug." - }, - { - "left": "issue:45020", - "right": "issue:45356", - "accept": false, - "reason": "General remote_code loading regressions vs Kimi-K2.5 tokenizer codec/fix_mistral_regex warning regression; different components." - }, - { - "left": "issue:43404", - "right": "issue:43950", - "accept": false, - "reason": "Untied lm_head weights in Mistral3 vs non-persistent buffer corruption in from_pretrained; separate state-management bugs." - }, - { - "left": "issue:43638", - "right": "issue:45823", - "accept": false, - "reason": "DeepSpeed zero3 index error for non-pretrained Bert vs Gemma4 PLE device mismatch; unrelated training/forward paths." - }, - { - "left": "issue:42915", - "right": "issue:45020", - "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3 MoE vs broad remote_code regressions; different precision/configuration issue." - }, - { - "left": "issue:43827", - "right": "issue:44509", - "accept": false, - "reason": "These are the same documentation topic, but the titles indicate separate reports; without more evidence, don't merge." - }, - { - "left": "issue:43872", - "right": "issue:44291", - "accept": false, - "reason": "bitsandbytes Int8Params error vs init_empty_weights/_is_hf_initialized error; similar weight-init area but not the same bug." - }, - { - "left": "issue:43792", - "right": "issue:44220", - "accept": false, - "reason": "Whisper model runtime failure vs _torch_extract_fbank_features issue; likely different audio pipeline failures." - }, - { - "left": "issue:43257", - "right": "issue:43866", - "accept": false, - "reason": "Qwen3 MOE weights not converted under accelerate+deepspeed vs corrupted Ovis2 checkpoint; different models and causes." - }, - { - "left": "issue:42915", - "right": "issue:43872", - "accept": false, - "reason": "Qwen3 MoE FP8 config failure vs bitsandbytes constructor incompatibility; different layers of the stack." - }, - { - "left": "issue:41553", - "right": "issue:44991", - "accept": false, - "reason": "Bad AutoTokenizer error message for Voxtral vs tokenizer loading regression for EMBEDDIA/est-roberta; same broad area, not same bug." - }, - { - "left": "issue:43257", - "right": "issue:45305", - "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed vs gradient averaging with GAS and DeepSpeed; training/loading issues are different." - }, - { - "left": "issue:36331", - "right": "issue:41093", - "accept": false, - "reason": "CustomTrainer signature mismatch vs mask/tensor shape IndexError; unrelated trainer API vs tensor indexing bug." - }, - { - "left": "issue:42947", - "right": "issue:45923", - "accept": false, - "reason": "Gradient checkpointing ineffective with PEFT LoRA vs missing supports_gradient_checkpointing flag on a remote-code model; not the same change." - }, - { - "left": "issue:43940", - "right": "issue:45313", - "accept": false, - "reason": "Qwen3-Next ZeRO-3 missing weights vs Qwen3.5 ZeRO-3 missing language_model weights; similar symptom but different models and likely different loader logic." - }, - { - "left": "issue:43854", - "right": "issue:44863", - "accept": false, - "reason": "Unable to load GLM-4.7-Flash in tests vs NemotronH checkpoints not loading; distinct model implementations." - }, - { - "left": "issue:44928", - "right": "issue:45588", - "accept": false, - "reason": "RLHF gradient explosion from 3D position_ids and SDPA fallback vs flash_attention crash on s_aux=None; unrelated attention-path bugs." - }, - { - "left": "issue:43872", - "right": "issue:45538", - "accept": false, - "reason": "bitsandbytes incompatibility vs CLIPTokenizer model_max_length sentinel value; different subsystems." - }, - { - "left": "issue:41093", - "right": "issue:44805", - "accept": false, - "reason": "Both are mask/tensor shape errors, but they are separate reports with no evidence of the same root cause." - }, - { - "left": "issue:41553", - "right": "issue:44488", - "accept": false, - "reason": "Bad error message for Voxtral vs inability to load cjvt/sleng-bert; different tokenizer/model-loading problems." - }, - { - "left": "issue:44479", - "right": "issue:44560", - "accept": false, - "reason": "Both are Qwen3.5/VL regressions, but one is a video-input regression and the other is a StopIteration in embedding video handling; not clearly the same bug." - }, - { - "left": "issue:44530", - "right": "issue:44863", - "accept": false, - "reason": "PagedAttentionCache linear_attention failure in Qwen3.5 vs NemotronH checkpoint loading; different model families and code paths." - }, - { - "left": "issue:24643", - "right": "issue:30064", - "accept": false, - "reason": "DeepSpeed training weight-dimension error vs image processor void segmentation-map failure; unrelated." - }, - { - "left": "issue:45325", - "right": "issue:45902", - "accept": false, - "reason": "Qwen2.5-VL rope index temporal scaling bug vs uninitialized inv_freq after meta->to_empty(cuda); both model internals, but clearly different defects." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -1627,7 +903,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ "issue:36010", "issue:38175", @@ -1646,14 +922,11 @@ "issue:43644", "issue:43645", "issue:43646", - "issue:43708", "issue:43720", "issue:43824", - "issue:43828", "issue:43950", "issue:43957", "issue:43994", - "issue:44075", "issue:44155", "issue:44451", "issue:44488", @@ -1671,269 +944,263 @@ "issue:45030", "issue:45276", "issue:45313", + "issue:45325", "issue:45357", "issue:45584", "issue:45663", "issue:45685", "issue:45823", - "issue:45834" + "issue:45834", + "issue:45902" ], "soft_pairs": [ - "issue:43366|issue:43828", + "issue:45325|issue:45902", "issue:45663|issue:45823", "issue:43366|issue:43531", - "issue:44155|issue:45584", "issue:43950|issue:45834", "issue:44560|issue:45685", - "issue:43824|issue:43957", - "issue:43645|issue:43646", "issue:43550|issue:44910", - "issue:42915|issue:43957", + "issue:43645|issue:43646", "issue:43366|issue:44589", "issue:44560|issue:44918", + "issue:42915|issue:43957", "issue:42617|issue:43366", + "issue:43824|issue:43957", "issue:36010|issue:42915", "issue:44661|issue:45823", - "issue:44560|issue:44805", "issue:43632|issue:45834", + "issue:44560|issue:44805", "issue:38175|issue:43994", + "issue:44155|issue:45584", "issue:43638|issue:44661", "issue:43596|issue:44661", "issue:44661|issue:44805", "issue:44877|issue:45030", "issue:43317|issue:44756", - "issue:43644|issue:44534", "issue:38175|issue:39692", "issue:42491|issue:43720", "issue:41720|issue:42915", "issue:44960|issue:44977", "issue:44451|issue:44488", - "issue:42915|issue:44756", "issue:45313|issue:45357", + "issue:43644|issue:44534", "issue:42491|issue:45276", - "issue:43708|issue:44075", - "issue:43644|issue:43645" + "issue:42915|issue:44756" ], - "prepared_review_unit_hash": "8dae01133f0021020bcf2e8e32b4ac3d5db916940aed7f14a0f17c9fb6e11ce2", + "prepared_review_unit_hash": "105fb231299874807e331343cb4dad7d934e49d104554ac150956223bd3b3dab", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37794, - "estimated_input_tokens": 9449, - "estimated_eval_tokens": 19154 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36681, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, with a few small duplicate mini-clusters around the same regression or model family. I accepted only pairs that look like the same underlying bug/change; most others are just related-by-topic at best.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 44534 is the cleanest anchor for one of the true duplicate groups: it states the non-persistent-buffer regression broadly and matches an exact duplicate title.", + "summary": "Mostly a heterogeneous set of model-specific issues, with only a few true duplicate pairs: the Transformers v5 non-persistent-buffer regression, the custom-model initialization regression, and the SigLIP2 output-corruption reports. No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43644 is the clearest representative of a concrete regression, and it has an almost verbatim duplicate (44534) with the same failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44534 is the best overall issue to keep because it is the most general, clearly scoped regression report among the accepted duplicates.", + "best_issue_reason": "43644 is the best issue-level canonical candidate because it states the bug directly, is earlier, and cleanly anchors the strongest duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43366", - "right": "issue:43828", + "left": "issue:45325", + "right": "issue:45902", "accept": false, - "reason": "Different problems: GGUF/gpt-oss support vs a Phi-tiny-MoE dtype mismatch." + "reason": "Same model family, but different bugs/code paths: Qwen2.5-VL rope index scaling vs Qwen3.5-MoE rotary embedding materialization." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but different failure modes: FSDP2 KeyError vs device_map auto device mismatch." + "reason": "Both are Gemma4, but one is an FSDP2 training KeyError and the other is a device-map forward mismatch; not the same concrete bug." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Unrelated Qwen3-MoE sliding_window bug vs gpt-oss GGUF support request." - }, - { - "left": "issue:44155", - "right": "issue:45584", - "accept": false, - "reason": "Different audio/Whisper code paths and symptoms; not the same bug." + "reason": "Different topics: GGUF/gpt-oss architecture support vs Qwen3-MoE sliding_window behavior." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent-buffer corruption vs Kosmos2.5 long-ocr index error are unrelated." + "reason": "Non-persistent buffer corruption and Kosmos2.5 long-OCR index errors are unrelated failures." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different architectures and failures: Qwen3-VL video StopIteration vs MPS int histogram support." + "reason": "Different models and failures: Qwen3-vl embedding video StopIteration vs an MPS histogram op missing for Int." }, { - "left": "issue:43824", - "right": "issue:43957", + "left": "issue:43550", + "right": "issue:44910", "accept": false, - "reason": "ImportError for Qwen2.5-VL is unrelated to meta-device model loading breakage." + "reason": "Both are attention/compile regressions, but on different models and different mechanisms; not mergeable as one bug." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Both describe the same Transformers v5 custom model initialization regression; one just adds the Jupyter-notebook context." + "reason": "Same underlying Transformers v5 custom-model initialization regression; 43645 is just the Jupyter-specific manifestation of 43646." }, { - "left": "issue:43550", - "right": "issue:44910", + "left": "issue:43366", + "right": "issue:44589", "accept": false, - "reason": "Different bugs: Bamba torch.compile/SDPA crash vs Qwen3.5 flash-attention memory access." + "reason": "Unrelated: GGUF support for gpt-oss vs a Float8 storage lookup error." }, { - "left": "issue:42915", - "right": "issue:43957", + "left": "issue:44560", + "right": "issue:44918", "accept": false, - "reason": "Qwen3-MoE FP8 failure and meta-device loading are different code paths." + "reason": "Different Qwen3.5-related symptoms and code paths; one is video embedding generation, the other SFT embedding unpacking." }, { - "left": "issue:43366", - "right": "issue:44589", + "left": "issue:42915", + "right": "issue:43957", "accept": false, - "reason": "GGUF support request vs Float8 storage lookup error; no shared root cause." + "reason": "MoE FP8 failure and meta-device loading breakage are different regressions." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py runtime failure is unrelated to GGUF model support." + "reason": "Unrelated issues: 3d_parallel.py execution vs GGUF model support." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: missing Qwen2.5-VL import vs meta-device loading breakage." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import error is unrelated to Qwen3-MoE FP8 handling." + "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 behavior." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping/new-model helper bug vs Gemma4 PLE device mismatch; different issues." + "reason": "Tokenizer/model mapping failure and Gemma4 PLE device mismatch are different bugs." }, { - "left": "issue:44560", - "right": "issue:44805", + "left": "issue:43632", + "right": "issue:45834", "accept": false, - "reason": "Both are Qwen-related, but one is a video StopIteration bug and the other is a mask shape mismatch." + "reason": "_is_hf_initialized flag regression is unrelated to Kosmos2.5 OCR index errors." }, { - "left": "issue:43632", - "right": "issue:45834", + "left": "issue:44560", + "right": "issue:44805", "accept": false, - "reason": "_is_hf_initialized regression is unrelated to Kosmos2.5 long-input indexing." + "reason": "Different symptoms and models; not the same underlying bug." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Both report the same SigLIP2-base-patch16-224 bad-output regression, just with different symptom descriptions." + "reason": "Same SigLIP2 bad-output regression: unexpected zero probabilities and nonsensical AutoModel/pipeline results on the same checkpoint." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batched-track leakage and Whisper empty-transcription failure are unrelated." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Zero3/Bert index error and tokenizer-mapping helper failure are different bugs." + "reason": "Zero3 BertModel index error is unrelated to add-new-model-like / tokenizer mapping handling." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Zero3/Bert empty-shard IndexError is unrelated to add-new-model-like tokenizer mapping." + "reason": "Both mention loading, but the concrete bugs differ: Deepspeed Zero3 BertModel indexing vs tokenizer mapping logic." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping bug and tensor mask shape mismatch are unrelated." + "reason": "Different bug classes: model-registration/mapping vs attention-mask shape mismatch." }, { "left": "issue:44877", "right": "issue:45030", - "accept": true, - "reason": "Both look like the same stricter config-validation regression preventing model configs from loading." + "accept": false, + "reason": "Both concern config validation, but for different models and different failures." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "GPU+CPU offload dequantized loading failure is unrelated to Strix Halo mmap OOM." - }, - { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "Exact same non-persistent-buffer junk regression in Transformers v5." + "reason": "Dequantized model offload loading and Strix Halo mmap OOM are not the same bug." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "SigLIP2 output corruption is not the same as the documentation example's processor/quantization errors." + "reason": "Same SigLIP2 area, but one is an inference/output regression and the other is a docs example with model/processor mismatch and quantization errors." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3-MoE LoRA compatibility and BitNet packed-weight loading are different issues." + "reason": "Different mechanisms: Qwen3_MoE LoRA incompatibility across versions vs BitNet packed-weight loading." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different failure modes: auto device mapping cudaErrorAssert vs FineGrainedFP8Config." + "reason": "Both involve Qwen3, but auto device mapping on A800 and FineGrainedFP8Config failures are distinct code paths." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 is unrelated to Qwen3.5 flash-attention generation failures." + "reason": "GLM5 and Qwen3.5 flash-attention failures are separate model-specific regressions." }, { "left": "issue:44451", "right": "issue:44488", - "accept": true, - "reason": "Both are the same latest-version model-loading failure for specific BERT models." + "accept": false, + "reason": "Both are model-load failures, but the titles only show different checkpoints; not enough evidence they share one concrete root cause." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "ZeRO-3 language_model weight loading and save_pretrained visual-key corruption are different bugs." - }, - { - "left": "issue:43708", - "right": "issue:44075", - "accept": false, - "reason": "Trainer resume/max_steps math bug is unrelated to SGD optimizer args being ignored." + "reason": "One is ZeRO-3 loading of language_model weights; the other is save_pretrained writing incorrect visual encoder keys." }, { "left": "issue:43644", - "right": "issue:43645", - "accept": false, - "reason": "Non-persistent-buffer corruption and custom model initialization breakage are different regressions." + "right": "issue:44534", + "accept": true, + "reason": "Near-verbatim duplicate reporting the same non-persistent-buffer junk regression in Transformers v5." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted duplicate pairs are supported by strong title/body similarity, especially the non-persistent-buffer regression around 43644/44534, and the rest of the pair judgments read as cautious rather than overstated. No PR mergeability issue applies here." + "feedback": "The summary is grounded in the provided titles and metadata, and the accepted soft-edge pairs are conservative enough: 43644/44534 is a near-verbatim duplicate, 43645/43646 is a plausible same regression, and 38175/43994 stays within the same SigLIP2 output-corruption symptom class. The canonical issue choice is also well supported by the earlier, clearer duplicate pair. No PRs are present." }, "evaluator_used": true, "retried": false, @@ -1952,12 +1219,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ "issue:36010", "issue:39404", "issue:39692", - "issue:41720", "issue:42491", "issue:42947", "issue:43257", @@ -1966,25 +1232,26 @@ "issue:43404", "issue:43425", "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", "issue:43854", "issue:43856", "issue:43873", "issue:43931", "issue:43957", "issue:43994", + "issue:44075", "issue:44155", "issue:44164", "issue:44291", "issue:44292", "issue:44387", "issue:44402", - "issue:44479", "issue:44488", "issue:44756", - "issue:44877", "issue:44910", "issue:44912", - "issue:44928", "issue:44960", "issue:44991", "issue:45216", @@ -2004,304 +1271,273 @@ "issue:46050" ], "soft_pairs": [ - "issue:44488|issue:44991", - "issue:43854|issue:43931", - "issue:45488|issue:45812", + "issue:43708|issue:44075", "issue:39692|issue:43994", + "issue:45488|issue:45812", + "issue:43854|issue:43931", "issue:43257|issue:43854", - "issue:42491|issue:43931", "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:43644|issue:43645", "issue:43856|issue:44387", - "issue:45362|issue:45406", - "issue:44960|issue:46050", "issue:42491|issue:45292", - "issue:44164|issue:44291", + "issue:44488|issue:44991", "issue:44910|issue:45588", + "issue:45362|issue:45406", + "issue:44164|issue:44291", "issue:45276|issue:45335", "issue:36010|issue:39404", - "issue:43404|issue:43454", "issue:43425|issue:43957", - "issue:41720|issue:44155", + "issue:43404|issue:43454", "issue:39692|issue:44960", "issue:44402|issue:44488", "issue:42947|issue:45704", "issue:45663|issue:45759", - "issue:43873|issue:44387", - "issue:44291|issue:44756", "issue:45663|issue:45859", + "issue:43873|issue:44387", "issue:44155|issue:45823", + "issue:44291|issue:44756", "issue:43335|issue:45663", "issue:44292|issue:44912", + "issue:44960|issue:46050", "issue:44387|issue:44756", - "issue:43957|issue:44756", "issue:42947|issue:43381", "issue:45276|issue:45292", - "issue:44164|issue:44756", - "issue:43854|issue:45216", - "issue:43381|issue:44928", - "issue:44479|issue:44877", - "issue:45588|issue:45663" + "issue:43854|issue:45216" ], - "prepared_review_unit_hash": "18c3af5791d812a9e1a7cdaec9f3769649932a3d8fa014fcd540028296bb07b6", + "prepared_review_unit_hash": "c26910eb47e3fad5439ebb228f5156e2f0b2520ad19822b374fafc5140a2ac79", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 37, - "serialized_chars": 38940, - "estimated_input_tokens": 9735, - "estimated_eval_tokens": 19726 + "soft_pair_count": 33, + "serialized_chars": 37734, + "estimated_input_tokens": 9434, + "estimated_eval_tokens": 19124 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a false-positive semantic cluster: the items span unrelated tokenizer loading, quantization, model-loading, flash-attention, and training bugs. The only clear duplicate set is the `resize_token_embeddings` regression affecting `output_embeddings` / `decoder.embed_tokens` across Gemma4 and T5Gemma reports.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45292 is the best canonical issue because it states the broad API-level regression (`resize_token_embeddings` not updating `output_embeddings`) and the other matching reports look like model-specific manifestations of the same bug.", + "summary": "This cluster is mostly a loose set of Transformers issues spanning quantization/offloading, tokenizer/loading regressions, and model-specific bugs. The soft pairs look related by broad subsystem, but none appear to be the same concrete bug/change.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 is the broadest and most central open report around quantization/offloading memory behavior, which is the closest shared theme in this otherwise heterogeneous cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the most general and reusable description of the duplicate set; issue:45276 and issue:45335 are narrower variants of the same embedding-resize failure.", + "best_issue_reason": "issue:43873 is the best single representative because it is open, fairly well-discussed, and broad enough to cover the cluster\u2019s dominant memory/offloading theme, even though the items are not true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44488", - "right": "issue:44991", + "left": "issue:43708", + "right": "issue:44075", "accept": false, - "reason": "Both are tokenizer-loading failures, but they affect different models and likely different tokenizer paths; too broad to treat as the same bug." + "reason": "Trainer checkpoint-resume step math and unused SGD args are unrelated training bugs." }, { - "left": "issue:43854", - "right": "issue:43931", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Different models and different failure modes (unit test loading vs weight-shape mismatch) indicate separate issues." + "reason": "Both involve SigLIP2, but one is a broken documentation example and the other is a model/pipeline inference regression." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one is a LlamaTokenizer pre-tokenizer override bug and the other is a Granite token-ID regression; not the same concrete fix." + "reason": "Tokenizer regressions in v5, but different code paths and model families (DeepSeek vs Granite)." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:43854", + "right": "issue:43931", "accept": false, - "reason": "Same model family, but one is a documentation/example problem and the other is an actual inference regression; different underlying issues." + "reason": "Different model loading failures for unrelated models." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to GLM-4.7-Flash loading failures." + "reason": "Qwen3 MoE loading/acceleration conversion vs GLM unit-test loading failure are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training memory usage and the other is quantization/offloading correctness." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different models and different problems; LoRA compatibility on hf5.x is not the same as a Qwen3-VL shape mismatch." + "reason": "LoRA checkpoint compatibility across HF versions is not the same bug as a Qwen3-VL shape mismatch on load." }, { - "left": "issue:43856", - "right": "issue:43873", + "left": "issue:43644", + "right": "issue:43645", "accept": false, - "reason": "Both mention memory, but one is Qwen3 MoE training memory use and the other is quantization offloading behavior; not the same bug." + "reason": "Two separate Transformers 5 regressions: non-persistent buffers vs custom model initialization in notebooks." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is MoE training footprint and the other is int4 quantization reserved-memory OOM; separate regressions." + "reason": "Both are memory-related, but one is training-memory inefficiency and the other is int4 reserved-memory growth/OOM." }, { - "left": "issue:45362", - "right": "issue:45406", + "left": "issue:42491", + "right": "issue:45292", "accept": false, - "reason": "Different model families and different failure surfaces (chat crash vs processor attribute error)." + "reason": "LoRA compatibility and resize_token_embeddings propagation are different problems." }, { - "left": "issue:44960", - "right": "issue:46050", + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "GLM5 is unrelated to the sinq save/load quantization regression." + "reason": "Different model/tokenizer loading failures for different checkpoints." }, { - "left": "issue:42491", - "right": "issue:45292", + "left": "issue:44910", + "right": "issue:45588", "accept": false, - "reason": "LoRA hf4.x/hf5.x compatibility is unrelated to `resize_token_embeddings` not updating embeddings." + "reason": "FlashAttention crash from 3D position_ids misinterpretation is distinct from the s_aux=None AttributeError." }, { - "left": "issue:44164", - "right": "issue:44291", + "left": "issue:45362", + "right": "issue:45406", "accept": false, - "reason": "Both concern loading/saving internals, but `extra_state` handling and `_is_hf_initialized` argument handling are distinct code paths." + "reason": "Different inference entrypoints and different model classes; not the same failure mode." }, { - "left": "issue:44910", - "right": "issue:45588", + "left": "issue:44164", + "right": "issue:44291", "accept": false, - "reason": "Both are flash-attention crashes, but one is packed-sequence misinterpretation and the other is a missing `s_aux` attribute; different bugs." + "reason": "save/from_pretrained extra_state handling and init_empty_weights argument handling are separate save/load issues." }, { "left": "issue:45276", "right": "issue:45335", - "accept": true, - "reason": "Both report the same `resize_token_embeddings` propagation bug, just on different model-specific embedding modules." + "accept": false, + "reason": "Both are resize_token_embeddings regressions, but on different model architectures and submodules." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Importing `GenerationMixin` and Whisper `return_language` pipeline behavior are unrelated issues." - }, - { - "left": "issue:43404", - "right": "issue:43454", - "accept": false, - "reason": "Both mention lm_head tying, but they are different model implementations and likely separate model-specific fixes." + "reason": "An import error for GenerationMixin is unrelated to Whisper pipeline return_language behavior." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch-version incompatibility and `torch.device(\"meta\")` loading breakage are different regressions." + "reason": "Torch version compatibility and meta-device loading are different compatibility bugs." }, { - "left": "issue:41720", - "right": "issue:44155", + "left": "issue:43404", + "right": "issue:43454", "accept": false, - "reason": "Qwen3 device-map CUDA assert and AudioFlamingo3 batch token leak are unrelated." + "reason": "Both concern lm_head tying, but they are model-specific implementations rather than one concrete shared bug." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 docs/example problems are unrelated to GLM5 model loading." + "reason": "A SigLIP2 documentation/example issue is not the same as a GLM5 model-loading report." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "One is tokenizer vocab-size metadata mismatch; the other is a model-specific tokenizer loading failure." + "reason": "Tokenizer vocab-size mismatch and loading failure for a different model are not the same issue." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/PEFT LoRA behavior is unrelated to the apex RMSNorm memory leak." + "reason": "Gradient checkpointing/PEFT and an apex RMSNorm memory leak are unrelated." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different issues: Gemma-4 FSDP2 shared state handling versus Qwen multimodal `text_config` unwrapping." + "reason": "Gemma4 FSDP2 shared_kv_states and Qwen multimodal config unwrapping are distinct code paths." }, { - "left": "issue:43873", - "right": "issue:44387", + "left": "issue:45663", + "right": "issue:45859", "accept": false, - "reason": "Quantized offloading behavior and int4 reserved-memory OOM are not the same concrete bug." + "reason": "Different models and different failure modes; not a shared underlying bug." }, { - "left": "issue:44291", - "right": "issue:44756", + "left": "issue:43873", + "right": "issue:44387", "accept": false, - "reason": "`init_empty_weights` argument handling is unrelated to Strix Halo mmap OOM." + "reason": "Related memory/quantization theme, but one is offloading correctness and the other is reserved-memory growth under int4." }, { - "left": "issue:45663", - "right": "issue:45859", + "left": "issue:44155", + "right": "issue:45823", "accept": false, - "reason": "Different code paths: Gemma-4 attention state rebuilding versus Qwen3_5 MoE rotary embedding CPU offload." + "reason": "AudioFlamingo track leakage and Gemma4 device mismatch are unrelated model-specific bugs." }, { - "left": "issue:44155", - "right": "issue:45823", + "left": "issue:44291", + "right": "issue:44756", "accept": false, - "reason": "AudioFlamingo3 track leakage and Gemma4 PLE device mismatch are unrelated." + "reason": "init_empty_weights type handling and Strix Halo mmap OOM are separate problems." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Gemma-4 FSDP2 attention state handling are unrelated." + "reason": "SwitchTransformers sparse-layer creation and Gemma4 FSDP2 key handling are unrelated." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization formats and failures: NVFP4 load error versus MXFP4 fallback to bf16." + "reason": "Different quantization formats and different model loading failures; too far apart to merge." }, { - "left": "issue:44387", - "right": "issue:44756", + "left": "issue:44960", + "right": "issue:46050", "accept": false, - "reason": "Both end in OOM, but one is quantization memory reservation and the other is mmap behavior on specific hardware." + "reason": "A generic GLM5 issue and a save/load regression for sinq-quantized models are not the same bug." }, { - "left": "issue:43957", + "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Model loading with meta tensors and disabling mmap for Strix Halo are unrelated fixes." + "reason": "Both involve OOM, but the causes are different: int4 reserved memory vs mmap behavior on Strix Halo." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective under PEFT LoRA and the other is eval-mode incompatibility." + "reason": "Gradient checkpointing with PEFT and checkpointing-in-eval-mode are different API/behavior bugs." }, { "left": "issue:45276", "right": "issue:45292", - "accept": true, - "reason": "They describe the same `resize_token_embeddings` regression, with one being the general report and the other a model-specific manifestation." - }, - { - "left": "issue:44164", - "right": "issue:44756", "accept": false, - "reason": "Serialization `extra_state` handling is unrelated to mmap/OOM behavior." + "reason": "The titles are closely related, but one is Gemma4-specific and the other is a broader output_embeddings regression; not clearly the same concrete bug." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash loading and Qwen3.5 checkpoint save regression are separate model-specific issues." - }, - { - "left": "issue:43381", - "right": "issue:44928", - "accept": false, - "reason": "Gradient checkpointing eval-mode behavior is unrelated to the Qwen3.5 3D position_ids / SDPA fallback bug." - }, - { - "left": "issue:44479", - "right": "issue:44877", - "accept": false, - "reason": "Video-input regression across Qwen VL models is unrelated to strict config blocking granite_speech loading." - }, - { - "left": "issue:45588", - "right": "issue:45663", - "accept": false, - "reason": "Flash attention sink handling and Gemma-4 FSDP2 attention state rebuilding are different problems." + "reason": "Different model families and different checkpoint/save_pretrained symptoms." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative overall. The only accepted duplicate set is the resize_token_embeddings regression across issue:45276, issue:45292, and issue:45335, which is supported by the titles and soft-pair signal. The other pairwise rejections are appropriately cautious given the limited evidence and model-specific differences." - }, - "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 }, @@ -2316,12 +1552,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ "issue:36032", "issue:39404", + "issue:41720", "issue:43257", - "issue:43299", + "issue:43381", "issue:43425", "issue:43452", "issue:43596", @@ -2331,13 +1568,12 @@ "issue:43708", "issue:43716", "issue:43828", - "issue:43856", "issue:43901", "issue:43906", - "issue:43931", "issue:43957", "issue:43994", "issue:44079", + "issue:44155", "issue:44164", "issue:44265", "issue:44402", @@ -2346,297 +1582,289 @@ "issue:44509", "issue:44530", "issue:44589", - "issue:44671", "issue:44683", - "issue:44737", "issue:44756", "issue:44805", "issue:44863", + "issue:44877", "issue:44898", "issue:44912", "issue:44918", - "issue:44991", - "issue:45081", + "issue:44928", "issue:45084", "issue:45292", "issue:45335", + "issue:45588", + "issue:45663", "issue:45684", "issue:45698", "issue:45701", "issue:45759", - "issue:45823", - "issue:45859" + "issue:45823" ], "soft_pairs": [ + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:44479|issue:44877", + "issue:45588|issue:45663", + "issue:41720|issue:44155", "issue:45684|issue:45698", + "issue:43957|issue:44756", "issue:43646|issue:43708", "issue:43645|issue:44164", "issue:45292|issue:45335", "issue:43828|issue:43957", "issue:43425|issue:43828", "issue:44402|issue:44451", - "issue:43257|issue:44863", "issue:44589|issue:44756", - "issue:39404|issue:45701", "issue:44683|issue:45823", + "issue:43257|issue:44863", + "issue:39404|issue:45701", "issue:43425|issue:45823", "issue:43611|issue:43645", "issue:43425|issue:43716", "issue:44530|issue:45084", - "issue:39404|issue:44912", "issue:43906|issue:44530", + "issue:39404|issue:44912", "issue:44265|issue:44898", "issue:44479|issue:44805", - "issue:43994|issue:44079", "issue:43425|issue:44918", - "issue:44589|issue:45084", "issue:43901|issue:44509", - "issue:43299|issue:43931", + "issue:44589|issue:45084", "issue:44164|issue:45759", - "issue:43596|issue:44683", "issue:36032|issue:43452", - "issue:44671|issue:44991", - "issue:39404|issue:44671", - "issue:44991|issue:45081", - "issue:43856|issue:44756", - "issue:44164|issue:44479", - "issue:44737|issue:45859" + "issue:43596|issue:44683", + "issue:43994|issue:44079" ], - "prepared_review_unit_hash": "d3a75afa49518dedee36151c0071f45be91042818ecd3c7fa212be4f5f69b751", + "prepared_review_unit_hash": "2ff4a0daa0d66f1e51a214a14c24863c204d4845edc5b5aa5f65901304dd5b5a", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37731, - "estimated_input_tokens": 9433, - "estimated_eval_tokens": 19122 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36879, + "estimated_input_tokens": 9220, + "estimated_eval_tokens": 18696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a heterogeneous grab bag of Transformers 5.x regressions and model-specific loading bugs. Only one soft pair looks like the same underlying defect: resize_token_embeddings not updating tied output/decoder embeddings.", - "confidence": 0.81, - "canonical_issue_reason": "Issue 43611 is the broadest representative of the loading-regression subgroup (v5 breaks model loading via `base_model_prefix`), while most other items are narrower variants or unrelated failures.", + "summary": "These items are mostly unrelated issue reports across different subsystems. The only clear duplicate pair is the resize_token_embeddings regression: a general report plus a t5gemma-specific instance. No pull requests are present.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45292 is the broader, cleaner formulation of the resize_token_embeddings bug; issue:45335 is a model-specific instance of the same underlying failure to update downstream embeddings.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the best single anchor for triage because it is concise, broadly scoped, and most representative of the model-loading breakages in this cluster.", + "best_issue_reason": "issue:45292 best represents the cluster because it states the general API breakage, while the paired t5gemma report is just a narrower reproduction.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Different failures: eval-mode gradient checkpointing restriction vs Qwen3.5 RLHF NaN/SDPA fallback behavior." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated bugs: extra_state save/load handling vs mmap-related OOM on Strix Halo." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different model families and symptoms: video input regression vs strict config loading failure." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different code paths: flash_attention sink-less crash vs Gemma4 FSDP2 shared_kv_states KeyError." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "No shared underlying bug; one is device mapping/cuda assert on Qwen3, the other is batched inference token leakage in AudioFlamingo3." + }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve custom-model save/load, but one is about file permissions during save_pretrained and the other is about loading the wrong custom module." + "reason": "Both concern custom-model save/load, but one is file permission propagation and the other is loading the wrong module; not the same concrete bug." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage is unrelated to disabling mmap for OOM on Strix Halo." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization is unrelated to Trainer resume_from_checkpoint/max_steps calculation." + "reason": "Custom model initialization in notebooks is unrelated to Trainer checkpoint-resume max_steps calculation." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook-defined custom model init and extra_state save/from_pretrained handling are different code paths and symptoms." + "reason": "Notebook-defined custom model init is not the same as extra_state persistence in save/from_pretrained." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same bug: resize_token_embeddings is not propagating to tied output/decoder embeddings; 45335 is the t5gemma-specific instance of 45292." + "reason": "Same underlying bug: resize_token_embeddings fails to update the model's effective output/decoder embeddings; one is the generic report and the other a t5gemma-specific instance." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Both are dtype/device related, but one is an autocast mismatch in Phi MoE and the other is a meta-device loading failure for different models." + "reason": "Different issues: autocast dtype mismatch vs meta-device model loading problems." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility and an autocast dtype mismatch are distinct failures." + "reason": "Torch version incompatibility is a broad environment issue, not the same as Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab metadata mismatch is not the same as a model-specific loading failure for vesteinn/ScandiBERT." + "reason": "Both relate to loading/tokenizer setup, but the specific failure modes are different and not clearly the same bug." }, { - "left": "issue:43257", - "right": "issue:44863", + "left": "issue:44589", + "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE conversion under accelerate+deepspeed and NemotronH checkpoint loading are unrelated model-loading bugs." + "reason": "Float8 storage lookup failure is unrelated to mmap OOM behavior." }, { - "left": "issue:44589", - "right": "issue:44756", + "left": "issue:44683", + "right": "issue:45823", "accept": false, - "reason": "Missing Float8 storage support and mmap-related OOM behavior are different problems." + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to Gemma4 device-map forward mismatch." }, { - "left": "issue:39404", - "right": "issue:45701", + "left": "issue:43257", + "right": "issue:44863", "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to a general tokenization-version change report." + "reason": "Different model-loading failures for different architectures; too broad to treat as the same bug." }, { - "left": "issue:44683", - "right": "issue:45823", + "left": "issue:39404", + "right": "issue:45701", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are different code-path issues." + "reason": "Whisper return_language pipeline regression is unrelated to a general tokenization-change report." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same as a device_map='auto' forward mismatch in Gemma4 PLE." + "reason": "Torch 2.10 compatibility and Gemma4 device mismatch are unrelated." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are about v5 breaking custom/model loading, but one is base_model_prefix handling and the other is notebook-defined custom model initialization." + "reason": "Both involve Transformers 5 custom-model behavior, but one is base_model_prefix loading and the other is notebook-defined model initialization; not the same concrete defect." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "A version incompatibility report and a Mistral-3 dtype mismatch are not the same bug." + "reason": "Torch compatibility issue vs multimodal dtype mismatch; no shared root cause." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and a template-compilation TypeError are separate failures." + "reason": "PagedAttentionCache linear_attention crash is unrelated to a compiler error about non template nodes." }, { - "left": "issue:39404", - "right": "issue:44912", + "left": "issue:43906", + "right": "issue:44530", "accept": false, - "reason": "Whisper return_language and MXFP4 quantization fallback are unrelated regressions." + "reason": "An isolated reproduction issue does not match the specific Qwen3.5 PagedAttentionCache crash." }, { - "left": "issue:43906", - "right": "issue:44530", + "left": "issue:39404", + "right": "issue:44912", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the Qwen3.5 PagedAttentionCache crash." + "reason": "Whisper pipeline return_language regression is unrelated to MXFP4 quantization loading fallback." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export with torch_compilable_check and Perceiver non-default-resolution classification are different bugs." + "reason": "torch.export with torch_compilable_check is unrelated to Perceiver non-default resolution/interpolate_pos_encoding failure." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Qwen video-input regression and a mask-shape IndexError are not the same underlying defect." - }, - { - "left": "issue:43994", - "right": "issue:44079", - "accept": false, - "reason": "Incorrect Siglip outputs and ModelOutput key assignment are distinct behaviors." + "reason": "Video-input regression for Qwen models is unrelated to a mask/tensor shape mismatch IndexError." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch version incompatibility is unrelated to Qwen3.5 embedding unpacking with TRL SFT trainer." - }, - { - "left": "issue:44589", - "right": "issue:45084", - "accept": false, - "reason": "Float8 storage lookup failure and template-node compilation failure are different issues." + "reason": "Torch version incompatibility is unrelated to Qwen3.5 SFT trainer embedding unpacking." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "These are both documentation issues, but they cover different removed/changed pipeline APIs." + "reason": "Both are docs mismatches, but they cover different removed/changed pipeline APIs and are not the same underlying bug." }, { - "left": "issue:43299", - "right": "issue:43931", + "left": "issue:44589", + "right": "issue:45084", "accept": false, - "reason": "Qwen3VL MoE conversion/loading and Qwen3-VL weight-shape mismatch are related only broadly, not the same concrete bug." + "reason": "Different failures: missing Float8 storage object vs compiler rejecting non-template nodes." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state save/load handling and text_config unwrapping for composite configs are separate loader/saver problems." - }, - { - "left": "issue:43596", - "right": "issue:44683", - "accept": false, - "reason": "Zero3 init index error and compiled flex_attention torch>=2.9 failure are unrelated." + "reason": "extra_state save/load handling is unrelated to config unwrapping for composite Qwen multimodal models." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5Tokenizer add_special_tokens conflict and gguf_file.from_pretrained breakage are different tokenizer/load paths." - }, - { - "left": "issue:44671", - "right": "issue:44991", - "accept": false, - "reason": "CamemBERT masked LM prediction errors and est-roberta tokenizer loading failure are unrelated." + "reason": "Tokenizer method-name conflict in T5 is not the same as gguf_file breaking AutoTokenizer/AutoModel loading." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:43596", + "right": "issue:44683", "accept": false, - "reason": "Whisper pipeline regression and CamemBERT prediction corruption are unrelated model families and bugs." + "reason": "DeepSpeed ZeRO-3/BertModel index error is unrelated to compiled flex_attention on newer torch." }, { - "left": "issue:44991", - "right": "issue:45081", + "left": "issue:43994", + "right": "issue:44079", "accept": false, - "reason": "Tokenizer loading failure for est-roberta and a Mistral regex patch crash are separate tokenizer code paths." - }, - { - "left": "issue:43856", - "right": "issue:44756", - "accept": false, - "reason": "Qwen3 MoE training memory inefficiency and Strix Halo mmap OOM avoidance are not the same bug." - }, - { - "left": "issue:44164", - "right": "issue:44479", - "accept": false, - "reason": "extra_state save/load handling is unrelated to the Qwen video-input regression." - }, - { - "left": "issue:44737", - "right": "issue:45859", - "accept": false, - "reason": "XLNet CPU arange placement and Qwen3_5MoeTextRotaryEmbedding CPU offload compatibility are different device-placement issues." + "reason": "Siglip2 nonsensical outputs are a model/pipeline behavior issue, not the same as ModelOutput key assignment when previous value is None." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The grouping is grounded in the packet and stays mostly conservative. The canonical anchor choice (43611) is defensible as a broad v5 loading-regression representative, and the only accepted soft pair (45292/45335) is strongly supported by the titles. The rejected pairs generally distinguish different code paths or symptom classes without overstating similarity. " + "accept": false, + "feedback": "The cluster summary is mostly grounded, and the 45292/45335 duplicate call looks plausible. However, at least one soft-edge verdict is too strong for the evidence available: issue:43906 is only titled as an isolated reproduction of another issue, so saying it has 'no shared underlying bug' with issue:44530 overstates what the packet supports. Please soften such cases to 'insufficient evidence to merge' unless the bodies clearly establish unrelated failures." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2652,7 +1880,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ "issue:32090", "issue:34567", @@ -2662,15 +1890,11 @@ "issue:40990", "issue:42175", "issue:42915", - "issue:43089", - "issue:43262", + "issue:43299", "issue:43317", - "issue:43322", - "issue:43377", "issue:43421", "issue:43452", "issue:43482", - "issue:43540", "issue:43541", "issue:43582", "issue:43611", @@ -2680,286 +1904,279 @@ "issue:43645", "issue:43646", "issue:43716", + "issue:43856", "issue:43883", + "issue:43931", + "issue:44164", "issue:44206", "issue:44220", "issue:44451", "issue:44464", + "issue:44479", "issue:44488", "issue:44530", - "issue:44534", "issue:44661", + "issue:44671", "issue:44683", + "issue:44737", + "issue:44756", "issue:44811", - "issue:44849", "issue:44987", "issue:44991", "issue:45081", "issue:45084", - "issue:45325", - "issue:45507", "issue:45584", + "issue:45859", "issue:45987", "issue:46178" ], "soft_pairs": [ + "issue:43299|issue:43931", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:44671|issue:44991", + "issue:39404|issue:44671", + "issue:44737|issue:45859", + "issue:44164|issue:44479", "issue:43582|issue:43632", - "issue:32090|issue:39404", "issue:44488|issue:45081", "issue:44661|issue:44683", - "issue:44488|issue:44987", "issue:43611|issue:43644", + "issue:32090|issue:39404", "issue:40990|issue:43421", "issue:43716|issue:45084", - "issue:44206|issue:44220", + "issue:44488|issue:44987", "issue:36032|issue:42915", - "issue:43883|issue:44488", "issue:43643|issue:44530", "issue:34567|issue:40444", - "issue:42175|issue:46178", + "issue:43883|issue:44488", "issue:44811|issue:45584", - "issue:43541|issue:45084", "issue:44451|issue:44987", + "issue:43541|issue:45084", "issue:42915|issue:44530", "issue:43644|issue:43646", "issue:44464|issue:45987", + "issue:44206|issue:44220", "issue:43452|issue:43482", - "issue:36032|issue:43645", "issue:43317|issue:43482", - "issue:44849|issue:45325", - "issue:44987|issue:44991", - "issue:45084|issue:45507", - "issue:43883|issue:44991", - "issue:43262|issue:43377", - "issue:43645|issue:44534", - "issue:43089|issue:45987", - "issue:43646|issue:44534", - "issue:43322|issue:43540" + "issue:36032|issue:43645", + "issue:42175|issue:46178" ], - "prepared_review_unit_hash": "2cadc8ed113618a03c6c14be2913949a72dc3ac50f1dfe587e37dcc78c604d2f", + "prepared_review_unit_hash": "991bd1aff0f37ff73ef51cf321c2e0bad5abf19a83542496dbfca9f10081f9d7", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36658, - "estimated_input_tokens": 9165, - "estimated_eval_tokens": 18586 + "soft_pair_count": 30, + "serialized_chars": 35996, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues, with only a couple of plausible duplicate subgroups: GGUF loading regressions and an audio feature-extraction crash. I\u2019d use the broad GGUF loading report as the best representative issue.", - "confidence": 0.67, - "canonical_issue_reason": "issue:43452 is the broadest, most actionable report here: it covers GGUF loading failing through both AutoTokenizer and AutoModelForCausalLM, making it a better umbrella than the narrower follow-up-style report.", + "summary": "This cluster is mostly a grab bag of distinct bug reports, many around Transformers v5 regressions and model/tokenizer loading, but the soft pairs do not look like true duplicates. The best representative issue is the broad custom model initialization regression.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43646 is the broadest, least environment-specific regression here: it targets generic custom model initialization, making it a better cluster representative than narrower model-, tokenizer-, or hardware-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43452 is the strongest global representative because it describes a concrete, cross-API loader regression and plausibly subsumes the more specific Qwen2.5-GGUF failure.", + "best_issue_reason": "issue:43646 is the most general standalone issue in the set and best captures the cluster\u2019s shared v5-regression theme without overfitting to one model or platform.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "Different failures: Apple Silicon allocator warmup TypeError vs. `_is_hf_initialized` flag regression." + "reason": "Both are Qwen3-VL loading problems, but one is a dev-version breakage and the other is a checkpoint shape mismatch." }, { - "left": "issue:32090", - "right": "issue:39404", + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading failure vs. Mistral regex-patch crash; different code paths and symptoms." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training memory inefficiency and Strix Halo mmap OOM are different issues." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Masked-LM prediction error and tokenizer loading failure are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return and CamemBERT masked-LM predictions are unrelated bugs." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both touch device/offload behavior, but XLNet positional encoding and Qwen3 MoE rotary embedding are different code paths." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to a video-input regression." + }, + { + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "Trainer GPU broadcast error and Whisper `return_language` pipeline bug are unrelated." + "reason": "Apple Silicon warmup TypeError and `_is_hf_initialized` regression are distinct failures." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading problems, but they affect different models and code paths." + "reason": "Loading a tokenizer and crashing in Mistral regex patching are different bugs." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "`add-new-model-like`/tokenizer mapping and compiled flex_attention on torch>=2.9 are unrelated." + "reason": "A model-mapping failure and compiled flex_attention on torch>=2.9 are unrelated." }, { - "left": "issue:44488", - "right": "issue:44987", + "left": "issue:43611", + "right": "issue:43644", "accept": false, - "reason": "Separate model-loading regressions with different symptoms and likely different root causes." + "reason": "Both are v5 loading regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization." }, { - "left": "issue:43611", - "right": "issue:43644", + "left": "issue:32090", + "right": "issue:39404", "accept": false, - "reason": "Both are v5 regressions, but one is about `base_model_prefix` loading and the other about buffer initialization." + "reason": "Trainer GPU broadcast NoneType error and Whisper return_language failure are unrelated." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity/tokenization behavior is not the same as runtime post-processor syncing." + "reason": "High perplexity on gpt-oss and tokenizer post-processor updates are not the same bug." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral image dtype mismatch and template-node compilation error are unrelated." + "reason": "Image preprocessor dtype mismatch and template compilation TypeError are unrelated." }, { - "left": "issue:44206", - "right": "issue:44220", - "accept": true, - "reason": "Both point to the same audio feature-extraction path; the extractor crash and `_torch_extract_fbank_features()` issue look like the same underlying bug." + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different checkpoints and different loading failures; not the same underlying bug." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer method-name conflict and Qwen3Moe FP8 config failure are unrelated." - }, - { - "left": "issue:43883", - "right": "issue:44488", - "accept": false, - "reason": "Molmo tied-weights attribute error is unrelated to BERT model-loading failures." + "reason": "T5 tokenizer method conflict and Qwen3MoE FP8 config failure are unrelated." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig field loss with `trust_remote_code` is unrelated to PagedAttentionCache linear_attention handling." + "reason": "Missing AutoConfig fields and PagedAttentionCache linear_attention crash are different issues." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token-count tracking and multimodal IterableDataset loading are different bugs." + "reason": "Trainer token-count tracking and multi-image IterableDataset fine-tuning failures are unrelated." }, { - "left": "issue:42175", - "right": "issue:46178", + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "Package-extras missing TensorFlow is not the same as an unsupported backend mapping entry for `tensorflow_text`." + "reason": "Missing tied-weights attribute and tokenizer loading failure are different bugs." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both Whisper-related, but one is decode flag handling and the other is empty-transcription generation after alignment." + "reason": "Both are Whisper-related, but batch_decode skip_special_tokens and empty-transcription generation failures are distinct." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different models and different loading regressions; not a duplicate pair." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Grouped_mm/dynamo tracing failure and non-template-node compilation error do not share a code path." + "reason": "Torch dynamo grouped_mm tracing error and template-node compilation failure are unrelated." }, { - "left": "issue:44451", - "right": "issue:44987", + "left": "issue:42915", + "right": "issue:44530", "accept": false, - "reason": "Different model-loading regressions with no clear shared failure mechanism." + "reason": "Qwen3MoE FP8 config failure and Qwen3.5 PagedAttentionCache crash are different code paths." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Non-persistent buffer junk and custom model initialization breakage are separate regression types." + "reason": "Both are v5 initialization regressions, but one is buffer filling and the other is custom model initialization." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency and cache sequence-length return type are related to generation, but not the same bug." - }, - { - "left": "issue:43452", - "right": "issue:43482", - "accept": true, - "reason": "43482 looks like a specific instance of the broader GGUF loading breakage described by 43452." + "reason": "Chunked generation with compiled forward and StaticCache length typing are unrelated." }, { - "left": "issue:36032", - "right": "issue:43645", + "left": "issue:44206", + "right": "issue:44220", "accept": false, - "reason": "Tokenizer special-token conflict and Jupyter custom-model initialization are unrelated." + "reason": "The titles point to different audio feature-extraction failures; not enough evidence of one concrete bug." }, { - "left": "issue:43317", + "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Device-map/offload dequantization failure is not the same as GGUF loading in transformers v5." - }, - { - "left": "issue:44849", - "right": "issue:45325", - "accept": false, - "reason": "Different Qwen variants and different bugs: hidden-states output vs. RoPE position scaling." - }, - { - "left": "issue:44987", - "right": "issue:44991", - "accept": false, - "reason": "Both are v5 loading regressions, but they affect different artifacts and likely different loaders." - }, - { - "left": "issue:45084", - "right": "issue:45507", - "accept": false, - "reason": "Template compilation error and GraniteMoEHybrid invalid method call are unrelated." - }, - { - "left": "issue:43883", - "right": "issue:44991", - "accept": false, - "reason": "Molmo attribute error is unrelated to tokenizer loading for est-roberta." - }, - { - "left": "issue:43262", - "right": "issue:43377", - "accept": false, - "reason": "Sampling-rate defaulting and MIMI padding-mask behavior are different audio issues." - }, - { - "left": "issue:43645", - "right": "issue:44534", - "accept": false, - "reason": "Notebook custom-model initialization and junk-filled non-persistent buffers are distinct regressions." + "reason": "Generic gguf_file breakage and a specific Qwen2.5-GGUF loading failure are not clearly the same underlying bug." }, { - "left": "issue:43089", - "right": "issue:45987", + "left": "issue:43317", + "right": "issue:43482", "accept": false, - "reason": "Generation performance overhead and cache length return type are not the same underlying defect." + "reason": "device_map auto dequantized offload and GGUF model loading are different mechanisms." }, { - "left": "issue:43646", - "right": "issue:44534", + "left": "issue:36032", + "right": "issue:43645", "accept": false, - "reason": "Custom model initialization and buffer initialization junk are separate bugs." + "reason": "Tokenizer special-token conflict and custom model initialization in notebooks are unrelated." }, { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:42175", + "right": "issue:46178", "accept": false, - "reason": "Llava Next load-time segfault and Qwen3OmniMoe video-processing ValueError are unrelated." + "reason": "Missing tensorflow in the torch extra and tensorflow_text backend mapping errors are different packaging/backend issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about duplicates. The GGUF umbrella choice (issue:43452 over issue:43482) is reasonable, and the one accepted soft pair (issue:44206 / issue:44220) is plausibly the same audio-path bug. Rejections are generally cautious and not overstated." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -2969,35 +2186,36 @@ "component_count": 17, "review_unit_index": 9, "review_unit_count": 50, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ - "issue:33666", "issue:36032", - "issue:40444", "issue:40990", - "issue:41553", "issue:41720", "issue:42915", + "issue:43089", + "issue:43262", "issue:43296", + "issue:43322", "issue:43377", "issue:43404", - "issue:43421", "issue:43425", "issue:43531", - "issue:43582", + "issue:43540", "issue:43611", "issue:43632", + "issue:43645", + "issue:43646", "issue:43742", "issue:43792", "issue:43819", + "issue:43883", "issue:43994", "issue:44062", - "issue:44079", "issue:44220", "issue:44265", "issue:44291", @@ -3006,288 +2224,85 @@ "issue:44466", "issue:44479", "issue:44534", - "issue:44568", "issue:44589", "issue:44610", "issue:44683", "issue:44756", "issue:44811", + "issue:44849", "issue:44877", "issue:44987", "issue:44991", - "issue:45020", "issue:45081", "issue:45084", "issue:45127", "issue:45216", "issue:45325", "issue:45357", - "issue:45663" + "issue:45507", + "issue:45987" ], "soft_pairs": [ - "issue:43404|issue:44466", + "issue:44849|issue:45325", + "issue:45084|issue:45507", + "issue:43883|issue:44991", + "issue:43262|issue:43377", + "issue:44987|issue:44991", + "issue:43089|issue:45987", + "issue:43646|issue:44534", + "issue:43322|issue:43540", "issue:44403|issue:45081", + "issue:43404|issue:44466", "issue:43994|issue:44610", "issue:42915|issue:45084", + "issue:43645|issue:44534", "issue:43377|issue:43819", "issue:44265|issue:44610", "issue:44451|issue:45081", "issue:44987|issue:45081", "issue:44220|issue:44683", - "issue:42915|issue:44291", - "issue:43632|issue:44756", "issue:45216|issue:45357", "issue:36032|issue:43742", - "issue:44062|issue:44987", + "issue:42915|issue:44291", + "issue:43632|issue:44756", "issue:42915|issue:44589", - "issue:44479|issue:45325", + "issue:44062|issue:44987", "issue:43296|issue:43531", "issue:43404|issue:45127", "issue:43531|issue:44877", - "issue:36032|issue:41720", - "issue:40444|issue:45325", "issue:43611|issue:44534", + "issue:36032|issue:41720", "issue:43425|issue:44403", - "issue:43632|issue:44534", - "issue:41553|issue:43582", + "issue:44479|issue:45325", "issue:40990|issue:44811", - "issue:43792|issue:44589", - "issue:44079|issue:45663", - "issue:44683|issue:45020", - "issue:33666|issue:40444", - "issue:44403|issue:44991", - "issue:43421|issue:44568" + "issue:43792|issue:44589" ], - "prepared_review_unit_hash": "4aa1a8a4d0f46af3b4fe3ef17308df78d019b800fc7c3ffbca62cb972385f004", + "prepared_review_unit_hash": "45dce90c40204dd8ac656563e71b0f80a1cfb9aba504ce5ab31ef774ae44485f", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36728, - "estimated_input_tokens": 9182, - "estimated_eval_tokens": 18620 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37527, + "estimated_input_tokens": 9382, + "estimated_eval_tokens": 19020 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": { - "summary": "Mostly a loose cluster of unrelated transformer issues; only the Qwen3.5 save_pretrained regressions look like true duplicates, while most other pairs are merely same-subsystem or same-model-family similarities.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45216 is the broader original report of the Qwen3.5 save_pretrained regression; issue:45357 reads like a narrower follow-up about the same incorrect checkpoint serialization, specifically the visual encoder keys.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the best representative issue here because it describes a clear regression with broad user impact and the other close match (45357) is a narrower manifestation of the same save_pretrained problem.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43404", - "right": "issue:44466", - "accept": false, - "reason": "Both mention lm_head/tied weights, but one is a missing tie in Mistral3ForConditionalGeneration and the other is device-dependent save_pretrained serialization; different bugs." - }, - { - "left": "issue:44403", - "right": "issue:45081", - "accept": false, - "reason": "Unrelated: noisy transformer loading behavior vs a tokenizer crash in Mistral regex patching." - }, - { - "left": "issue:43994", - "right": "issue:44610", - "accept": false, - "reason": "Different vision bugs and code paths: SigLIP2 bad outputs vs OmDet-Turbo processor/model input-size mismatch." - }, - { - "left": "issue:42915", - "right": "issue:45084", - "accept": false, - "reason": "Unrelated FP8 config failure vs a template-compilation TypeError." - }, - { - "left": "issue:43377", - "right": "issue:43819", - "accept": false, - "reason": "Different models and failure modes: batched-vs-single padding-mask mismatch vs DAC from_latents / STE mismatch." - }, - { - "left": "issue:44265", - "right": "issue:44610", - "accept": false, - "reason": "Torch export failure with torch_compilable_check is not the same bug as the OmDet-Turbo image-size mismatch." - }, - { - "left": "issue:44451", - "right": "issue:45081", - "accept": false, - "reason": "ScandiBERT loading failure is unrelated to the Mistral tokenizer regex crash." - }, - { - "left": "issue:44987", - "right": "issue:45081", - "accept": false, - "reason": "Different loading failures on different models; no evidence of the same underlying defect." - }, - { - "left": "issue:44220", - "right": "issue:44683", - "accept": false, - "reason": "Audio feature extraction bug vs compiled flex_attention failure on newer torch." - }, - { - "left": "issue:42915", - "right": "issue:44291", - "accept": false, - "reason": "FineGrainedFP8Config failure is distinct from the init_empty_weights/_is_hf_initialized argument error." - }, - { - "left": "issue:43632", - "right": "issue:44756", - "accept": false, - "reason": "Different regressions: v5 _is_hf_initialized behavior vs mmap OOM on Strix Halo." - }, - { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Both describe the same Qwen3.5 save_pretrained regression; 45357 is a narrower reproduction focused on incorrect visual encoder keys." - }, - { - "left": "issue:36032", - "right": "issue:43742", - "accept": false, - "reason": "T5 tokenizer special-token method conflict is unrelated to the MobileLLM key error." - }, - { - "left": "issue:44062", - "right": "issue:44987", - "accept": false, - "reason": "AddedToken special-argument error is not the same as loading physical-intelligence/fast." - }, - { - "left": "issue:42915", - "right": "issue:44589", - "accept": false, - "reason": "Different FP8-related failures with different symptoms and code paths." - }, - { - "left": "issue:44479", - "right": "issue:45325", - "accept": false, - "reason": "Related Qwen-VL family, but 44479 is a broad video-input regression across multiple models while 45325 is a specific still-image temporal-position scaling bug; not safe to merge as duplicates." - }, - { - "left": "issue:43296", - "right": "issue:43531", - "accept": false, - "reason": "PaddleOCR-VL loading failure is unrelated to the Qwen3-MoE sliding_window issue." - }, - { - "left": "issue:43404", - "right": "issue:45127", - "accept": false, - "reason": "Both involve tied weights, but one is missing tying in Mistral3 while the other is LoRA-merge corruption with extended vocabulary." - }, - { - "left": "issue:43531", - "right": "issue:44877", - "accept": false, - "reason": "Qwen3-MoE sliding_window bug and granite_speech strict-config loading are unrelated." - }, - { - "left": "issue:36032", - "right": "issue:41720", - "accept": false, - "reason": "T5 tokenizer load error vs Qwen3 auto-device-mapping CUDA assert; different failures." - }, - { - "left": "issue:40444", - "right": "issue:45325", - "accept": false, - "reason": "Both are Qwen2.5-VL-related, but multi-image iterable-dataset finetuning failure is not the same as temporal position_id scaling." - }, - { - "left": "issue:43611", - "right": "issue:44534", - "accept": false, - "reason": "base_model_prefix loading break and non-persistent buffer junk are separate v5 regressions." - }, - { - "left": "issue:43425", - "right": "issue:44403", - "accept": false, - "reason": "Torch version incompatibility is unrelated to loading noise." - }, - { - "left": "issue:43632", - "right": "issue:44534", - "accept": false, - "reason": "Different v5 breakages: _is_hf_initialized flag handling vs non-persistent buffer serialization." - }, - { - "left": "issue:41553", - "right": "issue:43582", - "accept": false, - "reason": "Bad AutoTokenizer error message and AppleSilicon caching_allocator_warmup TypeError are unrelated." - }, - { - "left": "issue:40990", - "right": "issue:44811", - "accept": false, - "reason": "Perplexity/evaluation issue vs Whisper batch_decode skip_special_tokens bug." - }, - { - "left": "issue:43792", - "right": "issue:44589", - "accept": false, - "reason": "Whisper runtime failure vs missing Float8 storage object are unrelated." - }, - { - "left": "issue:44079", - "right": "issue:45663", - "accept": false, - "reason": "ModelOutput key assignment bug and Gemma-4 FSDP2 shared_kv_states KeyError are different code paths." - }, - { - "left": "issue:44683", - "right": "issue:45020", - "accept": false, - "reason": "Compiled flex_attention torch>=2.9 failure is distinct from remote_code loading regressions." - }, - { - "left": "issue:33666", - "right": "issue:40444", - "accept": false, - "reason": "Different Qwen-VL training issues: multi-GPU training vs iterable-dataset multi-image finetuning." - }, - { - "left": "issue:44403", - "right": "issue:44991", - "accept": false, - "reason": "Transformer loading noise is not the same as the est-roberta tokenizer loading failure." - }, - { - "left": "issue:43421", - "right": "issue:44568", - "accept": false, - "reason": "Runtime special-token post-processing sync and a specific add_special_tokens BOS/EOS regression are related in area but not clearly the same defect." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted near-duplicate pair, 45216/45357, is well supported by their titles and timelines as the same Qwen3.5 save_pretrained regression with a narrower follow-up. The remaining pairwise rejections are appropriately cautious and do not overstate duplicate evidence." - }, - "evaluator_used": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3302,27 +2317,25 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ - "issue:35707", + "issue:33666", "issue:40444", + "issue:41553", "issue:41720", "issue:42175", - "issue:42915", "issue:43296", "issue:43317", "issue:43377", "issue:43381", - "issue:43454", + "issue:43421", "issue:43482", "issue:43525", "issue:43531", + "issue:43582", "issue:43611", "issue:43632", - "issue:43644", "issue:43646", - "issue:43701", - "issue:43749", "issue:43792", "issue:43818", "issue:43856", @@ -3331,278 +2344,262 @@ "issue:44079", "issue:44265", "issue:44291", + "issue:44403", "issue:44462", - "issue:44466", - "issue:44479", "issue:44534", + "issue:44568", "issue:44589", + "issue:44683", "issue:44829", "issue:44898", + "issue:44991", + "issue:45020", "issue:45072", "issue:45081", "issue:45325", "issue:45357", - "issue:45381", "issue:45479", "issue:45491", "issue:45538", "issue:45542", - "issue:45800", + "issue:45663", "issue:45812", - "issue:45823", "issue:45834", "issue:45923" ], "soft_pairs": [ + "issue:33666|issue:40444", + "issue:41553|issue:43582", + "issue:43632|issue:44534", + "issue:44683|issue:45020", + "issue:44403|issue:44991", + "issue:43421|issue:44568", + "issue:44079|issue:45663", "issue:43381|issue:45923", - "issue:35707|issue:40444", - "issue:44462|issue:45812", + "issue:40444|issue:45325", "issue:44291|issue:44589", + "issue:44462|issue:45812", "issue:43482|issue:45538", - "issue:42175|issue:45542", "issue:44829|issue:45479", - "issue:43482|issue:43525", + "issue:42175|issue:45542", "issue:43317|issue:43856", - "issue:44079|issue:44534", + "issue:43482|issue:43525", "issue:43818|issue:45357", - "issue:43531|issue:44291", "issue:41720|issue:45081", "issue:43377|issue:45491", + "issue:43531|issue:44291", "issue:44265|issue:45072", - "issue:40444|issue:45381", - "issue:43644|issue:44079", - "issue:43749|issue:44079", "issue:42175|issue:43296", - "issue:43632|issue:45072", - "issue:45325|issue:45381", "issue:43611|issue:43646", + "issue:43632|issue:45072", "issue:43792|issue:43957", "issue:45325|issue:45834", "issue:43994|issue:44898", - "issue:43454|issue:44466", - "issue:42915|issue:43482", - "issue:43296|issue:45800", - "issue:44479|issue:45823", - "issue:43701|issue:45325" + "issue:44079|issue:44534" ], - "prepared_review_unit_hash": "f61456958e42e5421c3b6147c99a38cf4b2d6ab0b1d758593201d1e0c3c4244d", + "prepared_review_unit_hash": "e48c88955d03923d0f6ef9406feb64ec1c3b0163857dbbb0dabdad59512da4f8", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36891, - "estimated_input_tokens": 9223, - "estimated_eval_tokens": 18702 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35744, + "estimated_input_tokens": 8936, + "estimated_eval_tokens": 18128 }, "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, not one cohesive duplicate set. The only strong soft-duplicate here is the Qwen2.5-VL position-id regression pair.", - "confidence": 0.67, - "canonical_issue_reason": "issue:45325 is the clearest duplicate anchor: it states the concrete Qwen2.5-VL rope/position-id bug, and issue:45381 appears to be the same regression described from the video-input side.", + "summary": "These items are mostly unrelated, with a few loose thematic overlaps around Transformers v5 regressions, tokenizer/loading behavior, and model-specific multimodal bugs. None of the soft pairs look like the same underlying issue closely enough to merge.", + "confidence": 0.78, + "canonical_issue_reason": "Best canonical issue candidate is issue:45812 because it is a clear, high-signal regression report with broad impact and strong duplicate-attracting value, while still being concrete about the failing code path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best overall representative of the set because it captures a broad, high-signal Transformers v5 model-loading regression with clear generic scope.", + "best_issue_reason": "issue:45812 is the strongest stand-alone issue in this set: specific, impactful, and framed as a silent regression affecting all Granite models, which makes it a good representative bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43381", - "right": "issue:45923", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "Different gradient-checkpointing problems: eval-mode misuse vs missing supports_gradient_checkpointing on a trust_remote_code model." + "reason": "Both are Qwen-VL training failures, but they describe different model versions and different failure modes (multi-GPU training vs iterable dataset with multiple images)." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "Unrelated failures: generation with inputs_embeds/past_key_values vs Qwen2.5-VL multi-image IterableDataset finetuning." + "reason": "Unrelated problems: tokenizer loading error messaging for Voxtral vs a TypeError in an Apple Silicon allocator warmup function." }, { - "left": "issue:44462", - "right": "issue:45812", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "Both involve tokenization, but one is repo tokenizer loading and the other is wrong Granite token IDs; different bugs." + "reason": "Both mention Transformers v5 regressions, but one is about `_is_hf_initialized` and model init flow; the other is about non-persistent buffers being filled with junk." }, { - "left": "issue:44291", - "right": "issue:44589", + "left": "issue:44683", + "right": "issue:45020", "accept": false, - "reason": "Different load-path regressions: unexpected _is_hf_initialized arg vs Float8 storage lookup failure." + "reason": "Different bugs: compiled flex attention on torch>=2.9 vs recent Transformers versions breaking remote-code models." }, { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:44403", + "right": "issue:44991", "accept": false, - "reason": "Different tokenization/model issues: GGUF loading failure vs CLIPTokenizer max_length behavior." + "reason": "Generic loading noise vs a tokenizer-loading regression for a specific model; no shared underlying code-path is evident." }, { - "left": "issue:42175", - "right": "issue:45542", + "left": "issue:43421", + "right": "issue:44568", "accept": false, - "reason": "Both mention TensorFlow backend packaging, but the concrete failures differ enough that they do not look like the same bug." + "reason": "Both involve tokenizer special tokens, but one is runtime post-processor updates and the other is a specific tokenizer not adding BOS/EOS in v5." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "Different training-path bugs: flash_attention_3 degeneracy vs single-label classification with num_labels=1 zero loss." + "reason": "ModelOutput key assignment and Gemma-4 FSDP2 attention state rebuilding are unrelated failure modes." }, { - "left": "issue:43482", - "right": "issue:43525", + "left": "issue:43381", + "right": "issue:45923", "accept": false, - "reason": "Different failure modes: Qwen2.5-GGUF loading vs missing pad_token_id on Llama4Config." + "reason": "Gradient checkpointing in eval mode is a runtime-mode issue; missing `supports_gradient_checkpointing` on a trust_remote_code variant is a model-definition issue." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "Different problems: device_map/offload loading failure vs Qwen3 MoE training memory inefficiency." + "reason": "Same model family, but different bugs: finetuning with multiple images vs incorrect temporal position scaling in rope index computation." }, { - "left": "issue:44079", - "right": "issue:44534", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "Different internals: ModelOutput key assignment bug vs non-persistent buffer junk fill." + "reason": "Both are loading regressions in newer Transformers, but one is an unexpected `_is_hf_initialized` argument and the other is a missing float8 storage type." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "Different model families and symptoms: Video-LLaVA weight/tower issue vs Qwen3.5 visual-key save_pretrained regression." + "reason": "Both concern tokenizer handling, but one ignores `tokenizer.json` while the other produces wrong token IDs for Granite models; not the same bug." }, { - "left": "issue:43531", - "right": "issue:44291", + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "Sliding-window Qwen3-MoE bug is unrelated to init_empty_weights/_is_hf_initialized loading regression." + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer model_max_length handling are unrelated." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "Different code paths entirely: auto device-mapping CUDA assert vs tokenizer regex patch crash." + "reason": "Different training bugs: flash_attention_3 degeneracy vs zero loss for single-label classification with one label." }, { - "left": "issue:43377", - "right": "issue:45491", + "left": "issue:42175", + "right": "issue:45542", "accept": false, - "reason": "Both are batching/masking issues, but the models and concrete failure modes differ." + "reason": "Both touch TensorFlow-related packaging/backend setup, but one is missing tf in the torch extra and the other is an undefined tf backend error with tensorboard-only installs." }, { - "left": "issue:44265", - "right": "issue:45072", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "torch.export/torch_compilable_check export failure is unrelated to bfloat16 dtype mismatches." + "reason": "Device-map/offload loading failure and Qwen3 MoE memory inefficiency are not the same code-path problem." }, { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:43482", + "right": "issue:43525", "accept": false, - "reason": "Both are Qwen2.5-VL, but one is multi-image finetuning input handling and the other is video position-id regression." + "reason": "Loading Qwen2.5-GGUF in v5 and missing `pad_token_id` on Llama4Config are different compatibility issues." }, { - "left": "issue:43644", - "right": "issue:44079", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "Different regressions: non-persistent buffer initialization vs ModelOutput key bookkeeping." + "reason": "Video-LLaVA architecture/state issues and Qwen3.5 save_pretrained key regression are unrelated." }, { - "left": "issue:43749", - "right": "issue:44079", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "FSDP CPU RAM-efficient loading and ModelOutput key assignment are unrelated." + "reason": "CUDA assert on auto device mapping and a Mistral tokenizer regex patch crash are different subsystems and failure modes." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:43377", + "right": "issue:45491", "accept": false, - "reason": "Packaging/backend install issue vs vLLM model-load failure; not the same bug." + "reason": "Both involve batching/padding behavior, but MIMI encoder output mismatch and Gemma3 NaN embeddings stem from different model/attention bugs." }, { - "left": "issue:43632", + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and `_is_hf_initialized` init_empty_weights loading errors are unrelated." + }, + { + "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized breakage and bf16 dtype mismatches are separate Transformer v5 regressions." + "reason": "torch.export compatibility and bfloat16 dtype mismatches are separate issues." }, { - "left": "issue:45325", - "right": "issue:45381", - "accept": true, - "reason": "Same Qwen2.5-VL positional-id/rope-index regression in v5.3.0; one report is image/still-image side, the other is video-input side." + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging extras missing TensorFlow backend support vs vLLM failing to load PaddleOCR-VL on Transformers 4.53.0 are unrelated." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Related v5 model-init/loading regressions, but the titles point to different concrete failure modes." + "reason": "Both are broad Transformers v5 regressions, but one is about `base_model_prefix` loading and the other about custom model initialization; too different to merge." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "`_is_hf_initialized` flag regression and dtype mismatches in inference do not share the same concrete fix path." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Different loading/runtime issues: Whisper model failure vs meta-device loading breakage." + "reason": "Whisper model runtime failure and meta-device loading breakage are different problems." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL position-id regression is unrelated to Kosmos2.5 OCR index errors." + "reason": "Both are model-specific vision/ocr issues, but one is Qwen2.5-VL rope indexing and the other is Kosmos2.5 long OCR input index error." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different vision-model failures: SigLIP2 bad outputs vs Perceiver non-default-resolution interpolation failure." - }, - { - "left": "issue:43454", - "right": "issue:44466", - "accept": false, - "reason": "Both mention lm_head weights, but one is untied-weight generation and the other is device-dependent serialization." - }, - { - "left": "issue:42915", - "right": "issue:43482", - "accept": false, - "reason": "Different model/config paths: Qwen3MoE FP8 config vs Qwen2.5-GGUF loading." - }, - { - "left": "issue:43296", - "right": "issue:45800", - "accept": false, - "reason": "PaddleOCR-VL load failure and torch/transformers version incompatibility are not the same bug." + "reason": "SigLIP2 wrong outputs with AutoModel/pipeline and Perceiver non-default resolution failure are distinct model bugs." }, { - "left": "issue:44479", - "right": "issue:45823", - "accept": false, - "reason": "Different Qwen/Gemma regressions: video-input regression vs Gemma4 device-map mismatch." - }, - { - "left": "issue:43701", - "right": "issue:45325", + "left": "issue:44079", + "right": "issue:44534", "accept": false, - "reason": "Checkpoint-resume key mismatch is unrelated to Qwen2.5-VL rope-index position IDs." + "reason": "ModelOutput key assignment and non-persistent buffer initialization are unrelated transformer internals." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative overall. The only accepted soft-duplicate pair (issue:45325 / issue:45381) is supported by the titles, and the rejected pairs are described cautiously rather than overstated." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3617,311 +2614,296 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ - "issue:34634", "issue:35707", "issue:39692", "issue:40444", "issue:40990", "issue:41720", - "issue:42617", "issue:42915", "issue:42947", "issue:43257", "issue:43262", "issue:43296", "issue:43317", - "issue:43322", "issue:43377", "issue:43454", - "issue:43526", + "issue:43482", "issue:43550", "issue:43572", "issue:43606", - "issue:43720", + "issue:43644", + "issue:43701", "issue:43746", - "issue:43749", + "issue:43761", "issue:43819", "issue:43873", "issue:43881", - "issue:43883", + "issue:44079", "issue:44186", "issue:44265", "issue:44291", + "issue:44387", "issue:44466", + "issue:44479", "issue:44488", - "issue:44534", "issue:44568", "issue:44610", + "issue:44617", "issue:44877", "issue:44898", - "issue:44977", - "issue:44991", "issue:45072", - "issue:45357", + "issue:45325", + "issue:45381", "issue:45584", "issue:45701", "issue:45759", + "issue:45800", "issue:45823", "issue:45920", - "issue:45923", - "issue:46050" + "issue:45923" ], "soft_pairs": [ + "issue:43454|issue:44466", + "issue:40444|issue:45381", + "issue:42915|issue:43482", + "issue:45325|issue:45381", + "issue:43644|issue:44079", + "issue:43296|issue:45800", + "issue:43761|issue:44079", + "issue:44479|issue:45823", + "issue:35707|issue:40444", + "issue:43606|issue:44265", "issue:44291|issue:44877", + "issue:44387|issue:44617", "issue:43881|issue:44488", - "issue:43606|issue:44265", - "issue:43873|issue:45701", - "issue:43262|issue:43746", - "issue:40990|issue:45584", - "issue:34634|issue:35707", + "issue:43701|issue:45325", "issue:44568|issue:45920", - "issue:35707|issue:41720", - "issue:44186|issue:44265", "issue:43606|issue:43819", "issue:41720|issue:45823", + "issue:44186|issue:44265", "issue:43454|issue:43550", + "issue:43262|issue:43746", "issue:39692|issue:40444", - "issue:43454|issue:45072", + "issue:40990|issue:45584", "issue:43377|issue:44610", + "issue:43454|issue:45072", "issue:43572|issue:45759", "issue:43257|issue:45923", "issue:40990|issue:42947", "issue:43377|issue:44898", "issue:43317|issue:43873", - "issue:43526|issue:43883", - "issue:43322|issue:46050", - "issue:43881|issue:44991", - "issue:43454|issue:43720", - "issue:41720|issue:43322", - "issue:43296|issue:44991", - "issue:43749|issue:44534", - "issue:44466|issue:45357", - "issue:41720|issue:44977", - "issue:42617|issue:42915", - "issue:40990|issue:45701" + "issue:43873|issue:45701" ], - "prepared_review_unit_hash": "cc5859e416b97e2dde55f46e1e569a2d8bc80dc38b708a0914e7f42d38b83f98", + "prepared_review_unit_hash": "408c7af9d65317c72ff2d89342cb0132a20a8dadfa1624f7462b777a0606cf60", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37412, - "estimated_input_tokens": 9353, - "estimated_eval_tokens": 18962 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36293, + "estimated_input_tokens": 9074, + "estimated_eval_tokens": 18404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of unrelated bug reports, with only a loose subtheme around loading/offloading/quantization and device-mapping regressions. None of the soft pairs look like safe duplicates or mergeable PR equivalents.", - "confidence": 0.95, - "canonical_issue_reason": "If forced to pick an anchor, issue 43873 is the broadest representative of the offloading/quantization subtheme, but the set is not a true duplicate cluster.", + "summary": "The set is heterogeneous; most soft pairs are only loosely related by subsystem/theme, not the same underlying bug. I would not merge any of the proposed soft edges, and I\u2019d use one broad tokenizer-regression report as the closest umbrella issue.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 45920 is the best umbrella issue here: it is the broadest open, user-facing regression report and explicitly spans multiple models/tokenizers, making it the strongest representative if one item must be picked.", "canonical_pr_reason": null, - "best_issue_reason": "issue 43873 is the most central and broadly phrased report in the loading/offloading/quantization area, so it is the best representative issue for the cluster.", + "best_issue_reason": "Issue 45920 is the strongest global representative because it captures a broad v5 tokenizer regression affecting several models, whereas the rest of the items are mostly narrow, unrelated failure reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:43454", + "right": "issue:44466", "accept": false, - "reason": "Different regressions: `_is_hf_initialized`/`init_empty_weights` type error vs strict config loading for `granite_speech`." + "reason": "Both involve tied `lm_head` behavior, but one is a missing weight-tying bug and the other is device-dependent serialization inconsistency; not the same concrete code-path problem." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:40444", + "right": "issue:45381", "accept": false, - "reason": "One is a device mismatch on model load, the other is a current-version tokenizer/model loading failure; different code paths and models." + "reason": "Different failures: multi-image IterableDataset finetuning vs Qwen2.5-VL video position-id regression." }, { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:42915", + "right": "issue:43482", "accept": false, - "reason": "Bark CPU offload device mismatch is unrelated to `torch.export` failures from `torch_compilable_check`." + "reason": "Unrelated issues: FineGrainedFP8Config on Qwen3MoE vs GGUF loading failure on transformers v5." }, { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:45325", + "right": "issue:45381", "accept": false, - "reason": "Broad loading-related wording, but one is offloading/quantization and the other is tokenization behavior changing by version." + "reason": "Both are in Qwen2.5-VL position-id logic, but one is still-image temporal scaling and the other is video vision_position_ids; too different to treat as the same bug." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "Audio processor sampling-rate default bug vs GraniteSpeech adapter checkpoint loading; different failure modes." + "reason": "Non-persistent buffer initialization is unrelated to ModelOutput key assignment when a prior value was None." }, { - "left": "issue:40990", - "right": "issue:45584", + "left": "issue:43296", + "right": "issue:45800", "accept": false, - "reason": "High perplexity on one model is not the same as Whisper empty-transcription failure after token alignment." + "reason": "One is a specific PaddleOCR-VL/vLLM loading failure; the other is a broad torch 2.4.1 / transformers 5.8 incompatibility report." }, { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Voice preset support in BarkProcessor is unrelated to progressive generation with `inputs_embeds` and `past_key_values`." + "reason": "Different areas: CLIPVisionModel hidden_states regression vs ModelOutput key bookkeeping." }, { - "left": "issue:44568", - "right": "issue:45920", + "left": "issue:44479", + "right": "issue:45823", "accept": false, - "reason": "Tokenizer special-token regression is unrelated to wrong token IDs across multiple models." + "reason": "Both are model-loading/forward issues, but the concrete failures differ: video-input regression vs device mismatch under auto device mapping." }, { "left": "issue:35707", - "right": "issue:41720", + "right": "issue:40444", "accept": false, - "reason": "Generic generation bug with cached inputs vs Qwen3 auto device-map CUDA assert; not the same concrete bug." + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to Qwen2.5-VL multi-image finetuning." }, { - "left": "issue:44186", + "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "NER/batched padding crash in LayoutLMv2Tokenizer is unrelated to export failures caused by `torch_compilable_check`." + "reason": "CPU-offload device mismatch and `torch.export` failures with `torch_compilable_check` are different problems." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument during init-empty-weights loading is not the same as strict granite_speech config loading." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention memory, but one is an int4 quantization regression and the other is a Sam3Video OOM report; not the same bug." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures with no shared concrete code path." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope-index / position-id computation." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Tokenizer special-token insertion regression and wrong token IDs are related only at a high level, but not the same failure." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Both are model math/runtime issues, but Bark CPU offload mismatch and DAC forward/from_latents mismatch are distinct." + "reason": "CPU offload device mismatch is unrelated to DAC latent reconstruction mismatch." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Qwen3 auto device-mapping assert vs Gemma4 PLE device mismatch; similar theme, different model and root cause." + "reason": "Both are device-mapping problems, but they affect different models and failure modes, so they should stay separate." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to `torch.export` failures from `torch_compilable_check`." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "AyaVision weight-tying bug is unrelated to Bamba torch.compile/SDPA failure." + "reason": "Tied-weight generation corruption and Bamba torch.compile SDPA failure are different code paths." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting has nothing to do with PEFT adapter checkpoint loading." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 documentation errors are unrelated to Qwen2.5-VL finetuning with iterable multi-image datasets." + "reason": "Documentation example errors are unrelated to finetuning failures with multiple images per prompt." }, { - "left": "issue:43454", - "right": "issue:45072", + "left": "issue:40990", + "right": "issue:45584", "accept": false, - "reason": "Weight tying/garbage text generation is not the same as dtype mismatch in SwitchTransformers and TimmWrapperModel." + "reason": "Perplexity evaluation regression and Whisper empty-transcription generation are unrelated." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI batching/padding-mask issue vs OmDet-Turbo processor/model input-size mismatch; different components." + "reason": "Missing padding-mask support in MIMI encoder is unrelated to OmDet-Turbo\u2019s processor/model resolution mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision tied-weight generation bug is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing `pad_token_idx` in StableLmConfig is unrelated to failing to unwrap `text_config` for Qwen multimodal configs." + "reason": "Missing `pad_token_idx` in StableLmConfig and `from_config` failing to unwrap `text_config` are different config-loading regressions." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MOE loading with accelerate+deepspeed is unrelated to a missing gradient-checkpointing capability flag." + "reason": "Qwen3MoE weight conversion with accelerate+deepspeed is unrelated to a missing `supports_gradient_checkpointing` flag." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity/evaluation anomaly is not the same bug as ineffective gradient checkpointing with PEFT LoRA." + "reason": "High perplexity on gpt-oss and ineffective gradient checkpointing on PEFT LoRA do not share a concrete bug." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Different model families and problems: MIMI padding-mask mismatch vs Perceiver non-default-resolution interpolation failure." + "reason": "MIMI padding-mask behavior and Perceiver non-default-resolution failure are separate model-specific issues." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both mention offloading/loading, but one is dequantized model placement on gpu+cpu offload and the other is quantization/offloading behavior more generally." - }, - { - "left": "issue:43526", - "right": "issue:43883", - "accept": false, - "reason": "BEiT `reduce_labels` returning one label is unrelated to Molmo missing `all_tied_weights_keys`." - }, - { - "left": "issue:43322", - "right": "issue:46050", - "accept": false, - "reason": "Llava Next load segfault and sinq save/load breakage affect different stages and mechanisms." - }, - { - "left": "issue:43881", - "right": "issue:44991", - "accept": false, - "reason": "PaddleOCR-VL load failure is not the same as tokenizer loading regression for EMBEDDIA/est-roberta." - }, - { - "left": "issue:43454", - "right": "issue:43720", - "accept": false, - "reason": "AyaVision weight tying is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "Both involve offloading/quantization, but one is a dequantized model load failure and the other is a broader offloading-not-working report without the same concrete path." }, { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "Qwen3 device-map CUDA assert and Llava Next load segfault are different code paths and failure signatures." - }, - { - "left": "issue:43296", - "right": "issue:44991", - "accept": false, - "reason": "PaddleOCR-VL vLLM loading failure is unrelated to tokenizer loading regression." - }, - { - "left": "issue:43749", - "right": "issue:44534", - "accept": false, - "reason": "FSDP CPU RAM efficient loading and v5 junk-filled non-persistent buffers are both loading-related but not the same bug." - }, - { - "left": "issue:44466", - "right": "issue:45357", - "accept": false, - "reason": "Inconsistent lm_head serialization by device is different from incorrect visual encoder keys in `save_pretrained`." - }, - { - "left": "issue:41720", - "right": "issue:44977", - "accept": false, - "reason": "Qwen3 auto device-mapping assert is unrelated to Qwen3.5 flash-attention generation failure." - }, - { - "left": "issue:42617", - "right": "issue:42915", - "accept": false, - "reason": "`3d_parallel.py` runtime failure and Qwen3MoE FineGrainedFP8Config failure are unrelated." - }, - { - "left": "issue:40990", - "right": "issue:45701", - "accept": false, - "reason": "Perplexity regression and version-dependent tokenization changes are different symptoms and likely different subsystems." + "reason": "Generic offloading/quantization issues are unrelated to a tokenizer-version regression." } ] }, @@ -3938,52 +2920,52 @@ "component_count": 17, "review_unit_index": 12, "review_unit_count": 50, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ - "issue:36010", + "issue:34634", + "issue:35707", "issue:36331", + "issue:40990", "issue:41720", "issue:42617", "issue:42915", "issue:43295", - "issue:43316", + "issue:43296", "issue:43317", "issue:43322", "issue:43404", "issue:43450", + "issue:43454", "issue:43526", - "issue:43531", - "issue:43540", "issue:43550", - "issue:43572", "issue:43577", "issue:43606", "issue:43708", "issue:43720", - "issue:43782", + "issue:43749", "issue:43873", "issue:43881", + "issue:43883", "issue:44008", "issue:44186", "issue:44387", "issue:44423", + "issue:44466", "issue:44479", + "issue:44534", "issue:44610", - "issue:44671", - "issue:44743", "issue:44756", "issue:44877", "issue:44898", - "issue:44913", "issue:44918", + "issue:44977", "issue:44991", "issue:45072", - "issue:45081", "issue:45161", "issue:45357", "issue:45406", @@ -3991,245 +2973,67 @@ "issue:45684", "issue:45701", "issue:45704", - "issue:45812", - "issue:45823" + "issue:45823", + "issue:46050" ], "soft_pairs": [ + "issue:43526|issue:43883", + "issue:43454|issue:43720", + "issue:43881|issue:44991", + "issue:43296|issue:44991", + "issue:41720|issue:44977", + "issue:44466|issue:45357", + "issue:42617|issue:42915", + "issue:35707|issue:41720", "issue:44008|issue:45823", - "issue:44387|issue:45704", - "issue:36331|issue:42617", "issue:43577|issue:43708", - "issue:44186|issue:45072", + "issue:34634|issue:35707", "issue:44877|issue:44991", - "issue:36331|issue:42915", - "issue:43404|issue:45357", "issue:43450|issue:45701", + "issue:44186|issue:45072", "issue:43550|issue:43720", - "issue:43873|issue:44756", + "issue:43404|issue:45357", + "issue:36331|issue:42915", + "issue:36331|issue:42617", "issue:44423|issue:45406", - "issue:41720|issue:42617", - "issue:44479|issue:44918", + "issue:44387|issue:45704", + "issue:43873|issue:44756", "issue:43550|issue:43606", "issue:44610|issue:44898", - "issue:45632|issue:45684", + "issue:43749|issue:44534", "issue:44186|issue:44610", - "issue:42915|issue:43317", + "issue:45632|issue:45684", + "issue:43322|issue:46050", "issue:43295|issue:45701", - "issue:43526|issue:43881", - "issue:41720|issue:45161", - "issue:36010|issue:42617", - "issue:44671|issue:44743", - "issue:45081|issue:45812", - "issue:43531|issue:43572", - "issue:43316|issue:44913", - "issue:43540|issue:43782", - "issue:42915|issue:43322" + "issue:42915|issue:43317", + "issue:44479|issue:44918", + "issue:41720|issue:43322", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:41720|issue:45161" ], - "prepared_review_unit_hash": "f3e7ffb107f64cf1cabc9454ecdb91148fdd8cb0fa86a0b92b58ca99f2a62563", + "prepared_review_unit_hash": "fcdf464a44b5b6f6a9fe9dba1f521db6d7639ee5001fba0721d475d7a57a63d3", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36546, - "estimated_input_tokens": 9137, - "estimated_eval_tokens": 18530 + "soft_pair_count": 34, + "serialized_chars": 37960, + "estimated_input_tokens": 9490, + "estimated_eval_tokens": 19236 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": { - "summary": "All soft edges look like false positives: the paired issues touch different models, different APIs, or different failure modes, so none should be merged as duplicates. The best standalone issue candidate is the broad offloading/quantization report (43873), but it is not a duplicate of the others.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43873 is the strongest canonical issue candidate because it is open, broadly framed, and centrally discussed around a recurring offloading/quantization failure mode.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best issue to keep as a tracking reference: it is broad enough to represent a real subsystem pain point and has substantial discussion/inbound attention.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:44008", - "right": "issue:45823", - "accept": false, - "reason": "Different models and different bugs: Gemma3n forward variable collision vs Gemma4 device-map forward mismatch." - }, - { - "left": "issue:44387", - "right": "issue:45704", - "accept": false, - "reason": "Both mention memory, but one is int4 reserved-memory/OOM and the other is a T5 apex RMSNorm leak; distinct causes and fixes." - }, - { - "left": "issue:36331", - "right": "issue:42617", - "accept": false, - "reason": "Trainer compute_loss kwarg breakage is unrelated to a failure to run 3d_parallel.py." - }, - { - "left": "issue:43577", - "right": "issue:43708", - "accept": false, - "reason": "BLIP2 dtype loading bug and Trainer checkpoint max_steps bug are separate code paths." - }, - { - "left": "issue:44186", - "right": "issue:45072", - "accept": false, - "reason": "Tokenizer padding/truncation crash is unrelated to model dtype mismatches in inference." - }, - { - "left": "issue:44877", - "right": "issue:44991", - "accept": false, - "reason": "Config strictness blocking granite_speech loading is not the same bug as tokenizer loading failure for est-roberta." - }, - { - "left": "issue:36331", - "right": "issue:42915", - "accept": false, - "reason": "CustomTrainer API mismatch is unrelated to Qwen3MoE FP8 configuration failure." - }, - { - "left": "issue:43404", - "right": "issue:45357", - "accept": false, - "reason": "Mistral3 weight tying bug and Qwen3.5 save_pretrained visual key regression affect different models and save/load paths." - }, - { - "left": "issue:43450", - "right": "issue:45701", - "accept": false, - "reason": "Batched video processor shape bug is unrelated to the tokenization regression." - }, - { - "left": "issue:43550", - "right": "issue:43720", - "accept": false, - "reason": "torch.compile+SDPA failure is a different problem from unpacking packed weights during accelerate loading." - }, - { - "left": "issue:43873", - "right": "issue:44756", - "accept": false, - "reason": "Both involve offloading/memory, but one is quantization/offload behavior and the other is a Strix Halo mmap OOM workaround." - }, - { - "left": "issue:44423", - "right": "issue:45406", - "accept": false, - "reason": "Serve crashes stem from different processor assumptions: string .to() misuse vs missing _tokenizer attribute." - }, - { - "left": "issue:41720", - "right": "issue:42617", - "accept": false, - "reason": "Qwen3 auto device mapping cuda assert is unrelated to the 3d_parallel.py runtime failure." - }, - { - "left": "issue:44479", - "right": "issue:44918", - "accept": false, - "reason": "Video-input regression in Qwen VL models is not the same as Qwen3.5 embedding unpacking during TRL SFT training." - }, - { - "left": "issue:43550", - "right": "issue:43606", - "accept": false, - "reason": "Different failures: SDPA/torch.compile issue vs CPU offload device mismatch for bark-small." - }, - { - "left": "issue:44610", - "right": "issue:44898", - "accept": false, - "reason": "Processor emitting wrong image size is not the same as a model refusing non-default resolution even with interpolation." - }, - { - "left": "issue:45632", - "right": "issue:45684", - "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to read-only permission propagation in save_pretrained." - }, - { - "left": "issue:44186", - "right": "issue:44610", - "accept": false, - "reason": "Tokenizer crash and image processor resolution bug are separate subsystems and symptoms." - }, - { - "left": "issue:42915", - "right": "issue:43317", - "accept": false, - "reason": "Qwen3MoE FP8 config failure and dequantized model offload load failure are different quantization/offload bugs." - }, - { - "left": "issue:43295", - "right": "issue:45701", - "accept": false, - "reason": "Processor.tokenizer regression is not the same as a generic tokenization-change report." - }, - { - "left": "issue:43526", - "right": "issue:43881", - "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." - }, - { - "left": "issue:41720", - "right": "issue:45161", - "accept": false, - "reason": "Auto device-map CUDA assert is not the same as GPT-OSS MoE tensor-parallel support failure." - }, - { - "left": "issue:36010", - "right": "issue:42617", - "accept": false, - "reason": "GenerationMixin import error has no overlap with 3d_parallel.py execution failure." - }, - { - "left": "issue:44671", - "right": "issue:44743", - "accept": false, - "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 cache-state reset bug are different model behaviors." - }, - { - "left": "issue:45081", - "right": "issue:45812", - "accept": false, - "reason": "Mistral regex patch crash and Granite token-ID regression are both tokenizer-related but clearly different bugs and model families." - }, - { - "left": "issue:43531", - "right": "issue:43572", - "accept": false, - "reason": "Qwen3-MoE sliding_window issue and StableLmConfig pad_token_idx regression are unrelated." - }, - { - "left": "issue:43316", - "right": "issue:44913", - "accept": false, - "reason": "Gemma3TextConfig API discrepancy is not the same as GPTNeoX rotary_pct reload behavior." - }, - { - "left": "issue:43540", - "right": "issue:43782", - "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError and Qwen3VL weight_only load error are distinct multimodal load paths." - }, - { - "left": "issue:42915", - "right": "issue:43322", - "accept": false, - "reason": "Qwen3MoE FP8 config failure is unrelated to Llava Next segmentation fault on load." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -4243,309 +3047,424 @@ "component_count": 17, "review_unit_index": 13, "review_unit_count": 50, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ "issue:29159", "issue:30064", - "issue:33357", "issue:34567", "issue:34634", "issue:35707", + "issue:36010", "issue:36032", - "issue:36331", "issue:41720", "issue:42490", + "issue:42617", + "issue:42915", + "issue:43316", + "issue:43322", "issue:43329", "issue:43388", "issue:43421", + "issue:43526", "issue:43531", + "issue:43540", "issue:43550", + "issue:43572", "issue:43606", "issue:43653", "issue:43720", "issue:43746", "issue:43782", "issue:43873", + "issue:43881", "issue:43927", - "issue:44077", "issue:44186", "issue:44361", - "issue:44451", "issue:44492", "issue:44509", "issue:44514", "issue:44545", - "issue:44589", - "issue:44625", + "issue:44671", + "issue:44743", "issue:44898", - "issue:44987", - "issue:44991", - "issue:45042", + "issue:44913", "issue:45059", "issue:45072", - "issue:45381", + "issue:45081", "issue:45406", "issue:45464", - "issue:45479", - "issue:45588", "issue:45701", "issue:45704", "issue:45759", - "issue:45812", - "issue:45859" + "issue:45812" ], "soft_pairs": [ + "issue:36010|issue:42617", + "issue:43526|issue:43881", + "issue:45081|issue:45812", + "issue:43531|issue:43572", + "issue:43316|issue:44913", + "issue:43540|issue:43782", + "issue:44671|issue:44743", "issue:44186|issue:44361", "issue:43421|issue:45812", - "issue:36331|issue:41720", "issue:29159|issue:36032", - "issue:43388|issue:45059", "issue:45406|issue:45464", "issue:30064|issue:34634", - "issue:33357|issue:35707", - "issue:43606|issue:43720", "issue:43550|issue:43653", - "issue:41720|issue:43746", - "issue:43873|issue:45704", + "issue:43606|issue:43720", "issue:43421|issue:45701", - "issue:43531|issue:45759", + "issue:42915|issue:43322", "issue:43606|issue:43653", - "issue:34634|issue:41720", - "issue:42490|issue:43329", - "issue:34567|issue:35707", + "issue:43531|issue:45759", "issue:44492|issue:44509", + "issue:34567|issue:35707", + "issue:43388|issue:45059", "issue:44514|issue:44545", - 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"node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36953, - "estimated_input_tokens": 9239, - "estimated_eval_tokens": 18734 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36090, + "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 mostly a loose tokenizer/model-loading/multimodal-bug bucket rather than a duplicate cluster. None of the soft pairs look like the same underlying defect, so all candidate edges should stay split. If one issue must represent the group, the Granite AutoTokenizer regression (45812) is the strongest concrete tokenizer bug, but it is not a duplicate of the others.", - "confidence": 0.72, - "canonical_issue_reason": "Issue 45812 is the clearest, most concrete tokenizer regression in the set: it describes a silent v4\u2192v5 token-ID break for a broad model family and is more actionable than the vaguer tokenizer reports.", + "summary": "This cluster is mostly heterogeneous: the items span unrelated models, tokenizer bugs, training/runtime regressions, and documentation issues. I only see one plausible duplicate pair around HF_HUB_OFFLINE tokenizer loading failures (42886/44843); the rest do not look like the same underlying bug.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 42886 is the best local canonical: it states the broad offline-cache tokenizer failure, while 44843 appears to be a more specific root cause involving _patch_mistral_regex and model_info().", "canonical_pr_reason": null, - "best_issue_reason": "45812 is the best single issue to anchor this cluster because it is specific, reproducible, and has a clear regression boundary; several others are adjacent tokenizer problems, but not the same bug.", + "best_issue_reason": "42886 is the most representative issue because it captures the broader user-facing regression and cleanly subsumes the more specific 44843 symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44186", - "right": "issue:44361", + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "Both are tokenizer failures, but they affect different tokenizer classes and different failure modes (LayoutLMv2 batching/NER vs MLuke task AttributeError)." + "reason": "Both are Qwen-related, but one is a multimodal config/unwrapping bug and the other is a CPU-offload rotary embedding issue; different code paths." }, { - "left": "issue:43421", - "right": "issue:45812", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Runtime special-token/post-processor refresh is a different bug from Granite models getting wrong token IDs after the v4\u2192v5 tokenizer change." + "reason": "Both are tokenizer-loading failures, but they affect different model repos and likely different tokenizer regressions." }, { - "left": "issue:36331", - "right": "issue:41720", + "left": "issue:33666", + "right": "issue:35707", "accept": false, - "reason": "Trainer API signature mismatch and Qwen3 device-mapping cudaErrorAssert are unrelated code paths and symptoms." + "reason": "Multi-GPU Qwen2-VL training is unrelated to progressive generation with inputs_embeds and past_key_values." }, { - "left": "issue:29159", - "right": "issue:36032", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "Generic slow-vs-fast tokenizer inconsistency is not the same as the T5Tokenizer load-time add_special_tokens name conflict." + "reason": "Qwen3-MoE sliding_window behavior and a Float8 storage import/storage error are unrelated failures." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "Different subsystems: metric gathering for tuple labels vs SAM3 text/bbox prompt behavior." + "reason": "A flash_attention crash on sink-less models is not the same as a Qwen multimodal config unwrapping bug." }, { - "left": "issue:45406", - "right": "issue:45464", + "left": "issue:44987", + "right": "issue:45042", "accept": false, - "reason": "Processor missing _tokenizer in transformers serve is distinct from Qwen3.5 streaming chat/completions failure." + "reason": "One is a model/tokenizer loading regression, the other is an image-processor torchvision dependency issue." }, { - "left": "issue:30064", - "right": "issue:34634", + "left": "issue:44062", + "right": "issue:44451", "accept": false, - "reason": "Void segmentation-map processing and Bark voice_preset handling are separate processor bugs." + "reason": "AddedToken special-argument duplication is a different tokenizer bug than failing to load a specific tokenizer repo." }, { - "left": "issue:33357", - "right": "issue:35707", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "MacOS CLIP bus error and inputs_embeds/past_key_values generation issues do not share the same underlying defect." + "reason": "A tie_word_embeddings warning during LoRA fine-tuning is unrelated to incorrect visual-encoder keys on save_pretrained." }, { - "left": "issue:43606", - "right": "issue:43720", + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "Both mention loading/offload, but one is bark-small CPU offload device mismatch and the other is BitNet packed-weight unpacking during accelerate loading." + "reason": "Both mention processor/model mismatch, but they concern different models and different failures." }, { - "left": "issue:43550", + "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "SDPA/torch.compile failure in Bamba-9B-v2 is unrelated to BigBirdTokenizer mask-token registration and empty decode output." + "reason": "Both touch special-token handling, but one is runtime post-processor updates and the other is BigBird mask-token registration/empty decode output." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:45704", + "right": "issue:45923", "accept": false, - "reason": "Qwen3 auto device-map assertion and GraniteSpeech PEFT local-checkpoint loading are different model-loading problems." + "reason": "A T5 RMSNorm memory leak and a missing supports_gradient_checkpointing flag are unrelated." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:45663", + "right": "issue:45923", "accept": false, - "reason": "Quantization/offloading behavior and T5 apex.FusedRMSNorm memory leak are different bugs with no shared code path." + "reason": "Gemma-4 FSDP2 shared_kv_states KeyError is unrelated to the Nemotron trust_remote_code flag issue." }, { - "left": "issue:43421", - "right": "issue:45701", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "A tokenizer backend not refreshing post-processors at runtime is not the same as a broad report that versions change tokenization." + "reason": "These are both trainer-related, but one is unpacking Qwen3.5 inputs_embeds in SFT and the other is train/evaluate lifecycle behavior." }, { - "left": "issue:43531", - "right": "issue:45759", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE and from_config not unwrapping text_config for Qwen multimodal configs are separate model/config issues." + "reason": "Gradient checkpointing in eval mode and abnormal gradient growth under ZeRO-3 are different bugs." }, { - "left": "issue:43606", - "right": "issue:43653", - "accept": false, - "reason": "These are different CI failures in different models: device mismatch during CPU offload vs mask-token registration in a tokenizer." + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both describe the same offline tokenizer-loading regression; 44843 gives a likely root cause in _patch_mistral_regex/model_info()." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated bugs in different components." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping cudaErrorAssert are unrelated." }, { - "left": "issue:42490", - "right": "issue:43329", + "left": "issue:45704", + "right": "issue:45859", "accept": false, - "reason": "A trailing-slash local path import warning and undefined video-branch helpers in multimodal token counting are not the same issue." + "reason": "A fused RMSNorm memory leak is not the same as Qwen3.5 MoE CPU-offload incompatibility." }, { - "left": "issue:34567", - "right": "issue:35707", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "TrainerState token-count tracking and progressive generation with embeds/past KV are unrelated." + "reason": "Special-token post-processor refresh and LayoutLMv2 NER/padding crashes are distinct tokenizer failures." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "A typo in cache-strategy docs is not the same as stale pipeline-task documentation for removed v5 tasks." + "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." }, { - "left": "issue:44514", - "right": "issue:44545", + "left": "issue:43381", + "right": "issue:45704", "accept": false, - "reason": "These are effectively the same title, but the pair was not presented with evidence of one underlying report; treat as separate records unless explicit duplication is confirmed." + "reason": "Eval-mode gradient checkpointing and an apex RMSNorm memory leak are not the same issue." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Propagating num_labels in Qwen3.5 configs is different from the single-label-classification zero-loss bug across sequence-classification models." + "reason": "Both are Qwen VL issues, but one is from_pretrained weight_only loading and the other is video vision_position_ids." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "Perceiver non-default resolution interpolation and bfloat16 dtype mismatches in unrelated models are not the same defect." + "reason": "Both mention fix_mistral_regex/_patch_mistral_regex, but one is a crash and the other is a codec-handling regression; not the same concrete bug." }, { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "Runtime special-token/post-processor updates differ from DiaConfig losing custom token IDs on save/load." + "reason": "SigLIP2 doc/example issues are unrelated to quantization/offloading behavior." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "Loading a specific model failing and tokenizer loading for EMBEDDIA/est-roberta are different model-specific loading bugs." + "reason": "Qwen3.5 num_labels propagation and a generic single_label_classification zero-loss bug are different configuration problems." }, { - "left": "issue:45759", - "right": "issue:45859", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Qwen multimodal config unwrapping and Qwen3.5-MoE rotary embedding CPU-offload compatibility are separate problems." + "reason": "A SigLIP2 inference quality issue and a CamemBERT masked-LM regression are unrelated." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "A patchtsmixer post_init policy issue is unrelated to Qwen3.5 num_labels propagation." + "reason": "A DeepSpeed ZeRO-3 BertModel initialization error is unrelated to _torch_extract_fbank_features()." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "Sliding-window handling and missing Float8 storage registration are unrelated." + "reason": "A tokenizer regression in Kimi-K2.5 is unrelated to list_repo_files failing to forward revision in CI." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "weight_only loading for Qwen3VL and video vision_position_ids in Qwen2.5-VL are different multimodal bugs." + "reason": "Void segmentation-map processing and a GenerationMixin import error are unrelated." }, { - "left": "issue:44987", - "right": "issue:45042", + "left": "issue:43720", + "right": "issue:43819", "accept": false, - "reason": "Loading a specific model and PIL backend image processors requiring torchvision are different regressions." - }, - { - "left": "issue:45588", - "right": "issue:45759", - "accept": false, - "reason": "Flash-attention sink-less s_aux handling and Qwen multimodal config unwrapping do not share the same code path." + "reason": "BitNet packed-weight loading and DAC.from_latents missing STE are different model-specific bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The 42886/44843 pairing is strongly supported by the titles, and the other soft-edge rejections avoid overclaiming duplicate status from weak similarity alone." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4553,311 +3472,410 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 14, + "review_unit_index": 15, "review_unit_count": 50, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ "issue:30064", - "issue:36010", + "issue:36331", "issue:39692", - "issue:40444", - "issue:41720", - "issue:42886", + "issue:42915", "issue:43295", - "issue:43381", + "issue:43335", + "issue:43388", "issue:43421", "issue:43531", "issue:43540", "issue:43550", - "issue:43596", "issue:43618", - "issue:43645", + "issue:43643", "issue:43653", "issue:43697", + "issue:43716", "issue:43720", "issue:43746", + "issue:43756", + "issue:43782", "issue:43819", - "issue:43844", "issue:43873", - "issue:43994", + "issue:43950", "issue:44008", "issue:44062", + "issue:44077", "issue:44186", "issue:44220", - "issue:44368", - "issue:44451", - "issue:44610", + "issue:44448", + "issue:44488", + "issue:44625", "issue:44661", "issue:44671", + "issue:44811", "issue:44843", - "issue:44918", - "issue:44936", + "issue:44877", + "issue:44898", + "issue:44977", "issue:45072", "issue:45081", "issue:45183", - "issue:45356", - "issue:45357", + "issue:45381", "issue:45479", - "issue:45663", - "issue:45704", "issue:45834", - "issue:45859", - "issue:45907", - "issue:45923", + "issue:45987", + "issue:46032", "issue:46050" ], "soft_pairs": [ - "issue:44062|issue:44451", - "issue:44368|issue:45357", - "issue:39692|issue:44610", "issue:43746|issue:46050", - "issue:44918|issue:44936", - "issue:45704|issue:45923", - "issue:43421|issue:43653", - "issue:45663|issue:45923", - "issue:42886|issue:44843", - "issue:43381|issue:43844", - "issue:45704|issue:45859", - "issue:43531|issue:43645", - "issue:41720|issue:45704", - "issue:43421|issue:44186", - "issue:43994|issue:44671", - "issue:43746|issue:43873", - "issue:45081|issue:45356", - "issue:39692|issue:43873", - "issue:43596|issue:44220", - "issue:40444|issue:43746", - "issue:45356|issue:45907", - "issue:30064|issue:36010", - "issue:43720|issue:43819", - "issue:44220|issue:44661", + "issue:44077|issue:44625", "issue:43653|issue:43720", + "issue:44220|issue:44661", "issue:43540|issue:44008", "issue:43618|issue:43697", "issue:43550|issue:45072", - "issue:45183|issue:45479", + "issue:42915|issue:43746", + "issue:43746|issue:43873", "issue:43295|issue:45834", - "issue:43550|issue:43819" + "issue:43550|issue:43819", + "issue:45183|issue:45479", + "issue:43388|issue:46032", + "issue:43716|issue:44008", + "issue:43335|issue:43756", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:44062|issue:44488", + "issue:43950|issue:45987", + "issue:44843|issue:45081", + "issue:43643|issue:44877", + "issue:43540|issue:45381", + "issue:30064|issue:36331", + "issue:44448|issue:44671", + "issue:43421|issue:44811", + "issue:43782|issue:44977", + "issue:39692|issue:45834" + ], + "prepared_review_unit_hash": "9c0b46ef1288fd1c986ade471ae712a55a7ffbf66c756eba41793adfe8ccf69f", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35909, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 16, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:42175", + "issue:43262", + "issue:43322", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43650", + "issue:43697", + "issue:43720", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44186", + "issue:44442", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45584", + "issue:45685", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:43577|issue:43818", + "issue:45584|issue:45834", + "issue:44821|issue:45084", + "issue:43322|issue:45685", + "issue:43606|issue:45072", + "issue:44479|issue:45834", + "issue:44186|issue:44442", + "issue:34634|issue:36010", + "issue:43825|issue:43994", + "issue:44561|issue:45020", + "issue:45987|issue:46192", + "issue:43577|issue:43582", + "issue:44485|issue:44509", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:44805|issue:44936", + "issue:43720|issue:45072", + "issue:43452|issue:44991", + "issue:43825|issue:43827", + "issue:43404|issue:43782", + "issue:43582|issue:44857", + "issue:42175|issue:45081", + "issue:43906|issue:46209", + "issue:45081|issue:45406", + "issue:44671|issue:45701", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:43650|issue:43906" ], - "prepared_review_unit_hash": "74e715da9d84727c01f78c894715af87e7b1123bacae28f47d30a568566bc176", + "prepared_review_unit_hash": "b443ba68a3f60683470948054713eeb9d08938f45d35cc28460872c4f943ecfc", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37462, - "estimated_input_tokens": 9366, - "estimated_eval_tokens": 18988 + "soft_pair_count": 28, + "serialized_chars": 36115, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a grab bag of unrelated issues across tokenizers, vision-language models, training/inference, and offline loading. None of the soft-edge pairs look like the same underlying bug or change, so I reject all links.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the set is not a duplicate cluster, but a collection of unrelated issues spanning different models and code paths.", + "summary": "This set is a loose mix of transformer regression reports across tokenizers, multimodal models, loading paths, and docs. The soft pairs share broad topical similarity but do not look like the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45020 is the broadest regression-style report here and works best as a triage umbrella for recent-version breakage reports, even though it is not a true duplicate target for most of the other items.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the strongest standalone report: it has a clear failure mode, a specific code path (_patch_mistral_regex), and an actionable offline-mode regression.", + "best_issue_reason": "Issue 45020 is the most useful general anchor because it frames a concrete version-regression class rather than a narrow model-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Both involve tokenizers, but one is an AddedToken constructor error and the other is a model loading failure for ScandiBERT; different bugs." + "reason": "Both are multimodal-model problems, but one is a dtype-loading issue for BLIP2 and the other is a Video-LLaVA architecture/weight-sharing defect; different code paths." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:45584", + "right": "issue:45834", "accept": false, - "reason": "Different Qwen3.5-related problems: one is a training warning about tie_word_embeddings, the other is a save_pretrained visual-encoder key regression." + "reason": "Whisper empty-transcription behavior after special-token alignment is unrelated to Kosmos2.5 long-OCR index errors." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Both mention processor/model mismatches, but they affect different models and different failure modes." + "reason": "AutoImageProcessor URL loading and Jinja/template compilation errors are unrelated subsystems." }, { - "left": "issue:43746", - "right": "issue:46050", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Different persistence/loading bugs: PEFT local checkpoint loading vs quantized model save_pretrained/from_pretrained behavior." + "reason": "Llava Next load-time segfault and an MPS int histogram op error are not the same bug." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "Both mention trainers, but one is about unpacking Qwen3.5 input embeddings and the other about evaluate() after train()." + "reason": "CPU-offload device mismatch in Bark-small is different from bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:45704", - "right": "issue:45923", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "Completely different issues: a T5 RMSNorm memory leak versus a missing gradient-checkpointing flag in a trust_remote_code model." + "reason": "Qwen VL video-input regression and Kosmos2.5 long-OCR index error affect different model paths and inputs." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Both touch tokenizer special tokens, but one is runtime post-processor syncing and the other is BigBirdTokenizer mask-token registration." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." }, { - "left": "issue:45663", - "right": "issue:45923", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "Different model/training bugs: Gemma-4 FSDP2 shared_kv_states handling vs gradient-checkpointing support flag." + "reason": "A BarkProcessor voice_preset bug and a GenerationMixin import breakage are unrelated failures." }, { - "left": "issue:42886", - "right": "issue:44843", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "Both involve HF_HUB_OFFLINE, but 42886 is cache loading and 44843 is an unconditional model_info() call in mistral regex patching." + "reason": "One is an incorrect pipeline error message about removed tasks; the other is a bad-output report for SigLIP2. Different issues." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Unrelated training behavior issues: gradient checkpointing in eval mode vs gradient growth under ZeRO-3." + "reason": "Both mention recent-version breakage, but one is about removing is_torch_fx_available and the other is broad remote_code failures; not the same concrete change." }, { - "left": "issue:45704", - "right": "issue:45859", + "left": "issue:45987", + "right": "issue:46192", "accept": false, - "reason": "Different models and code paths: T5 norm memory leak vs Qwen3.5-MoE rotary embedding CPU offload incompatibility." + "reason": "StaticCache sequence-length contract bug and return_tensors being ignored when text_kwargs is passed are different API issues." }, { - "left": "issue:43531", - "right": "issue:43645", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "No shared bug: Qwen3-MoE sliding_window behavior versus Jupyter custom model initialization regression." + "reason": "A float16/bfloat16 model-loading bug and an Apple Silicon warmup TypeError are distinct." }, { - "left": "issue:41720", - "right": "issue:45704", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "Different subsystems and failure modes: Qwen3 auto device mapping CUDA assert versus T5 norm memory leak." + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:28218", + "right": "issue:29159", "accept": false, - "reason": "Both are tokenizer-related, but one is special-token post-processor updates and the other is LayoutLMv2 NER/padding crashes." + "reason": "Both involve tokenizer behavior, but one is specifically extra spacing after added tokens while the other is a broader slow-vs-fast inconsistency." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:44610", + "right": "issue:45072", "accept": false, - "reason": "Different model regressions: SigLIP2 pipeline/AutoModel output issues versus CamemBERT masked-LM prediction changes." + "reason": "OmDet input-size mismatch and bfloat16 dtype mismatches are different failures." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "Both mention loading/offloading, but one is PEFT checkpoint loading and the other is quantization/offloading behavior." + "reason": "Mask-shape IndexError during tensor indexing is not the same as trainer.evaluate() failing after training." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "Both mention fix_mistral_regex, but one is a crash in _patch_mistral_regex and the other is a Kimi-K2.5 codec/warning regression." + "reason": "Packed-weight loading in BitNet and dtype mismatch inference problems are different code paths." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "Quantization is only a broad theme here; SigLIP2 docs errors and offloading-with-quantization are different issues." + "reason": "gguf_file loading failures and tokenizer loading failures for a specific model are separate bugs." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "Different code paths entirely: DeepSpeed zero3/BertModel versus audio feature extraction." + "reason": "Runtime error messaging and stale docs references around removed pipeline tasks are related, but they are not the same artifact or fix." }, { - "left": "issue:40444", - "right": "issue:43746", + "left": "issue:43404", + "right": "issue:43782", "accept": false, - "reason": "Different domains and bugs: Qwen2.5-VL multi-image IterableDataset training versus GraniteSpeech checkpoint loading." + "reason": "Mistral3 weight tying and Qwen3VL weight_only loading are model-specific loading bugs, not duplicates." }, { - "left": "issue:45356", - "right": "issue:45907", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "No relation: tokenizer codec/fix_mistral_regex regression versus list_repo_files missing revision forwarding." + "reason": "AppleSilicon warmup TypeError and CUDA AMP crash in LwDetrImageLoss are unrelated." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "Completely unrelated: image processor segmentation-map handling versus an ImportError for GenerationMixin." + "reason": "Package-install backend availability and Mistral regex patch crashes are unrelated." }, { - "left": "issue:43720", - "right": "issue:43819", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "Different quantization-related model bugs with distinct mechanisms: packed-weight loading versus missing STE in DAC.from_latents." + "reason": "An isolated reproduction of an older issue and an FP8 B200 inference failure are not the same bug." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "Audio feature extraction and tokenizer-mapping model registration are unrelated." + "reason": "Mistral tokenizer regex patch failures and Gemma4Processor missing _tokenizer are different loading issues." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "Tokenizer special-token decoding bug versus BitNet packed-weight loading bug; no shared underlying defect." + "reason": "CamemBERT masked-LM prediction regressions and generic tokenization changes are too broad to treat as the same bug." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "Both are multimodal, but one is Qwen3OmniMoe video input handling and the other is Gemma 3n variable-name collision with audio masks." + "reason": "Audio chat-template sampling-rate defaults and DAC forward/from_latents mismatch are different audio bugs." }, { - "left": "issue:43618", + "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Both are output regressions in v5, but they affect different models and different tensors/paths." - }, - { - "left": "issue:43550", - "right": "issue:45072", - "accept": false, - "reason": "Different inference/compiler issues in different models: SDPA/torch.compile failure versus bfloat16 dtype mismatches." - }, - { - "left": "issue:45183", - "right": "issue:45479", - "accept": false, - "reason": "One is validation/error-message logic for input_ids vs inputs_embeds; the other is a zero-loss classification bug." - }, - { - "left": "issue:43295", - "right": "issue:45834", - "accept": false, - "reason": "Both involve processor/tokenizer-style workflows, but the first is a regression around processor.tokenizer/images and the second is a long-OCR index error." + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output differences are unrelated vision bugs." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Completely different bugs: Bamba torch.compile/SDPA versus DAC latent reconstruction with missing STE." + "reason": "The placeholder issue 'ADD THE DATA' is not a duplicate of the isolated reproduction report." } ] }, @@ -4872,276 +3890,296 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 15, + "review_unit_index": 17, "review_unit_count": 50, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ - "issue:30064", "issue:34634", "issue:36010", "issue:36331", + "issue:38175", "issue:39692", - "issue:41720", - "issue:43322", - "issue:43335", - "issue:43388", - "issue:43421", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43526", "issue:43531", - "issue:43540", + "issue:43550", "issue:43577", "issue:43606", + "issue:43638", "issue:43643", "issue:43644", + "issue:43645", "issue:43653", - "issue:43716", + "issue:43720", + "issue:43742", + "issue:43746", "issue:43749", - "issue:43756", - "issue:43782", - "issue:43818", "issue:43819", - "issue:43950", - "issue:44008", - "issue:44062", - "issue:44186", - "issue:44442", - "issue:44448", - "issue:44479", - "issue:44488", - "issue:44671", + "issue:43854", + "issue:43927", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", "issue:44811", - "issue:44821", - "issue:44843", - "issue:44877", - "issue:44898", + "issue:44912", + "issue:44936", "issue:44977", - "issue:44991", - "issue:45072", - "issue:45081", + "issue:45020", + "issue:45042", "issue:45084", - "issue:45381", - "issue:45584", - "issue:45685", - "issue:45834", - "issue:45987", - "issue:46032" + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45803", + "issue:45859" ], "soft_pairs": [ - "issue:43388|issue:46032", - "issue:44062|issue:44488", - "issue:43716|issue:44008", - "issue:43335|issue:43756", - "issue:44186|issue:44898", - "issue:43322|issue:45685", - "issue:43653|issue:43819", - "issue:43531|issue:43643", - "issue:43950|issue:45987", - "issue:43643|issue:44877", - "issue:44843|issue:45081", - "issue:30064|issue:36331", - "issue:43540|issue:45381", - "issue:44448|issue:44671", - "issue:43421|issue:44811", - "issue:41720|issue:44991", - "issue:43577|issue:43818", - "issue:39692|issue:45834", - "issue:43782|issue:44977", - "issue:44821|issue:45084", - "issue:45584|issue:45834", - "issue:44186|issue:44442", + "issue:43653|issue:44912", + "issue:44060|issue:44368", + "issue:43742|issue:45020", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:44589|issue:45042", + "issue:43746|issue:44811", "issue:43644|issue:43749", - "issue:43606|issue:45072", - "issue:44479|issue:45834", - "issue:34634|issue:36010" + "issue:43638|issue:44936", + "issue:43550|issue:44912", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:34634|issue:36331", + "issue:43854|issue:44977", + "issue:39692|issue:44912", + "issue:43720|issue:44610", + "issue:38175|issue:44610", + "issue:45459|issue:45803", + "issue:43454|issue:43577", + "issue:36010|issue:36331", + "issue:43526|issue:44554", + "issue:43531|issue:45042", + "issue:43262|issue:44811", + "issue:43749|issue:44291", + "issue:43257|issue:43329", + "issue:43643|issue:45759", + "issue:43329|issue:43450", + "issue:43606|issue:45859", + "issue:42490|issue:43257" ], - "prepared_review_unit_hash": "c7bdcca96b9abf9391bef14ad15a75609003f3565b7355facf4b62ee253e5aad", + "prepared_review_unit_hash": "3ae8a06133aff652f8b4ff983e3960a0abdd783f876a42b67b1257d33a830e2a", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35744, - "estimated_input_tokens": 8936, - "estimated_eval_tokens": 18128 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36168, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous issue reports with no true duplicate group. The only borderline pair is the two Mistral regex/tokenizer-loading reports, but they describe different failure modes and should stay separate.", - "confidence": 0.94, - "canonical_issue_reason": "issue:44843 is the closest thing to a cluster anchor: it is the broadest and most central tokenizer-loading regression here, and it has the only plausible near-match with another item in the set.", + "summary": "The cluster is a loose collection of unrelated Transformers issues across many subsystems (audio, vision, loading, quantization, training, and config handling). None of the soft pairs look like the same underlying bug or change, so there is no clear canonical duplicate here.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the best representative issue overall because it targets a concrete, recurring loading-path regression and is broader than the more specific follow-up crash in issue:45081.", + "best_issue_reason": "No single issue is a safe canonical for the cluster because the items span distinct code paths and model families; picking one would be arbitrary rather than duplicate-driven.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43388", - "right": "issue:46032", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "Different subsystems: evaluation gathering vs Mamba2 cache behavior." + "reason": "Different bugs: tokenizer special-token decoding vs MXFP4 quantization fallback." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "One is an AddedToken API error; the other is a tokenizer loading failure for a specific model." + "reason": "Different tied-weights warnings in different Qwen variants; not the same bug." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "Different code paths and failures: image preprocessor dtype mismatch vs Gemma3n variable collision." + "reason": "MobileLLM key error vs broad remote_code regression; unrelated failure modes." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Unrelated model/config bug vs RoPE-layer counting issue." + "reason": "Template compilation error vs CLIPTokenizer max_length behavior; different components." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Tokenizer crash for NER/padding is unrelated to Perceiver image-size handling." + "reason": "Undefined video multimodal-token helpers vs stale auto_mappings CI breakage." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Segfault in Llava loading is unrelated to an MPS histogram/int dtype error." + "reason": "Float8 storage lookup failure vs PIL image processors incorrectly requiring torchvision." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Tokenizer special-token registration bug is unrelated to DAC latent/STE mismatch." + "reason": "PEFT/local checkpoint loading issue vs Whisper batch_decode skip_special_tokens bug." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoConfig trust_remote_code field loss." + "reason": "Non-persistent buffer junk values vs FSDP CPU RAM efficient loading breakage." }, { - "left": "issue:43950", - "right": "issue:45987", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Non-persistent buffer corruption is unrelated to StaticCache return-type issues." + "reason": "Zero3/non-pretrained BERT index error vs trainer.evaluate after train; different paths." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "Both are config-loading issues, but they affect different mechanisms and models." + "reason": "torch.compile+SDPA Bamba issue vs MXFP4 quantization fallback; not the same problem." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "Same broad file/function area, but different bugs: offline model_info call vs missing backend_tokenizer attribute." + "reason": "DAC latent reconstruction mismatch vs DiaConfig token-ID persistence bug." }, { - "left": "issue:30064", + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import error vs Jupyter custom model initialization regression." + }, + { + "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Different training/image-processing failures with no shared code path." + "reason": "Bark voice_preset issue vs CustomTrainer compute_loss signature change; unrelated." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "Both mention Qwen video, but the concrete failures and likely fixes are different models/code paths." + "reason": "Model loading/unit-test failure vs flash-attention generation bug; different models and code paths." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Different model regressions; same version does not make them duplicates." + "reason": "Documentation example errors/quantization failure vs MXFP4 load fallback; different scope." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:43720", + "right": "issue:44610", "accept": false, - "reason": "Runtime special-token/post-processor update bug is not the same as batch_decode skip_special_tokens behavior." + "reason": "Packed-weight unpacking during accelerate load vs OmDet-Turbo processor image-size mismatch." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "Unrelated issues: device-mapping crash vs tokenizer loading failure for a different model." + "reason": "SigLIP2 zero probabilities vs processor output shape mismatch; unrelated behavior." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Blip2 dtype initialization and Video-LLaVA weight/attention structure are unrelated." + "reason": "Tokenizer error masking in protobuf fallback vs bare except swallowing errors in Fuyu conversion." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Doc-example/model mismatch is unrelated to long OCR index errors in Kosmos2.5." + "reason": "AyaVision lm_head tying bug vs BLIP2 dtype loading bug; different model internals." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "Different Qwen generation regressions with different triggers and code paths." + "reason": "Import path regression vs trainer API signature regression; not the same issue." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "AutoImageProcessor URL loading is unrelated to a template compilation TypeError." + "reason": "Beit reduce_labels truncation bug vs MPS attention correctness issue; unrelated." }, { - "left": "issue:45584", - "right": "issue:45834", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "Whisper empty-transcription handling is unrelated to Kosmos2.5 long-input indexing." + "reason": "Qwen3-MoE sliding-window bug vs PIL torchvision dependency regression; different subsystems." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "Tokenizer crash in LayoutLMv2 is unrelated to FastSpeech2Conformer tokenizer loading." + "reason": "Audio chat-template sample-rate default vs Whisper batch decoding special-token handling." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Both involve loading/state, but not the same bug or fix." + "reason": "FSDP CPU RAM loading breakage vs init_empty_weights unexpected argument TypeError." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "Device offload mismatch and bf16 dtype mismatch are different issues." + "reason": "Qwen3 MoE accelerate/deepspeed weight conversion vs multimodal token counting undefined names." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "Video regression in Qwen models is unrelated to Kosmos2.5 OCR indexing." + "reason": "AutoConfig trust_remote_code field loss vs AutoModelForCausalLM.from_config text_config unwrap bug." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined video token helpers vs batched video processor shape bug; related area but different defects." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Bark CPU offload device mismatch vs Qwen3_5MoE rotary embedding CPU offload compatibility." + }, + { + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "Bark voice_preset behavior and GenerationMixin import failure are unrelated." + "reason": "Trailing-slash local model import warning vs Qwen3 MOE accelerate/deepspeed conversion bug." } ] }, @@ -5156,274 +4194,332 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 16, + "review_unit_index": 18, "review_unit_count": 50, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ - "issue:28218", + "issue:24643", "issue:29159", - "issue:34634", + "issue:33357", + "issue:34567", "issue:36331", - "issue:42175", - "issue:43262", + "issue:38175", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43317", "issue:43329", - "issue:43526", + "issue:43404", + "issue:43452", + "issue:43540", "issue:43577", "issue:43582", - "issue:43650", - "issue:43653", + "issue:43696", "issue:43697", - "issue:43720", "issue:43742", - "issue:43749", - "issue:43782", - "issue:43819", - "issue:43825", - "issue:43827", - "issue:43906", - "issue:43994", - "issue:44060", + "issue:43927", + "issue:43931", + "issue:44062", "issue:44291", - "issue:44368", - "issue:44485", - "issue:44509", - "issue:44554", - "issue:44561", - "issue:44610", - "issue:44671", - "issue:44805", - "issue:44857", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44737", + "issue:44821", + "issue:44849", + "issue:44898", "issue:44912", - "issue:44936", - "issue:45020", + "issue:44987", + "issue:44991", + "issue:45042", "issue:45072", - "issue:45081", - "issue:45084", - "issue:45325", - "issue:45406", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", "issue:45538", - "issue:45600", + "issue:45588", "issue:45701", - "issue:45987", - "issue:46192", - "issue:46209" + "issue:45823", + "issue:45907", + "issue:45987" ], "soft_pairs": [ - "issue:43577|issue:43582", - "issue:44561|issue:45020", - "issue:43825|issue:43994", - "issue:44805|issue:44936", - "issue:45987|issue:46192", - "issue:44671|issue:45701", - "issue:44610|issue:45072", - "issue:28218|issue:29159", - "issue:44485|issue:44509", - "issue:43720|issue:45072", - "issue:43782|issue:45325", - "issue:43906|issue:46209", - "issue:43825|issue:43827", - "issue:42175|issue:45081", - "issue:43582|issue:44857", - "issue:43749|issue:44291", - "issue:45081|issue:45406", - "issue:43262|issue:43819", - "issue:34634|issue:36331", - "issue:43526|issue:43697", - "issue:43650|issue:43906", - "issue:44060|issue:44368", - "issue:43653|issue:44912", - "issue:43742|issue:45020", - "issue:43526|issue:44554", - "issue:45084|issue:45538", - "issue:43329|issue:45600" + "issue:34567|issue:40990", + "issue:44568|issue:45356", + "issue:43329|issue:44479", + "issue:29159|issue:34567", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:44849|issue:45701", + "issue:43257|issue:43931", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:43927|issue:44912", + "issue:42915|issue:44821", + "issue:43697|issue:45357", + "issue:44568|issue:45488", + "issue:33357|issue:34567", + "issue:42915|issue:45538", + "issue:44987|issue:45538", + "issue:43540|issue:44479", + "issue:44479|issue:45381", + "issue:43540|issue:44560", + "issue:43317|issue:45538", + "issue:24643|issue:29159", + "issue:45137|issue:45405", + "issue:44987|issue:45907", + "issue:43742|issue:44291", + "issue:43577|issue:45072", + "issue:44062|issue:44991", + "issue:38175|issue:44898", + "issue:44737|issue:45588", + "issue:43540|issue:45823", + "issue:43404|issue:45987", + "issue:43257|issue:43696", + "issue:34567|issue:36331" ], - "prepared_review_unit_hash": "84197617e6f879eb57bc66e0ab4a700f941c00a39ae78d1677c075a3cedccd60", + "prepared_review_unit_hash": "33350b9d48a7df8d3b5864b14461db8cd8611ffbce1f14d2993da0a9e97b67dc", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35476, - "estimated_input_tokens": 8869, - "estimated_eval_tokens": 17994 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37765, + "estimated_input_tokens": 9442, + "estimated_eval_tokens": 19140 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers bug reports. The only strong duplicate-looking pair is the remote-code regression pair (44561 / 45020); the rest are too model-, feature-, or subsystem-specific to merge as duplicates.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 45020 is the best umbrella issue: it is broad, current, and matches the clearest duplicate candidate about remote-code breakage in recent Transformers versions.", + "summary": "The soft links are mostly false positives: the cluster spans unrelated tokenizer, video, model-loading, quantization, DeepSpeed, and dtype bugs. None of the paired issues look like the same underlying defect with a plausible one-PR merge path.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45488 is the most concrete, actionable bug report in the set; it states a specific tokenizer regression with a clear causal change and downstream breakage, whereas most other issues are either orthogonal or much more generic.", "canonical_pr_reason": null, - "best_issue_reason": "45020 has the broadest scope and strongest overlap with a likely duplicate, while the other issues are more specific or clearly unrelated.", + "best_issue_reason": "issue:45488 is the strongest standalone issue here because it has a precise failure mode, a named affected family, and a clearly scoped fix target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "Different failure modes: one is a model dtype-loading mismatch, the other is an Apple Silicon allocator warmup TypeError." + "reason": "Unrelated problems: one is TrainerState bookkeeping, the other is perplexity for gpt-oss-20b. No shared code path." }, { - "left": "issue:44561", - "right": "issue:45020", - "accept": true, - "reason": "Both describe the same underlying v5/regression class: recent Transformers changes breaking trust_remote_code/remote_code models." + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different failure modes (special-token addition vs codec/warning behavior). Not the same bug." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:43329", + "right": "issue:44479", "accept": false, - "reason": "One is an error-message/docs issue around translation pipelines; the other is a model output quality problem with AutoModel/pipeline." + "reason": "Both involve video paths, but one is an undefined helper/variable bug in multimodal token counting and the other is a broader video-input regression across several models. Too broad to merge as one fix." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:29159", + "right": "issue:34567", "accept": false, - "reason": "An IndexError in masking/indexing is unrelated to trainer.evaluate() failing after train()." + "reason": "Slow/fast tokenizer inconsistency is unrelated to TrainerState num_input_tokens_seen updates." }, { - "left": "issue:45987", - "right": "issue:46192", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Different processor/cache contract bugs: seq-length return type vs return_tensors being ignored when text_kwargs is passed." + "reason": "Different failures: Qwen3Moe with FineGrainedFP8Config versus a key error loading MobileLLM-125M. No concrete shared defect." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "A CamemBERT masked-LM regression is not the same underlying bug as a broad tokenization-change report." + "reason": "One is init_empty_weights/_is_hf_initialized handling, the other is PIL image processors incorrectly requiring torchvision. Different code paths." }, { - "left": "issue:44610", - "right": "issue:45072", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "These are unrelated model/processor bugs: input-size mismatch vs dtype mismatches in inference." + "reason": "Qwen3.5 output_hidden_states bug is model-specific; the other is a generic report that tokenization changes across versions. Not enough evidence of the same underlying bug." }, { - "left": "issue:28218", - "right": "issue:29159", + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "Both are tokenizer-related, but the titles do not clearly point to the same concrete bug; one is about added-token spacing, the other a broad slow/fast inconsistency report." + "reason": "Accelerate+DeepSpeed MOE weight conversion issue is unrelated to a Qwen3-VL weight-shape mismatch on load." }, { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "GLM-5 RoPE discussion is unrelated to docs still referencing removed pipeline tasks." + "reason": "gguf_file loader breakage and Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { - "left": "issue:43720", - "right": "issue:45072", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "Packed-weight loading in BitNet is a different code path from dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "CUDA assert with auto device mapping and a video-input ValueError in Qwen3OmniMoe are different failures." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:43927", + "right": "issue:44912", "accept": false, - "reason": "Qwen3VL weight_only load failures and Qwen2.5-VL RoPE index scaling are distinct issues." + "reason": "DiaConfig save/load token IDs loss is unrelated to MXFP4 quantization falling back to bf16." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "An isolated reproduction of an older issue is unrelated to FP8 inference failures on B200." + "reason": "Qwen3Moe FP8 loading failure is unrelated to AutoImageProcessor URL loading." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "Both mention v5 pipeline removals, but one is runtime messaging and the other is documentation drift; not the same bug." + "reason": "RTDetrV2 output drift and Qwen3.5 visual-encoder save_pretrained keys are different model-specific bugs." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Backend dependency installation and Mistral regex patching are unrelated." + "reason": "Both are tokenizer issues, but one is add_special_tokens/BOS-EOS behavior and the other is LlamaTokenizer overriding tokenizer.json pre-tokenizer settings. Different root causes." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Apple Silicon allocator warmup and CUDA AMP loss crashes are different failures." + "reason": "MacOS bus error for CLIP model is unrelated to TrainerState token counting." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "FSDP CPU RAM-efficient loading and init_empty_weights argument errors are separate loading regressions." + "reason": "FineGrainedFP8Config loading failure and CLIPTokenizer model_max_length constant are unrelated." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "Tokenizer regex patching crash and Gemma4Processor missing _tokenizer are different processor/tokenizer bugs." + "reason": "Tokenizer loading failure for a specific model and CLIPTokenizer max-length handling are different bugs." }, { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "Audio processor sampling-rate defaults and DAC from_latents/STE mismatch are unrelated." + "reason": "Both are video-related, but one is a processing ValueError in Qwen3OmniMoe and the other is a v5 video-input regression across several Qwen families. Not the same code-path bug." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:44479", + "right": "issue:45381", "accept": false, - "reason": "BarkProcessor voice_preset and CustomTrainer compute_loss signature changes do not share an underlying code path." + "reason": "Both are video regressions, but they cite different affected models and symptoms; no clear one-to-one duplicate evidence." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "BEiT reduce_labels behavior and RTDetrV2 output drift are different model/processor regressions." + "reason": "Video-input ValueError in Qwen3OmniMoe and StopIteration in Qwen3-vl-embedding are distinct failures." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:43317", + "right": "issue:45538", "accept": false, - "reason": "A vague request for data and an isolated reproduction of another issue are not duplicates." + "reason": "Dequantized model offload failure is unrelated to CLIPTokenizer max-length behavior." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "Both mention tied-weights warnings, but the model-specific warning behavior and the alleged cross-layer tying bug are not clearly the same issue." + "reason": "DeepSpeed training RuntimeError and tokenizer inconsistency are unrelated." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and a minimum PEFT version bump are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "A tokenizer special-token registration bug is unrelated to MXFP4 quantization loading fallback." + "reason": "Loading a specific model under transformers>=5.1.0 and forwarding revision in list_repo_files are unrelated." }, { "left": "issue:43742", - "right": "issue:45020", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM-125M load key error and init_empty_weights unexpected argument are different loading bugs." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "BLIP2 dtype persistence and SwitchTransformers/TimmWrapperModel bfloat16 mismatches are separate dtype issues in different model families." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken constructor conflict and tokenizer loading failure for est-roberta are not the same defect." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Unexpected zero probabilities in a SigLIP2 model and Perceiver image-classification failure are unrelated vision issues." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU-side arange placement bug and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3OmniMoe video-input failure and Gemma4 PLE device mismatch are unrelated model/runtime bugs." + }, + { + "left": "issue:43404", + "right": "issue:45987", "accept": false, - "reason": "A key error while loading a specific model is not the same as a broad remote_code regression report." + "reason": "lm_head weight tying in Mistral3 is unrelated to StaticCache.get_seq_length returning the wrong type." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE conversion with accelerate+deepspeed is unrelated to GPT-oss-20b CUDA OOM." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState num_input_tokens_seen not updating is unrelated to compute_loss receiving an unexpected keyword argument." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The only duplicate-like pair it elevates is 44561/45020, which is supported by the titles, and the rest are appropriately treated as unrelated or too specific. No evidence appears overstated." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -5431,296 +4527,284 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 17, + "review_unit_index": 19, "review_unit_count": 50, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ - "issue:29159", - "issue:34567", + "issue:24643", + "issue:28282", + "issue:29127", + "issue:34689", "issue:36010", - "issue:36331", - "issue:38175", - "issue:39692", - "issue:40990", - "issue:42490", + "issue:42175", "issue:43257", - "issue:43262", - "issue:43329", - "issue:43450", "issue:43452", - "issue:43454", + "issue:43493", + "issue:43526", "issue:43531", - "issue:43550", - "issue:43577", - "issue:43606", - "issue:43638", + "issue:43582", "issue:43643", - "issue:43645", - "issue:43696", + "issue:43646", + "issue:43697", "issue:43720", - "issue:43746", + "issue:43742", "issue:43749", - "issue:43819", - "issue:43854", - "issue:43927", - "issue:43931", - "issue:44387", - "issue:44479", - "issue:44568", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44514", "issue:44589", - "issue:44610", - "issue:44617", + "issue:44625", "issue:44756", - "issue:44811", - "issue:44912", - "issue:44936", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44964", "issue:44977", - "issue:44991", "issue:45042", - "issue:45356", - "issue:45459", - "issue:45759", - "issue:45803", - "issue:45859" + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45920", + "issue:46121" ], "soft_pairs": [ - "issue:44589|issue:45042", - "issue:43638|issue:44936", - "issue:43746|issue:44811", - "issue:43452|issue:44991", - "issue:44387|issue:44617", - "issue:43550|issue:44912", - "issue:43819|issue:43927", - "issue:36010|issue:43645", - "issue:43257|issue:43329", - "issue:43854|issue:44977", - "issue:39692|issue:44912", - "issue:43720|issue:44610", - "issue:45459|issue:45803", - "issue:38175|issue:44610", - "issue:36010|issue:36331", - "issue:43454|issue:43577", - "issue:43531|issue:45042", - "issue:43262|issue:44811", - "issue:43329|issue:44479", - "issue:43257|issue:43696", - "issue:42490|issue:43257", - "issue:43643|issue:45759", - "issue:43606|issue:45859", - "issue:43329|issue:43450", + "issue:44913|issue:46121", + "issue:44062|issue:45081", + "issue:43906|issue:45381", + "issue:43646|issue:43749", + "issue:43257|issue:43756", + "issue:43493|issue:43994", + "issue:36010|issue:42175", + "issue:44291|issue:44821", + "issue:44792|issue:44964", "issue:43749|issue:44756", - "issue:34567|issue:40990", - "issue:44568|issue:45356", - "issue:43257|issue:43931", - "issue:29159|issue:34567" + "issue:42175|issue:43824", + "issue:45042|issue:45081", + "issue:28282|issue:34689", + "issue:45357|issue:45920", + "issue:43742|issue:44589", + "issue:43452|issue:44488", + "issue:45405|issue:45600", + "issue:43526|issue:45479", + "issue:43643|issue:45375", + "issue:28282|issue:29127", + "issue:43531|issue:44821", + "issue:43756|issue:45325", + "issue:44625|issue:44877", + "issue:43582|issue:44977", + "issue:43720|issue:44898", + "issue:43697|issue:45216", + "issue:44514|issue:45381", + "issue:24643|issue:29127" ], - "prepared_review_unit_hash": "f5382abc69d6b255bb3663a1bdacca79b85f15e93238d5ea9f60c74e5a37e8f0", + "prepared_review_unit_hash": "a6acdbd2483cf168caf6730fb4e1b01ebc580a448341a7218b7476514939ec92", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36089, - "estimated_input_tokens": 9023, - "estimated_eval_tokens": 18302 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36375, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most items are unrelated tokenizer, trainer, loading, or multimodal bugs. No soft pair is a safe duplicate merge under a strict same-root-cause standard.", - "confidence": 0.78, - "canonical_issue_reason": "No single canonical issue stands out because the set spans many unrelated bugs; the overall cluster is too mixed to collapse into one duplicate target.", + "summary": "This cluster is heterogeneous: it spans many unrelated Transformers issues across tokenization, model loading, config handling, vision, and platform-specific failures. I do not see a single duplicate family to collapse; all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue fits the cluster well because the items cover distinct bugs and regressions across unrelated code paths.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the closest thing to a representative issue for the only semi-coherent subgroup (video-input regressions across Qwen/VLM models), but it still does not subsume the rest of the set.", + "best_issue_reason": "issue:45920 is the best overall anchor if one must pick one: it is a broad, current regression report with multiple models affected.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44589", - "right": "issue:45042", - "accept": false, - "reason": "Different failures in different subsystems: float8 storage loading vs PIL image processor torchvision dependency." - }, - { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:44913", + "right": "issue:46121", "accept": false, - "reason": "Both are training/eval failures, but one is a deepspeed/BERT zero3 index error and the other is a trainer lifecycle regression." + "reason": "Different config bugs: one is rotary_pct not persisting on reload, the other is a TypeError in rope validation on JSON-loaded lists." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "Local checkpoint loading with PEFT adapters is unrelated to Whisper batch_decode ignoring skip_special_tokens." + "reason": "Both tokenizer-related, but one is an AddedToken argument collision and the other is a Mistral regex patch crash from a missing backend_tokenizer attribute." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:43906", + "right": "issue:45381", "accept": false, - "reason": "One is gguf_file breaking from_pretrained loading; the other is a tokenizer regression for a specific model family." + "reason": "The first is an isolated reproduction of an older issue; the second is a Qwen2.5-VL video position-id regression. Different underlying failures." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "Both mention OOM, but the underlying causes and code paths are different model/runtime issues." + "reason": "Custom model initialization in v5 is a different code path from FSDP CPU RAM efficient loading breaking." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "Torch.compile SDPA failure in Bamba is not the same bug as MXFP4 loading fallback in git-oss." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to Smollm3 RoPE layer dropping." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:43493", + "right": "issue:43994", "accept": false, - "reason": "DAC latent conversion/STE mismatch is unrelated to DiaConfig losing custom token IDs on save/load." + "reason": "Both involve SigLIP2, but one is an HF-vs-JAX implementation discrepancy while the other is a model loading/pipeline output issue." }, { "left": "issue:36010", - "right": "issue:43645", + "right": "issue:42175", "accept": false, - "reason": "GenerationMixin import failure is a different problem from Jupyter custom-model initialization in Transformers 5.0." + "reason": "Importing GenerationMixin and missing TensorFlow backend in a torch install are separate dependency/import problems." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE accelerate/deepspeed weight conversion and multimodal video token counting are different bugs." + "reason": "Unexpected _is_hf_initialized during init_empty_weights is unrelated to loading AutoImageProcessor from a URL." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "GLM-4.7-Flash load/test issues do not match the Qwen3.5 flash-attention generation bug." + "reason": "Different multimodal model failures: one is a failing janus test, the other is loading Phi-4 multimodal instruct." }, { - "left": "issue:39692", - "right": "issue:44912", - "accept": false, - "reason": "SigLIP2 docs example errors are unrelated to git-oss quantization loading behavior." - }, - { - "left": "issue:43720", - "right": "issue:44610", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to OmDet-Turbo processor image-size mismatch." + "reason": "FSDP RAM-efficient loading and disabling mmap for Strix Halo OOM are different loading/runtime issues." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Both hide errors, but they are different code paths and different failure modes, so not the same duplicate." + "reason": "Missing TensorFlow backend in a torch install is not the same as Qwen2_5_VLForConditionalGeneration being unavailable to import." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is not the same as a processor/model input-size mismatch." + "reason": "PIL image processor torchvision dependency regression is unrelated to the Mistral tokenizer backend_tokenizer crash." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "GenerationMixin import and custom compute_loss kwargs are separate Trainer/AutoModel regressions." + "reason": "Environment-level PyTorch missing error is distinct from a specific Llama 3.2 90B Vision model loading regression." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "AyaVision weight tying and BLIP2 dtype loading are different model-loading defects." + "reason": "One is incorrect visual encoder key saving for Qwen3.5; the other is wrong token IDs from AutoTokenizer across several models." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior has no concrete overlap with PIL backend torchvision requirements." + "reason": "A key error when loading MobileLLM-125M is not the same as missing Float8 storage object handling." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Audio apply_chat_template sample-rate defaulting and Whisper batch_decode token skipping are different processor behaviors." + "reason": "An unreleased PEFT version pin and auto_mappings referencing removed configs are separate maintenance issues." }, { - "left": "issue:43329", - "right": "issue:44479", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "43329 is a specific undefined-helper bug in multimodal token counting; 44479 is a broader video-input regression across models, not clearly the same root cause." + "reason": "BeitImageProcessorFast reduce_labels truncation and zero-loss single_label_classification are different model families and code paths." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "Qwen3-MoE weight conversion and GPT-oss OOM are unrelated loading/performance problems." + "reason": "Generic missing fields with trust_remote_code and Qwen3_5MoeVisionConfig strict-dropping a field are related in theme but not the same bug." }, { - "left": "issue:42490", - "right": "issue:43257", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Trailing-slash local path warning is unrelated to accelerate/deepspeed weight conversion for Qwen3-MoE." + "reason": "A missing PyTorch dependency error is unrelated to a poor error message when LayoutLMv3 boxes lack enough information." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "Both involve config/model construction, but one is trust_remote_code missing fields and the other is text_config unwrapping for composite multimodal configs." + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated failures." }, { - "left": "issue:43606", - "right": "issue:45859", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "CPU offload incompatibility appears in both, but the affected models and failure mechanisms are different." + "reason": "Smollm3 dropping RoPE layers and Qwen2.5-VL still-image position scaling are both rope-related but clearly different bugs." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "Undefined helpers in video token counting are not the same as batched video processor output shape errors." + "reason": "Qwen3.5 num_labels propagation and strict config blocking granite_speech loading are different config-handling issues." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:43582", + "right": "issue:44977", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap OOM are separate memory-loading issues." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation failure." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "TrainerState token counting not updating is unrelated to GPT-oss perplexity results." + "reason": "BitNet packed-weight unpacking during accelerate loading is a different path from Perceiver image classification failing with interpolate_pos_encoding." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Tokenizer special-token insertion regression and Kimi codec/regex warning issues are different tokenizer bugs." + "reason": "RTDetrV2 output drift in v5 and Qwen3.5 save_pretrained checkpoint corruption are different regression types." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "Qwen3-MoE conversion/loading and Qwen3-VL weight-shape mismatch are different model-loading failures." + "reason": "Both are Qwen2.5-VL-related, but one crashes in apply_chat_template batching and the other has wrong vision_position_ids for video input." }, { - "left": "issue:29159", - "right": "issue:34567", + "left": "issue:24643", + "right": "issue:29127", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState token accounting." + "reason": "DeepSpeed training weight dimensionality error is unrelated to LayoutLMv3 box-content error messaging." } ] }, @@ -5735,327 +4819,317 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 18, + "review_unit_index": 20, "review_unit_count": 50, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ - "issue:24643", - "issue:28282", - "issue:29127", "issue:29159", + "issue:30064", "issue:33357", - "issue:34567", - "issue:34689", + "issue:33666", "issue:38175", "issue:41720", - "issue:42175", - "issue:42915", - "issue:43257", - "issue:43317", + "issue:41762", + "issue:43295", "issue:43452", - "issue:43540", + "issue:43531", + "issue:43550", "issue:43577", - "issue:43582", + "issue:43643", + "issue:43653", "issue:43697", "issue:43742", - "issue:43749", - "issue:43756", - "issue:43782", - "issue:43824", + "issue:43819", + "issue:43906", "issue:43927", - "issue:44062", - "issue:44291", - "issue:44479", - "issue:44488", - "issue:44560", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44561", "issue:44568", - "issue:44737", - "issue:44821", - "issue:44849", - "issue:44898", - "issue:44912", - "issue:44987", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44977", "issue:44991", - "issue:45042", - "issue:45072", - "issue:45137", - "issue:45357", - "issue:45381", - "issue:45405", - "issue:45488", - "issue:45538", + "issue:45005", + "issue:45290", + "issue:45356", + "issue:45372", + "issue:45542", "issue:45588", - "issue:45701", - "issue:45907" + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46209" ], "soft_pairs": [ - "issue:42915|issue:43742", - "issue:44291|issue:45042", - "issue:42915|issue:44821", - "issue:44849|issue:45701", - "issue:44568|issue:45488", - "issue:44987|issue:45538", - "issue:43452|issue:43582", - "issue:41720|issue:43540", - "issue:43697|issue:45357", - "issue:43927|issue:44912", - "issue:42915|issue:45538", - "issue:44479|issue:45381", - "issue:33357|issue:34567", - "issue:43540|issue:44479", - "issue:42175|issue:43824", - "issue:43540|issue:44560", - "issue:43317|issue:45538", - "issue:44062|issue:44991", - "issue:44987|issue:45907", - "issue:24643|issue:29159", - "issue:45137|issue:45405", - "issue:43577|issue:45072", - "issue:28282|issue:34689", - "issue:43742|issue:44291", - "issue:43257|issue:43756", - "issue:42175|issue:44488", - "issue:28282|issue:29127", - "issue:42915|issue:43749", - "issue:43582|issue:43782", - "issue:44737|issue:45588", - "issue:38175|issue:44898" + "issue:41762|issue:44936", + "issue:43452|issue:43577", + "issue:43906|issue:46202", + "issue:44466|issue:45005", + "issue:43452|issue:44843", + "issue:45372|issue:46170", + "issue:43819|issue:44811", + "issue:44936|issue:45823", + "issue:30064|issue:33666", + "issue:43295|issue:45356", + "issue:44484|issue:44704", + "issue:43653|issue:44361", + "issue:45542|issue:46178", + "issue:44361|issue:44442", + "issue:44514|issue:45290", + "issue:38175|issue:43295", + "issue:43653|issue:44568", + "issue:43577|issue:43697", + "issue:44464|issue:44743", + "issue:44493|issue:46050", + "issue:44843|issue:44991", + "issue:29159|issue:33357", + "issue:43531|issue:43742", + "issue:43653|issue:43927", + "issue:41720|issue:43906", + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:44977|issue:46209", + "issue:43643|issue:44561", + "issue:43577|issue:45588" ], - "prepared_review_unit_hash": "aa70bce33535ce5ac6c117817aef01d82c3be02338b196b0b4ee0a4d80915a0f", + "prepared_review_unit_hash": "ad0585f0ae0ccdc6e031811f515f3d885d3123aabded81fc0d474b71d3607d91", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 37051, - "estimated_input_tokens": 9263, - "estimated_eval_tokens": 18782 + "serialized_chars": 36586, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue cluster with one credible duplicate pair around Qwen VL video-input regression. The rest are separate bugs across tokenizer, loading, quantization, device-mapping, and backend behavior.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 44479 is the best canonical issue for the only real overlap: it describes a broad Qwen video-input regression affecting multiple related models, and 45381 looks like a narrower report of the same problem.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions (tokenizers, processors, generation, loading, backend/device issues). None of the soft pairs look like the same underlying bug closely enough to merge as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue fits the cluster well: the items span different subsystems and failure modes, so any one issue would be a poor representative.", "canonical_pr_reason": null, - "best_issue_reason": "44479 is the strongest representative issue in this set because it is broad, concrete, and has the clearest duplicate-like companion report; most other items are too unrelated to serve as a cluster anchor.", + "best_issue_reason": "No global best issue for dedupe purposes. If forced, 43452 is broadly about loading regressions, but it does not represent the cluster as a whole.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "Different failures: Qwen3Moe FineGrainedFP8 loading vs MobileLLM key error." + "reason": "Different bugs: ZeRO-3 Gemma3 loading index error vs trainer.evaluate() failing after train()." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "Unrelated code paths: init_empty_weights/_is_hf_initialized vs PIL image processor torchvision dependency." + "reason": "Different components and symptoms: AutoTokenizer/AutoModel loading with gguf_file vs BLIP2 dtype not propagating." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:43906", + "right": "issue:46202", "accept": false, - "reason": "Different subsystems: FP8 Qwen3Moe loading vs AutoImageProcessor URL loading." + "reason": "One is a reproduction of an earlier issue; the other is a Gemma pipeline roundtrip/tokenization problem." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:44466", + "right": "issue:45005", "accept": false, - "reason": "Different bugs: Qwen3.5 hidden-states behavior vs general tokenization changes across versions." + "reason": "Both mention tied weights, but the concrete bugs differ: device-dependent lm_head serialization vs translation-model weight tying behavior." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Both tokenizer-related, but different model families and different failure mechanisms; not the same bug." + "reason": "Loading gguf_file regression is unrelated to model_info() being called offline in _patch_mistral_regex." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:45372", + "right": "issue:46170", "accept": false, - "reason": "Unrelated: model loading failure for one repo vs CLIPTokenizer max_length bug." + "reason": "Unrelated failures: mistral_common ReasoningEffort import vs Windows ROCm torch.distributed dependency issue." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Completely different areas: gguf/AutoModel loading vs Apple Silicon allocator warmup TypeError." + "reason": "Different code paths: DAC.from_latents parity bug vs Whisper batch_decode ignoring skip_special_tokens." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:44936", + "right": "issue:45823", "accept": false, - "reason": "Different Qwen issues and different symptoms: auto device-map CUDA assert vs video-input ValueError." + "reason": "Trainer lifecycle bug vs Gemma4 device_map=\"auto\" device mismatch during forward." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:30064", + "right": "issue:33666", "accept": false, - "reason": "Different regressions: RTDetrV2 output drift vs save_pretrained key serialization." + "reason": "Segmentation-map processing failure is unrelated to Qwen2-VL multi-GPU training." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Different model-loading failures with different causes: config token ID loss vs MXFP4 fallback." + "reason": "Both are regressions, but one is processor.tokenizer/images access and the other is Kimi tokenizer codec/warning handling." }, { - "left": "issue:42915", - "right": "issue:45538", - "accept": false, - "reason": "No overlap beyond being Transformers issues; separate topics." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Both report the same Qwen VL video-input regression; 45381 is a narrower manifestation of the broader v5.3.0 breakage in 44479." + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Different API concerns: max_shard_size default vs AutoProcessor failing to pass kwargs to cached_file." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "Unrelated: macOS CLIP bus error vs TrainerState token-count tracking." + "reason": "Different tokenizer bugs: BigBird mask token registration vs MLukeTokenizer task AttributeError." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "Both concern video input, but different model families and symptoms; not enough evidence of one underlying bug." + "reason": "Different backend problems: undefined tf backend with tensorboard vs tensorflow_text not in BACKENDS_MAPPING." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Different problems: packaging extras missing TensorFlow vs missing Qwen2.5-VL symbol import." + "reason": "MLukeTokenizer task error is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Different issues: Qwen3 MoE weight conversion vs Smollm3 RoPE-layer mismatch." + "reason": "Same area (chat templating) but different edge cases and failures, so not the same bug." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Similar area, but separate Qwen video-input bugs with different failures and model families." + "reason": "SigLIP2 zero probabilities is unrelated to processor.tokenizer/images regression." }, { - "left": "issue:43317", - "right": "issue:45538", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Unrelated: device_map/offload loading bug vs CLIPTokenizer max_length." + "reason": "Different tokenizer issues: BigBird special-token registration vs mdeberta add_special_tokens not adding BOS/EOS." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:43577", + "right": "issue:43697", "accept": false, - "reason": "Both tokenizer loading failures, but the reports do not clearly point to the same underlying AddedToken bug." + "reason": "Different model behaviors: BLIP2 dtype stays float32 vs RTDetrV2 output changes in v5." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "Different API regressions: model loading for a repo vs list_repo_files not forwarding revision." + "reason": "Both involve generation/cache, but one is compiled-forward chunked generation inconsistency and the other is Qwen3 recurrent-state reset." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:44493", + "right": "issue:46050", "accept": false, - "reason": "Distinct bugs: DeepSpeed training RuntimeError vs tokenizer slow/fast inconsistency." + "reason": "Unexpected key with position id is unrelated to sinq quantized save/load breakage." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Unrelated: ZeRO3 deque error vs PEFT version bump." + "reason": "Offline model_info() call and a tokenizer-loading failure for EMBEDDIA/est-roberta have different root causes." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "Both dtype-related, but different models and different failure modes; not the same code-path problem." + "reason": "Tokenizer slow/fast inconsistency is unrelated to a MacOS bus error loading a CLIP community model." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Different issues: missing PyTorch import vs a specific model-loading regression." + "reason": "Sliding_window Qwen3-MoE bug is unrelated to MobileLLM-125M key error during loading." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Distinct loading bugs with different stack traces and causes." + "reason": "BigBird mask-token registration and DiaConfig custom token-ID persistence are separate tokenizer/config bugs." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:41720", + "right": "issue:43906", "accept": false, - "reason": "Separate model-specific bugs; no shared code-path evidence." + "reason": "Qwen3 auto device mapping cudaErrorAssert and the reproduction issue 38071 are not the same failure." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "Packaging/backend dependency issue vs model loading failure; not duplicates." + "reason": "Different generation regressions: compiled forward chunking vs Qwen3.5 flash-attention behavior." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "Different errors and domains: missing torch import vs LayoutLMv3 box validation message." + "reason": "Torch.compile/SDPA issue on Bamba is unrelated to DiaConfig save/load token ID loss." }, { - "left": "issue:43749", - "right": "issue:45405", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "Different issues: FSDP CPU RAM efficient loading regression vs unreleased PEFT version bump." + "reason": "Different subsystems: compiled SDPA on Bamba vs tokenizer AttributeError on MLukeTokenizer." }, { - "left": "issue:43582", - "right": "issue:43782", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "Different failures: Apple Silicon allocator TypeError vs Qwen3VL weight_only loading error." + "reason": "Flash-attention generation issue and FP8 inference failure on B200 are distinct hardware/code-path problems." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Unrelated: XLNet device placement bug vs flash-attention integration crash." + "reason": "Both involve trust_remote_code, but one is missing fields from AutoConfig and the other is a v5 removal breaking remote-code models." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:43577", + "right": "issue:45588", "accept": false, - "reason": "Different model behaviors and failure modes; not the same underlying bug." + "reason": "BLIP2 dtype propagation and flash_attention.py crashing on s_aux=None are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet: it identifies one plausible duplicate-like pair (44479/45381) and treats the rest as separate issues. The soft-edge verdicts are generally conservative and do not overclaim duplication from the available titles/evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -6063,286 +5137,318 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 19, + "review_unit_index": 21, "review_unit_count": 50, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ - "issue:24643", - "issue:29127", + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", "issue:34567", + "issue:35141", + "issue:36010", "issue:36331", - "issue:41762", - "issue:43404", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43295", "issue:43452", "issue:43493", - "issue:43526", - "issue:43531", - "issue:43540", - "issue:43643", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", "issue:43688", - "issue:43697", "issue:43720", "issue:43742", - "issue:43749", "issue:43756", - "issue:43906", + "issue:43825", + "issue:43927", "issue:43994", - "issue:44062", - "issue:44291", - "issue:44488", - "issue:44514", - "issue:44589", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44610", "issue:44625", - "issue:44792", "issue:44821", - "issue:44877", - "issue:44898", + "issue:44849", "issue:44913", - "issue:44936", "issue:44964", - "issue:45042", - "issue:45081", - "issue:45216", - "issue:45325", "issue:45357", - "issue:45375", - "issue:45381", "issue:45405", - "issue:45479", - "issue:45600", + "issue:45440", + "issue:45491", "issue:45823", - "issue:45920", - "issue:45987", - "issue:46121", - "issue:46202" + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209" ], "soft_pairs": [ - "issue:43540|issue:45823", - "issue:43404|issue:45987", - "issue:43526|issue:45479", - "issue:43906|issue:45381", - "issue:43493|issue:43994", - "issue:44291|issue:44821", - "issue:34567|issue:36331", - "issue:43756|issue:45325", - "issue:44913|issue:46121", - "issue:44062|issue:45081", - "issue:44792|issue:44964", - "issue:45042|issue:45081", - "issue:43742|issue:44589", - "issue:45357|issue:45920", - "issue:43452|issue:44488", - "issue:43531|issue:44821", - "issue:43643|issue:45375", - "issue:45405|issue:45600", - "issue:44625|issue:44877", - "issue:24643|issue:29127", - "issue:43720|issue:44898", - "issue:43697|issue:45216", - "issue:43906|issue:46202", - "issue:41762|issue:44936", - "issue:44514|issue:45381", - "issue:43688|issue:43749" + "issue:32090|issue:34567", + "issue:28282|issue:35141", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:41720|issue:44464", + "issue:43504|issue:44610", + "issue:45491|issue:46002", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:43688|issue:45440", + "issue:45823|issue:46050", + "issue:43720|issue:43927", + "issue:43262|issue:43295", + "issue:43606|issue:43927", + "issue:28282|issue:32090", + "issue:43452|issue:44451", + "issue:44849|issue:46209", + "issue:28282|issue:33357", + "issue:43994|issue:46192", + "issue:43525|issue:43572", + "issue:33666|issue:36331", + "issue:43720|issue:44361", + "issue:43756|issue:44913", + "issue:43493|issue:43825", + "issue:44849|issue:45357", + "issue:44479|issue:44625", + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:43577|issue:44554" ], - "prepared_review_unit_hash": "84a95db6ec4e5576626fa6937da946ec8e85b4afcf78f66024583e17f04b359a", + "prepared_review_unit_hash": "0e447508d8da8d4eac61d1ff95baeff9a98c61eeffa93da3156cd539cd0d5b4b", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35835, - "estimated_input_tokens": 8959, - "estimated_eval_tokens": 18174 + "soft_pair_count": 31, + "serialized_chars": 37128, + "estimated_input_tokens": 9282, + "estimated_eval_tokens": 18820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of loosely related bug reports connected only by superficial model/subsystem similarity. I found two likely true duplicate pairs: SigLIP2 discrepancy reports, and Qwen2.5-VL video/position-id reports. The rest are distinct bugs and should not be merged.", - "confidence": 0.7, - "canonical_issue_reason": "issue:43493 is the strongest root-cause style report among the clear duplicate pairs: it describes the underlying SigLIP2 HF-vs-JAX implementation discrepancy, while the paired issue is just a concrete symptom on a specific checkpoint.", + "summary": "All soft pairs are false positives: they share at most a broad subsystem or symptom, but not the same concrete bug/change. No PRs are present, and there is no single canonical issue that subsumes the set.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best overall issue for the cluster as a whole because it is a broad, current regression report with multiple affected models and clear user impact, making it the most useful general anchor if one issue had to represent the set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43540", - "right": "issue:45823", + "left": "issue:32090", + "right": "issue:34567", "accept": false, - "reason": "Different models and failures: Qwen3OmniMoe video processing vs Gemma4 device placement under auto device mapping." + "reason": "Different failures: GPU broadcast rejects NoneType in Trainer, while the other is a TrainerState token-count update bug." }, { - "left": "issue:43404", - "right": "issue:45987", + "left": "issue:28282", + "right": "issue:35141", "accept": false, - "reason": "Unrelated bugs: missing lm_head tying in Mistral3 vs StaticCache sequence-length return type." + "reason": "Unrelated issues: missing PyTorch ImportError versus token-embedding resize reinitializing lm head on post_init." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Different layer of the stack: BeitImageProcessorFast label reduction bug vs sequence-classification zero-loss bug across models." + "reason": "Legacy field loading bug for Beit semantic segmentation is unrelated to Bamba torch.compile/SDPA failure." }, { - "left": "issue:43906", - "right": "issue:45381", - "accept": true, - "reason": "Both point to the same Qwen2.5-VL video/position-id code path; 43906 is an isolated reproduction of the same underlying bug." + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading, but one is a Beit config legacy-field preset issue and the other is BitNet packed-weight unpacking during accelerate load." }, { - "left": "issue:43493", - "right": "issue:43994", - "accept": true, - "reason": "Same SigLIP2 implementation problem: one report is the general HF-vs-JAX discrepancy, the other is a specific model/pipeline symptom." + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different code paths: Qwen3 auto device mapping causes cudaErrorAssert, while chunked generation diverges under compiled forward." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Different failure modes: init_empty_weights/_is_hf_initialized argument handling vs loading AutoImageProcessor from a URL." + "reason": "Beit pretrained preset loading and OmDet-Turbo processor/model size mismatch are separate bugs." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "Both trainer-related, but they describe different bugs in different trainer code paths." + "reason": "Both mention NaNs, but one is Gemma3 sliding-window attention on mixed-length batches and the other is classification-head NaNs after checkout/init." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "Both involve RoPE, but the concrete bugs are different models and different position/rope calculations." + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to Qwen2-VL multi-GPU training support." }, { - "left": "issue:44913", - "right": "issue:46121", + "left": "issue:44466", + "right": "issue:46050", "accept": false, - "reason": "Both touch rope config handling, but one is silent config reload fallback and the other is a TypeError during JSON-loaded validation." + "reason": "One is v5 tied-weight serialization inconsistency for lm_head.weight; the other is sinq quantized save/load breakage." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Distinct tokenizer bugs: AddedToken special-arg duplication vs Mistral regex patching against a tokenizer without backend_tokenizer." + "reason": "Multi-GPU training for Qwen2-VL is unrelated to the GenerationMixin import regression." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:43742", + "right": "issue:44821", "accept": false, - "reason": "Different models and symptoms: janus test failure vs Phi-4 multimodal model loading failure." + "reason": "MobileLLM loading key error and AutoImageProcessor URL loading are different loader failures." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "PIL/image-processor torchvision dependency regression is unrelated to Mistral tokenizer regex patching." + "reason": "Aux-loss normalization in OLMoE/GPT Oss is not the same bug as DeepseekV3MoE diverging from remote implementation." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "Different loading failures: MobileLLM key error vs Float8 storage lookup failure." + "reason": "Gemma4 device mismatch under device_map=auto is unrelated to sinq quantized save/load corruption." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight unpacking on accelerate load and DiaConfig custom token-ID persistence are unrelated failures." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and processor.tokenizer/image-passing regression are separate processor bugs." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU-offload device mismatch in bark-small is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:28282", + "right": "issue:32090", "accept": false, - "reason": "Both are save/load regressions, but they affect different APIs and different model families with no shared code path evidence." + "reason": "Missing PyTorch ImportError and Trainer GPU broadcast NoneType error are unrelated." }, { "left": "issue:43452", - "right": "issue:44488", + "right": "issue:44451", "accept": false, - "reason": "Both are loading issues, but one is gguf_file/from_pretrained handling and the other is a specific model load failure without clear shared cause." + "reason": "gguf_file breaking AutoTokenizer/AutoModel loading is a different failure from ScandiBERT load errors." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "Unrelated subsystems: Qwen3-MoE sliding-window behavior vs image-processor loading from URL." + "reason": "Qwen3.5 output_hidden_states bug is unrelated to FP8 inference failure on B200/SM100 GPUs." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "Both are config/strictness issues, but one is generic trust_remote_code field loss and the other is a specific Qwen vision config field being dropped." + "reason": "PyTorch-not-found ImportError and MacOS bus error on pretrained CLIP are different issues." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "Different maintenance issues: PEFT version pin vs stale auto_mappings references breaking CI." + "reason": "SigLIP2 incorrect outputs and return_tensors being ignored in text_kwargs are unrelated behaviors." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Different config bugs: num_labels propagation vs strict config rejecting granite_speech." + "reason": "Both are missing pad-token-related config fields, but they affect different models and different attribute names, so not the same bug." }, { - "left": "issue:24643", - "right": "issue:29127", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Different problems and layers: DeepSpeed training RuntimeError vs LayoutLMv3 error-message clarity." + "reason": "Qwen2-VL multi-GPU training is unrelated to CustomTrainer.compute_loss receiving num_items_in_batch." }, { "left": "issue:43720", - "right": "issue:44898", + "right": "issue:44361", "accept": false, - "reason": "Different model/loading paths: BitNet packed-weight unpacking vs Perceiver non-default-resolution handling." + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:43756", + "right": "issue:44913", "accept": false, - "reason": "Different regressions: RTDetrV2 output drift vs Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Smollm3 RoPE-layer count mismatch and GPTNeoX rotary_pct reload regression are different config bugs." }, { - "left": "issue:43906", - "right": "issue:46202", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Both mention model/tokenization behavior, but one is a Qwen2.5-VL reproduction and the other is a Gemma pipeline roundtrip issue." + "reason": "SigLIP2 HF-vs-JAX implementation discrepancy is not the same as pipeline() advertising unsupported translation tasks." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Different bugs: Gemma3 ZeRO-3 load failure vs trainer.evaluate() after trainer.train()." + "reason": "Qwen3.5 hidden-states bug and incorrect visual-encoder keys in save_pretrained are separate regressions." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Both are Qwen2.5-VL issues, but one is batched chat-template padding behavior and the other is video vision_position_ids; different code paths." + "reason": "Video-input regression in Qwen VL variants and num_labels propagation in Qwen3.5 are different problems." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Loading Phi-4 multimodal instruct and bumping MIN_PEFT_VERSION to an unreleased version are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both are about SigLIP2, but one is a docs/example mismatch plus quantization failure and the other is an implementation parity issue with JAX." + }, + { + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "Different training/runtime issues: auxiliary-loss normalization vs FSDP CPU RAM efficient loading." + "reason": "Blip2 dtype staying float32 and an MPS attention correctness issue are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The broad anchor choice for issue:45920 is defensible from the title, and the two accepted duplicate pairs are plausible given the shared model/topic signals. The rejected soft-edge pairs are also reasoned at a cautious level. No obvious overstatement that would justify rejecting." - }, - "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 }, @@ -6350,304 +5456,296 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 20, + "review_unit_index": 22, "review_unit_count": 50, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ - "issue:28282", - "issue:29159", - "issue:30064", - "issue:32090", "issue:33357", "issue:33666", - "issue:35141", - "issue:38175", - "issue:41720", + "issue:39692", + "issue:43257", + "issue:43278", "issue:43295", - "issue:43452", - "issue:43531", - "issue:43577", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", "issue:43646", "issue:43653", "issue:43688", - "issue:43697", - "issue:43742", "issue:43749", - "issue:43819", - "issue:43906", + "issue:43756", + "issue:43824", + "issue:43844", "issue:43927", + "issue:44112", + "issue:44291", "issue:44361", - "issue:44442", + "issue:44423", "issue:44464", "issue:44466", - "issue:44484", - "issue:44493", - "issue:44514", + "issue:44488", "issue:44568", - "issue:44704", - "issue:44743", - "issue:44811", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44792", "issue:44843", - "issue:44936", - "issue:44991", - "issue:45005", - "issue:45290", - "issue:45356", - "issue:45372", - "issue:45440", - "issue:45542", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45584", "issue:45701", "issue:45704", - "issue:45823", - "issue:46050", - "issue:46170", - "issue:46178" + "issue:45759", + "issue:45812", + "issue:45823" ], "soft_pairs": [ - "issue:45372|issue:46170", - "issue:43452|issue:43577", - "issue:44466|issue:45005", - "issue:44493|issue:46050", - "issue:43819|issue:44811", - "issue:30064|issue:33666", - "issue:44936|issue:45823", - "issue:43452|issue:44843", - "issue:45542|issue:46178", - "issue:44484|issue:44704", - "issue:43295|issue:45356", - "issue:28282|issue:32090", - "issue:44361|issue:44442", - "issue:43653|issue:44361", - "issue:28282|issue:33357", - "issue:44514|issue:45290", - "issue:44464|issue:44743", - "issue:38175|issue:43295", - "issue:28282|issue:35141", - "issue:41720|issue:43906", - "issue:43653|issue:44568", - "issue:43577|issue:43697", + "issue:43688|issue:43749", + "issue:44568|issue:45812", + "issue:43540|issue:44977", + "issue:45200|issue:45229", + "issue:44488|issue:44843", + "issue:43334|issue:43572", + "issue:39692|issue:43295", + "issue:43756|issue:45083", + "issue:43334|issue:45759", "issue:43688|issue:45704", - "issue:44843|issue:44991", - "issue:43531|issue:43742", - "issue:43646|issue:43749", - "issue:29159|issue:33357", - "issue:43688|issue:45440", - "issue:43653|issue:43927", - "issue:43688|issue:45701" + "issue:43646|issue:44466", + "issue:43493|issue:43844", + "issue:43824|issue:44589", + "issue:45229|issue:45823", + "issue:33357|issue:33666", + "issue:43927|issue:44361", + "issue:43504|issue:43606", + "issue:44589|issue:45520", + "issue:43572|issue:44291", + "issue:43278|issue:43844", + "issue:44625|issue:45759", + "issue:43257|issue:43299", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:43575|issue:45405", + "issue:43688|issue:45701", + "issue:44792|issue:45405", + "issue:44423|issue:44734", + "issue:44464|issue:45584" ], - "prepared_review_unit_hash": "0467617e4ab7314dc8a06a8b4d17c820d42d89c309421fbc0c4e6489e2b1ae14", + "prepared_review_unit_hash": "8fce7c3338a5ae0a31871d2c5194c9442b23d22d0c29d3a80f9437e93b4ac045", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36842, - "estimated_input_tokens": 9211, - "estimated_eval_tokens": 18678 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35982, + "estimated_input_tokens": 8996, + "estimated_eval_tokens": 18248 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is broadly heterogeneous: it mixes unrelated tokenizer, model-loading, training, generation, backend, and platform-specific regressions. None of the soft-similarity pairs look like the same concrete bug/change, so no duplicates should be merged here.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue: the items span many unrelated failure modes, so there is no representative issue that safely subsumes the rest.", + "summary": "This cluster is a loose grab bag of Transformers regressions across tokenization, model loading, generation, training, and device/memory behavior. The soft pairs share broad themes but not the same concrete bug, so they should all be kept separate.", + "confidence": 0.57, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No global best issue either; the cluster is not one duplicate family, so any single issue would be misleading as a representative.", + "best_issue_reason": "Issue 45701 is the broadest representative here because it captures a version-wide tokenization regression theme, but it is still not a true umbrella for the many unrelated loading/training/device bugs in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45372", - "right": "issue:46170", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Different import/dependency failures: Gemma processor loading vs Windows AMD ROCm torch.distributed import/type errors." + "reason": "Aux-loss normalization in MoE models and an FSDP CPU RAM-efficient loading break are different training-path bugs." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Different bugs: gguf_file breaks tokenizer/model loading, while this is a BLIP2 dtype preservation issue." + "reason": "One is special-token insertion for mdeberta-v3; the other is wrong token IDs across Granite models. Related area, different bug." }, { - "left": "issue:44466", - "right": "issue:45005", + "left": "issue:43540", + "right": "issue:44977", "accept": false, - "reason": "Both mention tied weights, but one is serialization/device-dependent lm_head.weight behavior and the other is a broader translation-model tied-weights issue." + "reason": "Video-input processing failure in Qwen3OmniMoe is unrelated to Qwen3.5 flash-attention generation behavior." }, { - "left": "issue:44493", - "right": "issue:46050", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Different persistence problems: unexpected position-id keys vs quantized model save/load breakage." + "reason": "Defaulting mm_token_type_ids and multi-GPU CUDA OOM are distinct problems with different causes and fixes." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Different code paths: DAC latent reconstruction mismatch vs Whisper batch_decode skip_special_tokens handling." + "reason": "Loading a specific model preset and an unconditional hub model_info() call in offline mode are different failure modes." }, { - "left": "issue:30064", - "right": "issue:33666", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Unrelated areas: void segmentation-map processing vs Qwen2-VL multi-GPU training." + "reason": "Both mention missing pad-token config, but they affect different models and config fields, so they are not the same bug." }, { - "left": "issue:44936", - "right": "issue:45823", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Different failures: trainer lifecycle regression vs Gemma4 device-map mismatch during forward." + "reason": "A SigLIP2 documentation example error is not the same as a regression in processor.tokenizer and tokenizer image handling." }, { - "left": "issue:43452", - "right": "issue:44843", - "accept": false, - "reason": "Both involve tokenizer loading, but one is gguf_file handling and the other is an offline model_info / regex patch regression." - }, - { - "left": "issue:45542", - "right": "issue:46178", + "left": "issue:43756", + "right": "issue:45083", "accept": false, - "reason": "Both are backend dependency issues, but they involve different backends and different failure modes (tensorboard/TF vs tensorflow_text)." + "reason": "RoPE-layer dropping and a feature-extraction length helper behaving unexpectedly are unrelated model internals." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "Different APIs: save_pretrained shard-size behavior vs AutoProcessor kwargs propagation to cached_file." + "reason": "Missing pad_token_id on Qwen3-VL and not unwrapping text_config in AutoModelForCausalLM.from_config are different loading bugs." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Both are tokenizer/processor regressions, but they affect different models and different root causes." + "reason": "MoE auxiliary-loss scaling and a T5 apex RMSNorm memory leak are unrelated code paths." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Missing PyTorch ImportError vs a Trainer distributed broadcast TypeError; not the same underlying bug." + "reason": "Custom model initialization breakage and tied-weight serialization differing by device are separate v5 regressions." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "Different tokenizer failures: MLuke task AttributeError vs AutoTokenizer load failure for FastSpeech2ConformerTokenizer." + "reason": "SigLIP2 implementation drift and a gradient blow-up under HfDeepSpeedConfig are not the same underlying issue." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Different tokenizers and symptoms: BigBird special-token registration vs MLuke tokenizer AttributeError." + "reason": "An import error for Qwen2_5_VLForConditionalGeneration and a Float8 storage lookup failure are unrelated compatibility issues." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "Different environments and failure types: missing PyTorch vs MacOS bus error on a CLIP model." + "reason": "Multi-GPU inference OOM and a PLE device mismatch with device_map=\"auto\" are different runtime failures." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Same general API family, but different crashes and inputs in apply_chat_template; not one concrete bug." + "reason": "A MacOS CLIP bus error and Qwen2-VL multi-GPU training are clearly unrelated." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Both touch generation/cache behavior, but on different models and distinct code-path bugs." + "reason": "Token ID loss on save/load and an AttributeError in MLukeTokenizer are different tokenizer bugs." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Unrelated: zero probabilities in SigLIP2 vs processor.tokenizer regression." + "reason": "Legacy-field model loading failure and CPU-offload device mismatch are different bugs in different execution paths." }, { - "left": "issue:28282", - "right": "issue:35141", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Missing-library ImportError vs token-embedding resize/post_init reinitialization bug." + "reason": "Float8 storage resolution and flash_attn import handling on Python 3.13 are unrelated optional-dependency issues." }, { - "left": "issue:41720", - "right": "issue:43906", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "The second issue is only an isolated reproduction of another report; there is no evidence it is the same Qwen3 device-map cudaErrorAssert bug." + "reason": "Missing pad_token_idx in StableLmConfig and an unexpected _is_hf_initialized argument in init_empty_weights are separate config/init regressions." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Both involve special tokens, but they are different tokenizers and distinct behaviors." + "reason": "Embedding dtype drift between train/eval and a ZeRO-3 gradient anomaly are not the same problem." }, { - "left": "issue:43577", - "right": "issue:43697", + "left": "issue:44625", + "right": "issue:45759", "accept": false, - "reason": "Different problems: BLIP2 dtype casting vs RTDetrV2 output divergence in v5." + "reason": "num_labels propagation and text_config unwrapping are both Qwen3.5 config issues, but they affect different fields and behaviors." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Different model bugs: auxiliary-loss normalization vs an apex RMSNorm memory leak." + "reason": "MOE weight conversion with accelerate+deepspeed and Qwen3VL MoE loading breakage are related family-wise but not the same concrete bug." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "Both are tokenizer-loading regressions, but one is offline/model_info behavior and the other is a specific model tokenizer load failure." + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are unrelated." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "Different model-loading/runtime bugs: Qwen3-MoE sliding_window vs MobileLLM key error." + "reason": "A real CPU-offload device mismatch is not the same as a stale CI test failure." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "Different regression classes: custom model initialization breakage vs FSDP CPU RAM-efficient loading." + "reason": "A TP OOM on Qwen2-57B and an unreleased MIN_PEFT_VERSION bump are unrelated." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "Tokenizer inconsistency vs MacOS bus error; unrelated symptoms and subsystems." + "reason": "MoE auxiliary-loss normalization and a tokenization regression are different subsystems." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "Both involve MoE models, but one is auxiliary-loss normalization and the other is a native-vs-remote implementation divergence." + "reason": "A Janus model test failure and a dependency-version bump are unrelated." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "Different tokenizer/config bugs: BigBird special-token registration vs DiaConfig losing custom token IDs." + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing are different serve bugs." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Unrelated: auxiliary-loss normalization vs a broad tokenization-version regression." + "reason": "Compiled-forward chunked generation mismatch and Whisper empty-transcription handling are unrelated generation issues." } ] }, @@ -6662,332 +5760,311 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 21, + "review_unit_index": 23, "review_unit_count": 50, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ + "issue:15354", "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", "issue:32090", "issue:33357", - "issue:33666", "issue:34567", - "issue:36010", - "issue:36331", - "issue:41720", - "issue:43262", + "issue:38175", + "issue:39692", + "issue:43232", "issue:43278", "issue:43295", - "issue:43452", + "issue:43450", "issue:43493", - "issue:43504", - "issue:43525", - "issue:43550", + "issue:43540", "issue:43572", - "issue:43577", - "issue:43606", - "issue:43643", "issue:43688", - "issue:43720", - "issue:43742", - "issue:43756", - "issue:43825", - "issue:43927", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", "issue:43994", - "issue:44361", - "issue:44451", - "issue:44464", - "issue:44466", - "issue:44479", + "issue:44186", + "issue:44493", + "issue:44521", "issue:44554", - "issue:44561", "issue:44610", - "issue:44625", - "issue:44821", "issue:44849", - "issue:44913", - "issue:44977", - "issue:45357", - "issue:45491", + "issue:44964", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45381", + "issue:45406", + "issue:45446", + "issue:45520", "issue:45588", "issue:45823", - "issue:46002", "issue:46050", + "issue:46121", "issue:46192", "issue:46209" ], "soft_pairs": [ - "issue:45491|issue:46002", - "issue:43550|issue:43927", - "issue:44464|issue:44977", - "issue:43643|issue:44561", - "issue:43550|issue:44361", - "issue:44479|issue:44625", - "issue:41720|issue:44464", - "issue:44977|issue:46209", - "issue:43577|issue:45588", - "issue:32090|issue:34567", - "issue:43577|issue:44554", - "issue:43504|issue:43550", - "issue:43504|issue:43720", - "issue:43504|issue:44610", - "issue:32090|issue:33666", - "issue:33666|issue:36010", - "issue:44466|issue:46050", - "issue:43742|issue:44821", - "issue:43720|issue:43927", - "issue:45823|issue:46050", - "issue:43606|issue:43927", - "issue:43452|issue:44451", - "issue:43262|issue:43295", - "issue:44849|issue:46209", - "issue:43278|issue:43688", - "issue:43994|issue:46192", - "issue:43525|issue:43572", - "issue:33666|issue:36331", - "issue:43720|issue:44361", - "issue:43756|issue:44913", - "issue:44625|issue:46002", - "issue:43493|issue:43825", + "issue:29942|issue:30333", + "issue:43994|issue:44493", + "issue:45588|issue:46050", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:29159|issue:32090", + "issue:43688|issue:43873", + "issue:44521|issue:45290", + "issue:44554|issue:45446", + "issue:43540|issue:45200", + "issue:45084|issue:45520", + "issue:15354|issue:38175", + "issue:45200|issue:45823", + "issue:43873|issue:46050", + "issue:45072|issue:45198", + "issue:43278|issue:43701", + "issue:43232|issue:44849", + "issue:44186|issue:46192", + "issue:45406|issue:46121", + "issue:45823|issue:46192", + "issue:43493|issue:43701", "issue:28218|issue:33357", - "issue:44849|issue:45357" + "issue:43295|issue:43450", + "issue:43295|issue:44610", + "issue:43572|issue:44987", + "issue:45381|issue:46209", + "issue:43572|issue:43957", + "issue:44554|issue:45356", + "issue:39692|issue:46192", + "issue:45200|issue:45325", + "issue:43295|issue:43873" ], - "prepared_review_unit_hash": "2370325747955e6cb4f1eedc96ba6451d3cb3a7f270be2d83392001cbd7c1f02", + "prepared_review_unit_hash": "b14a563ac4f0f03abec29272518c61d820825a786226e6f40e3d3ec342890c97", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37932, - "estimated_input_tokens": 9483, - "estimated_eval_tokens": 19222 + "soft_pair_count": 31, + "serialized_chars": 37032, + "estimated_input_tokens": 9258, + "estimated_eval_tokens": 18772 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs share generic Transformers terms (config, loading, training, device/dtype, tokenizer) but describe different concrete bugs and code paths. I would not merge any of the suggested pairs as duplicates.", - "confidence": 0.88, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": null, + "summary": "This cluster is highly heterogeneous: the soft pairs share broad subsystem vocabulary but not the same underlying bug or fix. No soft edge should be accepted. The strongest standalone issue is the Gemma4 processor/tokenizer regression because it is concrete, user-facing, and broader than the other highly model-specific reports.", + "confidence": 0.89, + "canonical_issue_reason": "No clear canonical issue for deduping: these items span unrelated failures across tokenizer, generation, quantization, loading, and model-specific regressions. If one must be highlighted, issue 43295 is the broadest actionable regression, but it is not a duplicate of the others.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "issue:43295 is the best standalone representative because it reports a concrete regression with clear impact and a reproducible processor/tokenizer breakage, making it more actionable than the other narrowly scoped or orthogonal issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "Different failures: Gemma3 mixed-length sliding-window attention NaNs vs classification-head NaNs on checkout/init." + "reason": "Different failures: Flash Attention 2 CI vs MLflow reporting on job failure; no shared code path." }, { - "left": "issue:43550", - "right": "issue:43927", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "One is Bamba-9B-v2 torch.compile SDPA, the other DiaConfig save/load custom token IDs and generation IndexError." + "reason": "Both mention model behavior, but one is SigLIP2 output quality and the other is a position-id key warning; not the same bug." }, { - "left": "issue:44464", - "right": "issue:44977", + "left": "issue:45588", + "right": "issue:46050", "accept": false, - "reason": "Both involve generation, but one is chunked generation with compiled forward; the other is Qwen3.5 flash-attention inference failure." + "reason": "Flash-attention integration AttributeError vs quantized save/load breakage; unrelated paths." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "Both are trust_remote_code-adjacent, but one is missing fields from AutoConfig.from_pretrained and the other is removal of is_torch_fx_available breaking remote-code models." + "reason": "ZeRO-3 gradient growth and multimodal model loading are distinct issues." }, { - "left": "issue:43550", - "right": "issue:44361", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "Bamba torch.compile/SDPA bug is unrelated to MLukeTokenizer AttributeError on tasks." + "reason": "Tokenizer spacing bug vs TrainerState accounting bug; different subsystems and symptoms." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "Video-input regression for several Qwen VL models is not the same as Qwen3.5 num_labels propagation." + "reason": "Slow/fast tokenizer inconsistency is unrelated to a trainer GPU broadcast NoneType error." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:43688", + "right": "issue:43873", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert is a different path from chunked generation inconsistency under compiled forward." + "reason": "Aux loss normalization and quantization offloading are different features with different failure modes." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is unrelated to FP8 inference failure on B200." + "reason": "Both involve chat templates, but one is assistant mask generation and the other is tool-call tokenization crash; not the same underlying defect." }, { - "left": "issue:43577", - "right": "issue:45588", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "Blip2 dtype persistence and flash_attention.py s_aux=None crash are unrelated model/runtime bugs." + "reason": "MPS attention correctness issue vs flex_attention version-check/import bug; unrelated code paths." }, { - "left": "issue:32090", - "right": "issue:34567", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is different from TrainerState.num_input_tokens_seen not updating." + "reason": "Video processing error in Qwen3OmniMoe vs Gemma4 mm_token_type_ids defaulting; different model families and bugs." }, { - "left": "issue:43577", - "right": "issue:44554", - "accept": false, - "reason": "Blip2 dtype mismatch is unrelated to the MPS attention value/query head-dim correctness issue." - }, - { - "left": "issue:43504", - "right": "issue:43550", - "accept": false, - "reason": "Legacy field blocking BEiT semantic segmentation loading is not the same as Bamba SDPA compile failure." - }, - { - "left": "issue:43504", - "right": "issue:43720", - "accept": false, - "reason": "Legacy preset loading failure is unrelated to BitNet packed-weight unpacking during accelerate loading." - }, - { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "BEiT legacy-field load bug is different from OmDet-Turbo processor/model input-size mismatch." + "reason": "Template-node compilation TypeError and flash_attn import KeyError are unrelated." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "Trainer GPU broadcast NoneType error and Qwen2-VL multi-GPU training are different training issues." + "reason": "TorchScript generator-expression export failure vs SigLIP2 zero probabilities; no overlap in bug mechanism." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "Qwen2-VL multi-GPU training is unrelated to GenerationMixin import failure." + "reason": "Both are Gemma4-related, but one is missing token-type defaults and the other is a device_map forward mismatch." }, { - "left": "issue:44466", + "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "lm_head.weight serialization inconsistency is different from sinq quantized model save/load breakage." + "reason": "Both touch quantization, but offloading behavior and sinq save/load corruption are distinct problems." }, { - "left": "issue:43742", - "right": "issue:44821", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "MobileLLM loading key error is unrelated to AutoImageProcessor loading from URL." + "reason": "Bfloat16 dtype mismatches in inference vs Wav2Vec2 save_pretrained/tokenization failure; unrelated." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "BitNet packed-weight handling during loading is unrelated to DiaConfig custom token ID persistence." + "reason": "Embedding dtype regression and resume_from_checkpoint key mismatch are separate training behaviors." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:43232", + "right": "issue:44849", "accept": false, - "reason": "Gemma4 device mismatch with auto device map is unrelated to sinq quantization save/load regression." + "reason": "Generation kwargs after sync_gpus vs hidden-state output bug in Qwen3.5; different generation issues." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:44186", + "right": "issue:46192", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig save/load token IDs." + "reason": "Tokenizer crash on NER padding/truncation vs return_tensors being ignored when text_kwargs is set; not the same bug." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "gguf_file loader breakage for AutoTokenizer/AutoModel is unrelated to ScandiBERT load failure." + "reason": "Gemma4Processor missing _tokenizer and rope-parameter JSON list validation are unrelated." }, { - "left": "issue:43262", - "right": "issue:43295", + "left": "issue:45823", + "right": "issue:46192", "accept": false, - "reason": "Audio processor chat-template sample-rate default bug is unrelated to processor.tokenizer/image-passing regression." + "reason": "Gemma4 device mismatch during forward vs tokenizer argument precedence bug; different failure modes." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "Qwen3.5 output_hidden_states bug is unrelated to FP8 inference failure on B200." + "reason": "SigLIP2 implementation discrepancy and checkpoint resume key mismatch do not share a code path." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "Embedding dtype changing between train/eval is unrelated to auxiliary-loss normalization in OLMoE/GPT Oss." + "reason": "Tokenizer added-space bug vs MacOS bus error on CLIP model; no common underlying issue." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "SigLIP2 bad outputs from AutoModel/pipeline are unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "Processor.tokenizer regression and batched video-shape bug are both multimodal, but they affect different APIs and code paths." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:43295", + "right": "issue:44610", "accept": false, - "reason": "Llama4Config missing pad_token_id and StableLmConfig missing pad_token_idx are similar in shape but distinct model config fields and fixes." + "reason": "Processor/tokenizer access regression is not the same as an image-size mismatch between processor and model." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:43572", + "right": "issue:44987", "accept": false, - "reason": "Qwen2-VL multi-GPU training is unrelated to CustomTrainer.compute_loss unexpected num_items_in_batch." + "reason": "StableLmConfig pad_token_idx regression and loading physical-intelligence/fast on 5.1.0 are different version-specific issues." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "BitNet loading/unpacking issue is unrelated to MLukeTokenizer task AttributeError." + "reason": "Qwen2.5-VL video position-id bug and FP8 inference failure on B200 are unrelated." }, { - "left": "issue:43756", - "right": "issue:44913", + "left": "issue:43572", + "right": "issue:43957", "accept": false, - "reason": "Smollm3 RoPE-layer count bug is unrelated to GPTNeoXConfig rotary_pct reload defaulting." + "reason": "Both are loading/version regressions, but one is a missing config field and the other is meta-device loading breakage." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "Qwen3.5 num_labels propagation is unrelated to NaNs in classification heads after checkout/init." + "reason": "Attention correctness on MPS is unrelated to tokenizer codec/regression handling in Kimi-K2.5." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to pipeline translation-task error messaging in v5." + "reason": "Broken docs example and return_tensors precedence bug are unrelated." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "Tokenizer extra-space-after-added-token bug is unrelated to CLIP MacOS bus error." + "reason": "Gemma4 token-type defaults and Qwen2.5-VL temporal position scaling are different multimodal bugs." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Qwen3.5 hidden-states bug is unrelated to incorrect visual encoder keys saved by Qwen3.5." + "reason": "Processor/tokenizer regression is unrelated to quantization offloading behavior." } ] }, @@ -7002,311 +6079,321 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 22, + "review_unit_index": 24, "review_unit_count": 50, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ - "issue:33357", - "issue:33666", - "issue:39692", - "issue:43257", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43262", "issue:43278", "issue:43295", - "issue:43299", "issue:43334", + "issue:43335", + "issue:43425", + "issue:43450", "issue:43493", - "issue:43504", - "issue:43540", - "issue:43572", + "issue:43525", + "issue:43526", + "issue:43550", "issue:43575", - "issue:43606", - "issue:43646", "issue:43653", - "issue:43701", - "issue:43756", + "issue:43696", + "issue:43819", "issue:43824", + "issue:43827", "issue:43844", - "issue:43873", - "issue:43927", - "issue:43994", + "issue:43856", + "issue:43901", + "issue:43957", + "issue:43975", "issue:44112", - "issue:44291", - "issue:44361", - "issue:44423", - "issue:44464", + "issue:44206", + "issue:44442", "issue:44466", - "issue:44488", - "issue:44493", - "issue:44568", - "issue:44589", - "issue:44734", - "issue:44792", - "issue:44843", - "issue:44964", - "issue:44977", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44857", + "issue:44898", "issue:45083", - "issue:45200", - "issue:45229", - "issue:45405", + "issue:45127", + "issue:45198", + "issue:45412", "issue:45520", "issue:45584", - "issue:45759", - "issue:45812", - "issue:45823", - "issue:46050" + "issue:46170", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46234" ], "soft_pairs": [ - "issue:44964|issue:45405", - "issue:39692|issue:43493", - "issue:44568|issue:45812", - "issue:43540|issue:44977", - "issue:43334|issue:43572", - "issue:45200|issue:45229", - "issue:44488|issue:44843", - "issue:43493|issue:43844", - "issue:43278|issue:43844", - "issue:43334|issue:45759", - "issue:39692|issue:43295", - "issue:43756|issue:45083", - "issue:43257|issue:43299", - "issue:43646|issue:44466", - "issue:43824|issue:44589", - "issue:33357|issue:33666", - "issue:45229|issue:45823", - "issue:43504|issue:43606", - "issue:43927|issue:44361", - "issue:44589|issue:45520", - "issue:43572|issue:44291", - "issue:44464|issue:45584", - "issue:43278|issue:43701", - "issue:43504|issue:43653", - "issue:43606|issue:44112", - "issue:43575|issue:45405", - "issue:44792|issue:45405", - "issue:43994|issue:44493", - "issue:44423|issue:44734", - "issue:43873|issue:46050" + "issue:44898|issue:45412", + "issue:43550|issue:43844", + "issue:44466|issue:45127", + "issue:43334|issue:43525", + "issue:37428|issue:43957", + "issue:43450|issue:43575", + "issue:45520|issue:46178", + "issue:43824|issue:43975", + "issue:42490|issue:43696", + "issue:43278|issue:43856", + "issue:43526|issue:46192", + "issue:42915|issue:43824", + "issue:43653|issue:44112", + "issue:38175|issue:43493", + "issue:44442|issue:45198", + "issue:43975|issue:45520", + "issue:43295|issue:43493", + "issue:44561|issue:46234", + "issue:37428|issue:43824", + "issue:38175|issue:45412", + "issue:44514|issue:44521", + "issue:43262|issue:43450", + "issue:41720|issue:46209", + "issue:45520|issue:46170", + "issue:43819|issue:44112", + "issue:44610|issue:44857", + "issue:43827|issue:43901", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:43335|issue:43550", + "issue:37428|issue:43425" ], - "prepared_review_unit_hash": "0832b321236872c2c0a1bd3480dc2e4810bf0e820a33d3a211c79d6840fa5b71", + "prepared_review_unit_hash": "cfb3458c6f0ab6d33f6c0fd750bcf25f093fdc7933e1154758fbdacf56850ce0", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36884, - "estimated_input_tokens": 9221, - "estimated_eval_tokens": 18698 + "soft_pair_count": 31, + "serialized_chars": 37168, + "estimated_input_tokens": 9292, + "estimated_eval_tokens": 18840 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are related only at a broad subsystem level (tokenizers, multimodal models, quantization, device/offload, or v5 regressions) but point to different concrete failures, so none should be merged as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "No single issue cleanly represents the rest as a duplicate cluster; if one anchor is needed, issue 43873 is the broadest and most actively discussed, but it is still a separate bug from the others.", + "summary": "This cluster is mostly a set of unrelated issues. I only see two credible duplicate families: the SigLIP2 output discrepancy reports, and the new-model `pad_token_id` AttributeError reports. The rest are too symptom-specific or too broad to merge.", + "confidence": 0.81, + "canonical_issue_reason": "issue:38175 is the best canonical issue because it is a concrete, reproducible SigLIP2 failure and matches the broader HF-vs-JAX discrepancy report in issue:43493.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best triage anchor because it is current, active, and broadly framed, but it should not be used to collapse the other issues into one duplicate.", + "best_issue_reason": "issue:38175 is the strongest global issue candidate: it is specific enough to anchor the SigLIP2 bug family, has a clear user-facing symptom, and is supported by the accepted soft duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Different problems: model-loading failure for Phi-4 multimodal vs an unreleased PEFT version bump." + "reason": "Different subsystems and failures: Perceiver resolution handling vs RT-DETR model deletion/memory release." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "Both involve SigLIP2, but one is a docs/example error and the other is an implementation-vs-JAX discrepancy." + "reason": "Different code paths: Bamba torch.compile/SDPA behavior vs DeepSpeed ZeRO-3 gradient inflation." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Tokenizer regressions, but for different models and different failure modes (BOS/EOS omission vs wrong Granite token IDs)." + "reason": "Both involve weights, but one is serialization on device placement and the other is LoRA merge/collapse after vocab extension; not the same bug." }, { - "left": "issue:43540", - "right": "issue:44977", - "accept": false, - "reason": "Distinct Qwen multimodal bugs: video-input processing error vs flash-attention generation issue." + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Both report the same concrete AttributeError pattern: config objects missing `pad_token_id` during model loading, likely fixed by the same config-path change." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "Both are missing pad-token fields, but they affect different configs/models and different attribute names." + "reason": "ImportError for a flash-attention helper is unrelated to meta-device loading breakage in trust_remote_code models." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Gemma4 text-only token-type handling is unrelated to the Gemma4 multi-GPU CUDA OOM report." + "reason": "Video processor batching shape bug vs tensor-parallel OOM are unrelated." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:45520", + "right": "issue:46178", "accept": false, - "reason": "One is a model-specific load failure; the other is offline-mode breakage from an unconditional hub call." + "reason": "Both are import/backend lookup errors, but for different symbols and unrelated environments (`flash_attn` on Py3.13 vs `tensorflow_text`)." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "SigLIP2 implementation mismatch is unrelated to the ZeRO-3 gradient amplification bug." + "reason": "ImportError for a missing class and a detokenization bug are different issues." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "Embedding dtype drift in eval is a different issue from the HfDeepSpeedConfig/ZeRO-3 gradient problem." + "reason": "Trailing-slash import warning is unrelated to a CUDA OOM on GPT-oss-20b." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "Different multimodal-config regressions: missing pad_token_id vs not unwrapping text_config in AutoModelForCausalLM.from_config." + "reason": "Embedding dtype mismatch in eval vs MoE training memory usage are different problems." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:43526", + "right": "issue:46192", "accept": false, - "reason": "Both are regressions around model usage, but one is a SigLIP2 docs example and the other is a processor/tokenizer API break." + "reason": "BEiT image label reduction bug vs multimodal `return_tensors` handling are unrelated." }, { - "left": "issue:43756", - "right": "issue:45083", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "Separate model-specific bugs: Smollm3 RoPE layer handling vs qwen3_omni_moe feature-length helper behavior." + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-VL import failure are unrelated." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Both mention Qwen3 MoE, but one is accelerate+deepspeed conversion and the other is a dev-version load regression for Qwen3VL MoE." + "reason": "Tokenizer special-token registration bug vs a stale CI device-override test are not the same bug." }, { - "left": "issue:43646", - "right": "issue:44466", - "accept": false, - "reason": "Different v5 regressions: custom model initialization vs lm_head.weight serialization depending on device." + "left": "issue:38175", + "right": "issue:43493", + "accept": true, + "reason": "Same SigLIP2 failure family: 38175 shows a concrete zero-probability symptom, while 43493 describes the broader HF-vs-JAX implementation discrepancy." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Import error for a missing class is unrelated to the Float8 storage-type lookup failure." + "reason": "Different tokenizer/model failures on different architectures; no concrete shared code-path evidence." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:43975", + "right": "issue:45520", "accept": false, - "reason": "Completely different models and failures: MacOS bus error on CLIP vs Qwen2-VL multi-GPU training." + "reason": "Detokenization regression and flash-attn import mapping error are unrelated." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:43295", + "right": "issue:43493", "accept": false, - "reason": "Both are Gemma4, but one is inference OOM and the other is a forward device mismatch with device_map=\"auto\"." + "reason": "Processor/tokenizer regression in v4.57.5 is unrelated to SigLIP2 implementation divergence." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:44561", + "right": "issue:46234", "accept": false, - "reason": "Legacy-field load failure for BEiT is unrelated to the CPU offload device mismatch in bark-small." + "reason": "Both are missing/removed import-utils helpers, but they affect different symbols and likely different fixes." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Different tokenizer/config bugs: DiaConfig save-load token IDs vs MLukeTokenizer task-time AttributeError." + "reason": "Different missing imports for different model components; no indication of the same underlying bug." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Float8 storage lookup failure is not the same as a flash_attn import-utils KeyError on Python 3.13." + "reason": "SigLIP2 output discrepancy is unrelated to RT-DETR memory reclamation." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Missing pad_token_idx after v5 update is separate from init_empty_weights passing an unexpected _is_hf_initialized argument." + "reason": "Same API area, but one is a batched-input crash and the other is wrong assistant masks; too little evidence they are the same defect." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "Different generation bugs: compiled-forward chunked generation mismatch vs empty-transcription failure after align_special_tokens." + "reason": "Audio chat-template sampling-rate default bug vs video processor batch-shape bug are different processing paths." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "Embedding dtype drift is unrelated to a resume_from_checkpoint key mismatch." + "reason": "Both involve GPU execution, but one is an auto-device-map CUDA assert and the other is FP8 inference on B200; different failures." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:45520", + "right": "issue:46170", "accept": false, - "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are distinct bugs." + "reason": "Different import failures caused by different dependency/platform issues." }, { - "left": "issue:43606", + "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "A real device mismatch bug and a stale GraniteSpeech CI test are not the same underlying issue." + "reason": "DAC latent/STE mismatch is unrelated to a GraniteSpeech CI test issue." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "TP OOM for Qwen2-57B is unrelated to the PEFT minimum-version bump." + "reason": "Processor input-size mismatch vs AMP/CUDA crash are unrelated." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Janus image-generation test failure is unrelated to the PEFT versioning issue." + "reason": "Both are docs-related, but they cover different pipelines and different deprecated behaviors." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys are different symptoms with different likely causes." + "reason": "Different model families and different helper behavior; no shared bug." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Serve crashes differ: one is a multimodal '.to' AttributeError, the other is KV-cache continuation indexing." + "reason": "LaserFeatureExtractor center-arg regression and Whisper empty-transcription failure are unrelated." }, { - "left": "issue:43873", - "right": "issue:46050", + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug vs Bamba compile/SDPA issue are different model bugs." + }, + { + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Both concern quantization/offloading, but one is an offloading behavior bug and the other is save/load corruption after sinq quantization." + "reason": "Flash-attention import error and Torch 2.10 compatibility are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft pairs are well-supported by the titles/symptoms, and the rejected pairs are explained without overclaiming shared root causes. No mergeability issues since this is not a PR pair." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7314,304 +6401,320 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 23, + "review_unit_index": 25, "review_unit_count": 50, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ - "issue:15354", "issue:28218", - "issue:29159", "issue:29942", - "issue:30333", "issue:32090", - "issue:34567", + "issue:35141", "issue:37428", - "issue:38175", "issue:39692", "issue:42490", - "issue:43232", - "issue:43295", - "issue:43450", - "issue:43493", - "issue:43540", - "issue:43572", - "issue:43582", - "issue:43696", - "issue:43701", - "issue:43824", - "issue:43844", - "issue:43957", - "issue:44186", - "issue:44521", - "issue:44554", - "issue:44610", - "issue:44849", - "issue:44964", - "issue:44977", - "issue:44987", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44743", + "issue:44779", + "issue:44792", + "issue:44855", + "issue:44857", "issue:45072", - "issue:45084", - "issue:45198", + "issue:45083", + "issue:45127", "issue:45200", + "issue:45245", "issue:45290", - "issue:45325", - "issue:45356", + "issue:45310", "issue:45381", - "issue:45406", - "issue:45446", - "issue:45520", + "issue:45459", + "issue:45478", + "issue:45563", "issue:45588", + "issue:45593", "issue:45823", - "issue:46050", - "issue:46121", - "issue:46192", - "issue:46209" + "issue:45859", + "issue:46234" ], "soft_pairs": [ - "issue:29942|issue:30333", - "issue:45406|issue:46121", - "issue:45588|issue:46050", - "issue:42490|issue:43696", - "issue:43844|issue:44964", - "issue:28218|issue:34567", - "issue:29159|issue:32090", - "issue:44521|issue:45290", - "issue:43582|issue:44977", - "issue:44554|issue:45446", - "issue:45084|issue:45520", - "issue:43540|issue:45200", - "issue:15354|issue:38175", - "issue:45200|issue:45823", - "issue:45072|issue:45198", - "issue:37428|issue:43957", - "issue:43232|issue:44849", - "issue:44186|issue:46192", - "issue:43493|issue:43701", - "issue:45381|issue:46209", - "issue:45823|issue:46192", - "issue:43295|issue:43450", - "issue:43295|issue:44610", - "issue:43572|issue:44987", - "issue:43572|issue:43957", - "issue:44554|issue:45356", - "issue:39692|issue:46192", - "issue:37428|issue:43824", - "issue:45200|issue:45325" + "issue:44857|issue:45593", + "issue:43606|issue:45083", + "issue:44792|issue:45563", + "issue:44448|issue:44743", + "issue:45127|issue:45245", + "issue:45290|issue:45381", + "issue:45200|issue:45588", + "issue:43335|issue:43653", + "issue:44206|issue:45823", + "issue:43611|issue:43931", + "issue:43550|issue:44112", + "issue:37428|issue:44351", + "issue:44855|issue:45083", + "issue:43819|issue:44493", + "issue:43335|issue:43504", + "issue:45588|issue:45859", + "issue:29942|issue:32090", + "issue:43278|issue:43825", + "issue:43388|issue:43526", + "issue:43335|issue:45083", + "issue:45459|issue:46234", + "issue:39692|issue:43526", + "issue:39692|issue:44493", + "issue:45310|issue:45478", + "issue:43720|issue:44112", + "issue:28218|issue:35141", + "issue:44448|issue:44779", + "issue:43335|issue:44112", + "issue:43335|issue:45072", + "issue:42490|issue:43854", + "issue:43606|issue:44857" ], - "prepared_review_unit_hash": "d5607f5e065fb60fabd435c78876293c9501d54ac277218ed5019e9f7a316022", + "prepared_review_unit_hash": "5cd6dec31ccd454271352ff4be05866f69d03d32d3aad0a5afa1a2b96b15ed58", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36487, - "estimated_input_tokens": 9122, - "estimated_eval_tokens": 18500 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36704, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated individual Transformers issues rather than a duplicate cluster. None of the soft edges look like the same underlying bug or change, so all are rejected.", - "confidence": 0.97, - "canonical_issue_reason": "If one issue must be chosen as a representative, issue 44521 is the clearest, concrete bug report with active discussion and inbound references; it is the most broadly representative item in this set.", + "summary": "Most pairs are unrelated regressions touching different models or code paths. The only clear duplicate is the Qwen3.5 MoE from_pretrained error pair (45310/45478), which appears to report the same loading failure.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45310 is the better canonical issue because it is earlier, has a fuller report, and issue:45478 appears to be the same Qwen3.5 MoE from_pretrained regression with a shorter follow-up report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the strongest standalone issue for triage: it has a precise repro, clear user impact, and external references, making it the best representative issue here.", + "best_issue_reason": "issue:45310 is the strongest issue to anchor the cluster because it is a concrete, well-scoped model-loading regression with a near-exact duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "Flash Attention 2 test failures and MLflow reporting on job failure are unrelated subsystems and failure modes." + "reason": "Different failures: AMP/CUDA loss crash vs auxiliary-loss behavior in D-FINE. No shared code path." }, { - "left": "issue:45406", - "right": "issue:46121", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "Gemma4 processor _tokenizer access and rope-parameter JSON list handling are different code paths with different errors." + "reason": "CPU offload device mismatch for bark-small is unrelated to a feature-length helper behavior in qwen3_omni_moe." }, { - "left": "issue:45588", - "right": "issue:46050", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "A flash_attention aux-argument crash is unrelated to sinq quantized model save/load corruption." + "reason": "Janus image-generation test failure and a stale generate warning are different issues and likely different code paths." }, { - "left": "issue:42490", - "right": "issue:43696", - "accept": false, - "reason": "Local-path import warning and GPT-oss CUDA OOM are clearly different issues." + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output drift is unrelated to qwen3 recurrent-state reset behavior." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "ZeRO-3 gradient behavior and Phi-4 multimodal loading are unrelated bugs." + "reason": "LoRA/extended-vocab collapse and category-count overflow are unrelated bugs." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Tokenizer spacing after added tokens does not match TrainerState token-count tracking." + "reason": "Chat template tool-call crash and qwen2.5-vl video position-id bug are distinct subsystems and symptoms." }, { - "left": "issue:29159", - "right": "issue:32090", + "left": "issue:45200", + "right": "issue:45588", "accept": false, - "reason": "Slow-vs-fast tokenizer inconsistency is unrelated to NoneType broadcast errors in Trainer." + "reason": "Gemma 4 mm_token_type_ids defaulting and flash_attention s_aux=None are separate problems." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "Both involve apply_chat_template, but one is zeroed assistant masks for multimodal inputs while the other is a crash on tool-call messages without content; not the same concrete bug." + "reason": "SwitchTransformers sparse-layer config bug and BigBirdTokenizer special-token registration are unrelated." }, { - "left": "issue:43582", - "right": "issue:44977", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation problems are unrelated." + "reason": "Feature-extractor center-arg crash and Gemma4 PLE device mismatch are different code paths." }, { - "left": "issue:44554", - "right": "issue:45446", + "left": "issue:43611", + "right": "issue:43931", "accept": false, - "reason": "An MPS attention correctness issue and a PyTorch version check bug in flex_attention are different problems." + "reason": "base_model_prefix loading breakage and Qwen3-VL weight-shape mismatch are not the same failure." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "Template-node compilation failure and flash_attn import KeyError on Python 3.13 are unrelated." + "reason": "Bamba torch.compile/SDPA failure and GraniteSpeech stale device override are unrelated CI/model issues." }, { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Video-input processing failure in Qwen3OmniMoe is unrelated to Gemma4 mm_token_type_ids defaults." + "reason": "Two import errors, but for different missing symbols and different modules; not the same bug." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "torch.jit.script GeneratorExp export failure and unexpected zero probabilities in SigLIP2 are unrelated." + "reason": "Python 3.13 IndentationError in DebertaV2Model is unrelated to qwen3_omni_moe feature-length output lengths." }, { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "Missing mm_token_type_ids defaults and Gemma4 device-map mismatch are different forward-path bugs." + "reason": "DAC latent decoding mismatch and position-id unexpected-key warnings are different model behaviors." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "bfloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures do not match." + "reason": "SwitchTransformers sparse-layer creation and BEiT semantic-segmentation legacy-field loading are unrelated." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "A missing flash attention helper import and torch.device(\"meta\") model-loading breakage are different compatibility issues." + "reason": "Both involve attention/MoE-related areas, but one is a flash_attention sink-less crash and the other is CPU-offload incompatibility in rotary embedding; not the same concrete bug." }, { - "left": "issue:43232", - "right": "issue:44849", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "Generation kwargs sync after sync_gpus and Qwen3.5 output_hidden_states behavior are unrelated generation bugs." + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType error are unrelated." }, { - "left": "issue:44186", - "right": "issue:46192", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/padding are not the same as return_tensors being ignored when text_kwargs is set." + "reason": "Embedding dtype drift in train/eval and an incorrect pipeline warning message are unrelated." }, { - "left": "issue:43493", - "right": "issue:43701", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." + "reason": "Batch-label dropping in gather_for_metrics and BeitImageProcessorFast reduce_labels returning one label are different label-handling bugs." }, { - "left": "issue:45381", - "right": "issue:46209", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Qwen2.5-VL video position-id bug and FP8 inference failure on B200 are different hardware/model issues." + "reason": "Sparse-layer config bug and qwen3_omni_moe feature-length helper issue are unrelated." }, { - "left": "issue:45823", - "right": "issue:46192", + "left": "issue:45459", + "right": "issue:46234", "accept": false, - "reason": "Gemma4 device-map placement bug and return_tensors precedence bug are not the same failure." + "reason": "Tokenizer protobuf-error handling and missing import_utils flag are different import/tokenizer issues." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "Processor.tokenizer regression with image inputs is unrelated to video processor output shape for batched inputs." + "reason": "SigLIP2 doc example errors are unrelated to BeitImageProcessorFast label reduction." }, { - "left": "issue:43295", - "right": "issue:44610", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Custom processor.tokenizer regression and OmDet-Turbo image-size mismatch are different model-specific issues." + "reason": "Documentation example failures and position-id unexpected-key warnings are unrelated." }, { - "left": "issue:43572", - "right": "issue:44987", + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "These describe the same Qwen3.5 MoE from_pretrained failure; the titles, version trigger, and symptom match closely." + }, + { + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and loading physical-intelligence/fast on transformers>=5.1.0 are unrelated." + "reason": "BitNet packed-weight loading and GraniteSpeech stale device override are different regressions." }, { - "left": "issue:43572", - "right": "issue:43957", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Missing StableLmConfig pad_token_idx and meta-device loading failures affect different mechanisms." + "reason": "Tokenizer extra-space after added token and output embedding reinitialization after resize are separate tokenizer/model-init problems." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "MPS attention correctness with mismatched head dims and Kimi-K2.5 tokenizer codec regression are unrelated." + "reason": "Pegasus output drift and Deepseek tokenizer regression are model-specific and not the same bug." }, { - "left": "issue:39692", - "right": "issue:46192", + "left": "issue:43335", + "right": "issue:44112", "accept": false, - "reason": "SigLIP2 documentation errors and return_tensors precedence are not the same bug." + "reason": "SwitchTransformers sparse-layer creation and GraniteSpeech CI device override are unrelated." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:43335", + "right": "issue:45072", "accept": false, - "reason": "Missing flash-support import and missing Qwen2.5-VL symbol export are different import errors." + "reason": "SwitchTransformers config bug and bf16 dtype mismatch in inference are not the same underlying issue." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash import warning and GLM-4.7-Flash unit-test load failure are different loading issues." + }, + { + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Gemma4 multimodal token-type defaults and Qwen2.5-VL rope-index scaling are unrelated model bugs." + "reason": "CPU offload device mismatch for bark-small and LwDetrImageLoss AMP crash are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the one accepted duplicate pair (45310/45478) is supported by matching titles and closely aligned descriptions. The other soft-edge rejections stay conservative and do not overclaim shared bugs beyond what the titles suggest." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7619,296 +6722,434 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 24, + "review_unit_index": 26, "review_unit_count": 50, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ - "issue:28218", + "issue:25251", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", "issue:35141", + "issue:36010", + "issue:37428", "issue:38175", - "issue:41720", + "issue:40444", "issue:42490", - "issue:42915", - "issue:43262", "issue:43278", - "issue:43295", - "issue:43334", - "issue:43388", - "issue:43450", - "issue:43493", - "issue:43525", + "issue:43381", + "issue:43412", "issue:43526", "issue:43550", "issue:43575", "issue:43653", - "issue:43819", - "issue:43824", - "issue:43827", - "issue:43844", - "issue:43856", - "issue:43873", - "issue:43901", - "issue:43975", - "issue:44112", - "issue:44206", - "issue:44442", + "issue:43701", + "issue:43746", + "issue:43927", + "issue:44360", + "issue:44448", "issue:44466", - "issue:44514", - "issue:44521", - "issue:44610", - "issue:44792", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", "issue:44857", - "issue:44898", + "issue:44977", + "issue:45072", "issue:45083", - "issue:45127", "issue:45198", - "issue:45412", - "issue:45520", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45459", + "issue:45491", "issue:45563", - "issue:45584", - "issue:46170", - "issue:46178", + "issue:45588", + "issue:45698", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:45920", "issue:46192", "issue:46209" ], "soft_pairs": [ - "issue:43295|issue:43873", - "issue:45520|issue:46178", - "issue:44898|issue:45412", - "issue:43550|issue:43844", - "issue:44466|issue:45127", - "issue:43334|issue:43525", - "issue:43450|issue:43575", - "issue:44792|issue:45563", - "issue:43824|issue:43975", - "issue:41720|issue:46209", - "issue:42915|issue:43824", - "issue:43388|issue:43526", - "issue:42490|issue:43493", - "issue:43278|issue:43856", - "issue:28218|issue:35141", - "issue:43653|issue:44112", - "issue:43526|issue:46192", - "issue:38175|issue:43493", - "issue:44442|issue:45198", - "issue:43975|issue:45520", - "issue:38175|issue:45412", - "issue:44514|issue:44521", - "issue:43262|issue:43450", - "issue:45520|issue:46170", - "issue:44206|issue:45584", - "issue:43819|issue:44112", - "issue:44610|issue:44857", - "issue:43827|issue:43901", - "issue:43819|issue:45083" + "issue:45920|issue:46192", + "issue:38175|issue:44493", + "issue:44360|issue:44561", + "issue:44977|issue:45229", + "issue:44857|issue:45072", + "issue:44448|issue:44977", + "issue:34689|issue:35141", + "issue:43701|issue:45083", + "issue:29127|issue:32090", + "issue:43550|issue:45083", + "issue:40444|issue:43526", + "issue:43927|issue:45698", + "issue:29942|issue:35141", + "issue:42490|issue:43575", + "issue:44561|issue:44779", + "issue:44977|issue:45563", + "issue:44857|issue:45588", + "issue:43746|issue:46209", + "issue:44568|issue:45491", + "issue:45372|issue:45588", + "issue:43412|issue:45588", + "issue:45198|issue:45803", + "issue:43278|issue:43381", + "issue:45588|issue:45823", + "issue:36010|issue:37428", + "issue:44448|issue:44466", + "issue:43653|issue:44743", + "issue:25251|issue:32090", + "issue:45245|issue:45563", + "issue:45459|issue:45712" ], - "prepared_review_unit_hash": "81b1cf32396df91c8872ddf470374cac6fc897b59501e9223e17815a733918a6", + "prepared_review_unit_hash": "5a8a500586b956e19966c90c7e6be3acad6c1ef48fa8da9827c5027e4fbf9c71", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36003, - "estimated_input_tokens": 9001, - "estimated_eval_tokens": 18258 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36945, + "estimated_input_tokens": 9237, + "estimated_eval_tokens": 18730 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": { - "summary": "All soft pairs are false positives: they share superficial themes (tokenizers, vision models, imports, docs, etc.) but describe different bugs, models, or code paths. No pull requests are present.", - "confidence": 0.92, - "canonical_issue_reason": "No pair looks like a true duplicate cluster. If one issue must serve as a representative, issue:45520 is the broadest core-runtime import bug and is the least model-specific of the set.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue:45520 is the best standalone representative because it concerns shared import infrastructure and has broader applicability than the model-specific or docs-only reports.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43295", - "right": "issue:43873", - "accept": false, - "reason": "Different failures: processor.tokenizer / batched image handling regression vs quantization offloading behavior." - }, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 27, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43421", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44610", + "issue:44734", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:46121" + ], + "soft_pairs": [ + "issue:43065|issue:45412", + "issue:44186|issue:45198", + "issue:43611|issue:46121", + "issue:44871|issue:44977", + "issue:44361|issue:45198", + "issue:44206|issue:44479", + "issue:33357|issue:39692", + "issue:45372|issue:45459", + "issue:29942|issue:30064", + "issue:29127|issue:34567", + "issue:43976|issue:45440", + "issue:42915|issue:42994", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:43278|issue:43575", + "issue:10000|issue:15354", + "issue:43066|issue:44462", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:44734|issue:45406", + "issue:43421|issue:45491", + "issue:43653|issue:44442", + "issue:43065|issue:43994", + "issue:43381|issue:43701", + "issue:44610|issue:45412", + "issue:41720|issue:45229", + "issue:32090|issue:33357", + "issue:43756|issue:45440", + "issue:45372|issue:45406", + "issue:29942|issue:36010", + "issue:43278|issue:43329" + ], + "prepared_review_unit_hash": "5ab9e8e6751ad943b2a07707fc5fb694fcc97535afd2e2643835a0b1d07d9256", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37059, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose cluster of Transformers issues with superficial text similarity, but the pairs describe different model, tokenizer, processor, serving, and training failures. I would not merge any soft edge; the cluster is better treated as separate bugs that happen to share subsystem vocabulary.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43873 is the broadest and most centrally framed bug report in the set, with active discussion and inbound references, so it is the best triage anchor if a single representative is needed. That said, the surrounding items are heterogeneous and do not appear to be duplicates of it.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the most generic and discussion-rich report, making it the most suitable single issue to represent the cluster for navigation and triage. It should be used as an anchor only, not as evidence that the other items are duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Both are import-related, but one is a flash_attn KeyError on Python 3.13 and the other is a BACKENDS_MAPPING error for tensorflow_text; different code paths and causes." + "reason": "Both involve model components and memory-like behavior, but one is a dummy Conv2d in Sam3PixelDecoder while the other is RT-DETR cleanup/memory release; different bugs and code paths." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Perceiver resolution/interpolation failure is unrelated to RT-DETR memory not being released after deletion." + "reason": "Both mention tokenization-related failures, but one is LayoutLMv2 NER/padding crashes and the other is Wav2Vec2 save_pretrained/tokenization failure; not the same defect." }, { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "torch.compile + SDPA crash in Bamba is not the same as gradient explosion with DeepSpeed ZeRO-3." + "reason": "One is a Transformers 5 loading regression around base_model_prefix, the other is a rope-parameter validation TypeError on JSON-loaded lists; unrelated failure modes." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Both mention tied weights, but one is device-dependent serialization of lm_head.weight and the other is LoRA merge collapse with extended vocabulary." + "reason": "Gemma eos_token_id inconsistency is a config mismatch, while Qwen3.5 flash-attention generation issues are an attention/runtime bug; no shared underlying code path." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Same missing-attribute symptom, but different configs/models (Qwen3-VL vs Llama4) and likely separate fixes." + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization problems both touch tokenizers, but they affect different tokenizer implementations and different crashes." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Video batched-shape bug and Qwen2-57B tensor-parallel OOM are unrelated." + "reason": "LasrFeatureExtractor unsupported center arg is an extractor API regression; qwen2_5_vl/qwen3_vl video input regression is a multimodal processor issue, not the same bug." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "A failing janus generate_images test is not the same as a stale warning about num_return_sequences in paged generate()." + "reason": "Both are Mac/CLIP-ish vision issues at a high level, but one is a bus error on community CLIP models and the other is a SigLIP2 docs example mismatch/quantization failure." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "ImportError for Qwen2_5_VLForConditionalGeneration and DeepSeek-Coder detokenization regression are different bugs." + "reason": "Gemma4 processor loading fails because of a missing mistral_common import, while the protobuf issue hides tokenizer errors when protobuf is absent; distinct root causes." }, { - "left": "issue:41720", - "right": "issue:46209", + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are different image/model pipeline problems with no concrete shared bug." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging for insufficient boxes and TrainerState num_input_tokens_seen not updating are unrelated; one is user-facing validation, the other is trainer accounting." + }, + { + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Different models, hardware, and symptoms: Qwen3 auto device mapping cudaErrorAssert vs FP8 inference failure on B200." + "reason": "Python version compatibility regression and DeepseekV3MoE divergence are separate broad regressions with different triggers and affected subsystems." }, { "left": "issue:42915", - "right": "issue:43824", + "right": "issue:42994", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to a Qwen2.5-VL import error." + "reason": "Qwen3MoE FineGrainedFP8Config failure and quantized model saving failure both involve quantization, but one is loading/configuration and the other is serialization/saving." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Both involve labels, but one drops elements in gather_for_metrics and the other reduces Beit image labels incorrectly; different layers and behavior." + "reason": "SigLIP2 nonsensical outputs via AutoModel/pipeline and RT-DETR memory release are different model correctness vs lifecycle issues." }, { - "left": "issue:42490", - "right": "issue:43493", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Trailing-slash local model loading warning is unrelated to the SigLIP2 HF-vs-JAX discrepancy." + "reason": "torch.export.export with torch_compilable_check and Wav2Vec2 save/tokenization failure are unrelated; one is export compatibility, the other is tokenizer/model save behavior." }, { "left": "issue:43278", - "right": "issue:43856", + "right": "issue:43575", "accept": false, - "reason": "Embedding dtype drift during evaluate and Qwen3 MoE memory usage are unrelated issues." + "reason": "Embedding dtype mismatch in evaluate and Qwen2-57B-A14B-Instruct tp OOM are different performance/correctness issues with no shared fix." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization when resizing embeddings with tie_word_embedding=False." + "reason": "German DistilBertModel issue and GeneratorExp torch.jit.script export failure are entirely separate legacy bugs." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug and GraniteSpeech CI test flake are different problems." + "reason": "Wrong tokenizer decoder type in Transformers v5 and AutoTokenizer ignoring tokenizer.json are both tokenizer-loading related, but they concern different logic and symptoms." }, { - "left": "issue:43526", - "right": "issue:46192", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "Local path trailing-slash import warning and quantization offloading not working are unrelated; one is path parsing, the other is model offload behavior." }, { - "left": "issue:38175", - "right": "issue:43493", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Both mention SigLIP2, but one reports zero probabilities while the other is a broader HF-vs-JAX implementation mismatch; not enough to treat as the same concrete bug." + "reason": "Both involve loading/resource behavior, but offloading with quantization is not the same as Gemma4 multi-GPU CUDA OOM; different models and failure mechanisms." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "FastSpeech2Conformer tokenizer loading failure and Wav2Vec2 save_pretrained/tokenization failure are separate audio-tokenizer bugs." + "reason": "KV cache continuation wrong tensor indexing in transformers serve is a server-side runtime bug, while Gemma4Processor missing _tokenizer is an initialization/API bug." }, { - "left": "issue:43975", - "right": "issue:45520", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Detokenization regression in DeepSeek-Coder v5 is unrelated to a flash_attn import KeyError." + "reason": "Runtime special-token post-processor updates and Gemma3 NaN embeddings with mixed-length batching are different tokenizer vs attention-masking defects." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "SigLIP2 zero probabilities and RT-DETR memory leak are entirely different bugs." + "reason": "BigBirdTokenizer mask token registration is a specific tokenizer special-token bug, whereas FastSpeech2ConformerTokenizer loading failure is a different AutoTokenizer resolution problem." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Both are Qwen2.5-VL chat-template issues, but one crashes on batched padding=False input while the other returns all-zero assistant masks; different symptoms and likely different fixes." + "reason": "Sam3PixelDecoder dummy Conv2d and SigLIP2 AutoModel/pipeline nonsense outputs are unrelated model-specific issues." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Audio chat-template sampling-rate default bug is unrelated to batched video processor shape output." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate training-flow bugs; not the same underlying defect." }, { - "left": "issue:45520", - "right": "issue:46170", + "left": "issue:44610", + "right": "issue:45412", "accept": false, - "reason": "Both are import failures, but one is flash_attn on Python 3.13 and the other is a Windows/ROCm torch.distributed dependency issue." + "reason": "OmDet-Turbo processor output size mismatch and RT-DETR memory release are different vision-model issues with different code paths." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor is unrelated to Whisper failing on empty transcription after align_special_tokens." + "reason": "Qwen3 auto device mapping cudaErrorAssert and Gemma4 multi-GPU OOM are both GPU deployment issues, but they are distinct failures with different causes." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "DAC.from_latents mismatch and a GraniteSpeech stale CI test have no shared underlying code path." + "reason": "Trainer _gpu_broadcast_one NoneType error and Mac bus error on CLIP are unrelated runtime failures." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "Processor output size mismatch for OmDet-Turbo is unrelated to an AMP/CUDA crash in LwDetrImageLoss." + "reason": "Smollm3 RoPE layer drop and DeepseekV3MoE divergence are model-architecture discrepancies in different families, not the same bug." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Both are docs issues, but they concern different pipeline deprecations and different pages; not the same bug/change." + "reason": "Gemma4 processor loading ImportError and transformers serve missing _tokenizer are both Gemma4-related, but one is dependency import failure and the other is a processor attribute bug." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures and GenerationMixin import error are unrelated issues with different components and triggers." + }, + { + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "DAC STE mismatch and qwen3_omni_moe feature-extract length helper behavior are unrelated." + "reason": "BF16-to-FP32 embedding dtype change during evaluate and undefined video multimodal token counting are unrelated bugs." } ] }, @@ -7923,335 +7164,282 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 25, + "review_unit_index": 28, "review_unit_count": 50, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ + "issue:28218", "issue:29127", - "issue:29942", "issue:32090", - "issue:34689", + "issue:33357", "issue:35141", - "issue:37428", - "issue:39692", + "issue:38175", "issue:42490", - "issue:43278", - "issue:43335", - "issue:43425", - "issue:43504", - "issue:43526", - "issue:43550", - "issue:43606", - "issue:43611", - "issue:43653", - "issue:43720", - "issue:43819", - "issue:43825", - "issue:43854", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43824", "issue:43931", - "issue:44112", + "issue:44062", + "issue:44077", + "issue:44186", "issue:44206", - 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"prepared_review_unit_hash": "7ab05a267208bec123d92f9f7ff4e48545c6428d178a6d738d406c63274802ad", + "prepared_review_unit_hash": "f7c68ca10fa952112fb56de2e4889b9df210de62a3a23d79c9d8f6978726d6c3", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37806, - "estimated_input_tokens": 9452, - "estimated_eval_tokens": 19160 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34969, + "estimated_input_tokens": 8743, + "estimated_eval_tokens": 17742 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated regression reports across different models/subsystems. The only clear duplicate-like pair is the two near-identical Qwen3.5 MoE from_pretrained failures.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45310 is the clearest canonical issue: it is the older, more specific report for the Qwen3.5 MoE from_pretrained regression, and issue:45478 reads like a follow-up/duplicate of the same failure.", + "summary": "These items are broadly similar only at a superficial level (regressions, loading errors, tokenizer/generation bugs) but they do not describe the same underlying defect or fix path. None of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best representative issue overall because it captures a concrete, reproducible model-loading regression and has a strong duplicate counterpart, making it the most suitable anchor for triage.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:37428", - "right": "issue:43425", - "accept": false, - "reason": "Different failures: flash-attention helper import error vs Torch 2.10 compatibility break." - }, - { - "left": "issue:43335", - "right": "issue:43550", - "accept": false, - "reason": "Unrelated bugs: sparse-layer config creation vs torch.compile/SDPA failure in Bamba." - }, - { - "left": "issue:43606", - "right": "issue:45083", - "accept": false, - "reason": "Different code paths: CPU offload device mismatch vs qwen3_omni_moe feature-length helper behavior." - }, - { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "Different model/components: AMP float16 crash in LwDetrImageLoss vs missing auxiliary losses in D-FINE." + "reason": "Different bugs in different processors: BEiT Fast image label reduction vs Kosmos2.5 OCR long-input index error." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Flash Attention 2 test failures are not the same as the Trainer _gpu_broadcast_one NoneType error." + "reason": "Unrelated model behaviors: CLIPVision hidden_states regression vs Qwen3.5Moe rotary embedding CPU offload incompatibility." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:43723", + "right": "issue:44554", "accept": false, - "reason": "Different regressions: Pegasus output drift between v4/v5 vs Qwen recurrent-state reset with cache." + "reason": "Tokenizer loading failure in v5 is unrelated to an MPS attention correctness bug with mismatched value/query head dims." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "LoRA/tied-embedding collapse is unrelated to the category-count limit RuntimeError." + "reason": "Both are import-time Python issues, but one is auto-docstring annotation handling and the other is Gemma 4 processor loading via mistral_common ReasoningEffort." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "Chat template tool-call crash is unrelated to Qwen2.5-VL video vision_position_ids behavior." + "reason": "Different model-specific problems: DeepSeekV3 native implementation divergence vs D-FINE auxiliary loss omission when denoising is off." }, { - "left": "issue:45200", - "right": "issue:45588", + "left": "issue:43526", + "right": "issue:44186", "accept": false, - "reason": "Gemma4 text-only token-type handling is unrelated to the flash_attention s_aux=None crash." + "reason": "Both involve image/processor code, but one is a label reduction bug and the other is LayoutLMv2Tokenizer crashing on NER padding/truncation." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Different import failures: flash-attention utility symbol missing vs HybridCache import error." + "reason": "Different Qwen3-VL/Qwen3-MoE failures: missing pad_token_id on text config vs sliding_window behavior in MoE models." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Sparse-layer config bug and BigBirdTokenizer special-token registration are unrelated." + "reason": "One is tensor-parallel OOM loading a large Qwen2 model; the other is a resume_from_checkpoint key mismatch." }, { - "left": "issue:43611", - "right": "issue:43931", + "left": "issue:43526", + "right": "issue:44857", "accept": false, - "reason": "base_model_prefix loading breakage is not the same as Qwen3-VL weight-shape mismatch." + "reason": "Different detection/image bugs: BEiT label reduction vs LwDetrImageLoss AMP CUDA crash." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Unsupported feature-extractor arg and Gemma4 PLE device mismatch are different problems." + "reason": "Qwen3.5 flash-attention generation issue is unrelated to the 2^24 category-count limit runtime error." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "Torch.compile SDPA bug in Bamba is unrelated to a stale CI device-override test." + "reason": "Local path import warning and gradient checkpointing eval-mode restriction are unrelated behaviors." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "DAC from_latents/STE mismatch is unrelated to unexpected position-id keys across models." + "reason": "Large-model TP OOM is not the same as increased CUDA reserved memory under int4 quantization." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Python 3.13 IndentationError on import is unrelated to qwen3_omni_moe output-length behavior." + "reason": "Qwen2.5-VL import error and a generic dependency issue with transformers do not describe the same failure." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Sparse-layer creation bug and Beit legacy-field loading failure do not share the same code-path." + "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Both involve Qwen3.5/MoE-ish flash/offload areas, but one is an AttributeError on sink-less flash attention while the other is CPU-offload incompatibility in rotary embedding." + "reason": "Different code paths: Qwen3.5 recurrent state reset with cache vs Whisper processor.batch_decode skip_special_tokens handling." }, { "left": "issue:29127", - "right": "issue:32090", - "accept": false, - "reason": "LayoutLMv3 error-message clarity issue is unrelated to the Trainer broadcast NoneType crash." - }, - { - "left": "issue:43278", - "right": "issue:43825", - "accept": false, - "reason": "Embedding dtype drift during evaluate is unrelated to the pipeline translation-task error message regression." - }, - { - "left": "issue:43335", - "right": "issue:45083", - "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to qwen3_omni_moe feature-length helper behavior." - }, - { - "left": "issue:39692", - "right": "issue:43526", + "right": "issue:35141", "accept": false, - "reason": "SigLIP2 docs example errors and BeitImageProcessorFast reduce_labels bug are different issues." + "reason": "Both are library bugs, but one is LayoutLMv3 error messaging and the other is token embedding resize/post_init reinitialization." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Documentation example failures are unrelated to position-id key regressions." - }, - { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Near-identical Qwen3.5 MoE from_pretrained failures with the same regression surface; these look like the same underlying bug." + "reason": "Qwen3Moe FP8 config failure is a different issue from Qwen3-VL weight shape mismatch during loading." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to the stale GraniteSpeech CI device override test." + "reason": "Transformers 5 custom model init breakage is not the same as patchtsmixer no-longer-allowed optional post_init behavior." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "Sparse-layer config creation and GraniteSpeech CI device-override flakiness are unrelated." + "reason": "Audio processor chat template sampling-rate defaulting and LasrFeatureExtractor center-arg crash are unrelated processor regressions." }, { - "left": "issue:43335", - "right": "issue:45072", + "left": "issue:44977", + "right": "issue:45584", "accept": false, - "reason": "Sparse-layer creation bug is unrelated to bfloat16 dtype mismatches in inference." + "reason": "Both involve generation, but one is flash-attention behavior in Qwen3.5 and the other is Whisper empty transcription after align_special_tokens." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:43452", + "right": "issue:45588", "accept": false, - "reason": "Pegasus v4/v5 output drift is unrelated to DeepSeek tokenizer regression." + "reason": "Tokenizer/model loading with gguf_file and flash_attention s_aux=None AttributeError are different failures in different subsystems." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:33357", + "right": "issue:38175", "accept": false, - "reason": "Local-path trailing-slash import warning is unrelated to GLM-4.7-Flash model loading in tests." + "reason": "MacOS bus error on pretrained CLIP models is not the same as unexpected zero probabilities in siglip2-base-patch16-224." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "DSA indexer missing ReLU is unrelated to removal of is_torch_fx_available affecting trust_remote_code models." + "reason": "AddedToken keyword duplication and list_repo_files revision forwarding are unrelated API bugs." }, { - "left": "issue:45920", - "right": "issue:46192", + "left": "issue:44464", + "right": "issue:45491", "accept": false, - "reason": "AutoTokenizer wrong token IDs regression is not the same as silently ignoring return_tensors when text_kwargs is passed." + "reason": "Chunked generation inconsistency with compiled forward is distinct from Gemma3 NaN embeddings with sliding-window all-padding windows." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "CPU offload device mismatch in Bark is unrelated to LwDetrImageLoss AMP crashes." + "reason": "Tokenizer extra-space after added token is unrelated to Trainer/_gpu_broadcast_one NoneType handling." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "Llama 3.2 Vision model-loading regression is unrelated to embedding reinitialization after resizing token embeddings." + "reason": "Tokenizer loading failure and Perceiver non-default-resolution interpolation failure are different model/input-path issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative overall. The duplicate-like call on issue:45310 / issue:45478 is supported by the identical titles and high similarity, and the rejected soft pairs are consistent with the packet. No PR-mergeability concerns apply here." - }, - "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 }, @@ -8259,303 +7447,402 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 26, + "review_unit_index": 29, "review_unit_count": 50, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ - "issue:10000", - "issue:15354", - "issue:28218", - "issue:29942", + "issue:29127", "issue:32090", + "issue:33290", "issue:33357", - "issue:35141", - "issue:37428", - "issue:38175", - "issue:40444", - "issue:41720", - "issue:42490", - "issue:43278", - "issue:43329", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:42175", + "issue:42907", + "issue:43316", "issue:43381", - "issue:43412", - "issue:43526", + "issue:43493", + "issue:43525", "issue:43550", - "issue:43575", - "issue:43701", - "issue:43723", - "issue:43746", + "issue:43611", + "issue:43643", + "issue:43650", + "issue:43720", + "issue:43761", + "issue:43827", "issue:43873", - "issue:43927", - "issue:44448", - "issue:44462", - "issue:44493", - "issue:44554", - "issue:44561", + "issue:43931", + "issue:44077", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", "issue:44568", - "issue:44779", - "issue:44857", - "issue:44977", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44964", "issue:44987", - "issue:45072", - "issue:45083", - "issue:45198", - "issue:45229", - "issue:45372", - "issue:45406", - "issue:45491", - "issue:45563", - "issue:45588", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45479", "issue:45698", + "issue:45759", "issue:45803", - "issue:45823", - "issue:46209" + "issue:46178", + "issue:46202", + "issue:46209", + "issue:46234" ], "soft_pairs": [ - "issue:38175|issue:44493", - "issue:44977|issue:45229", - "issue:44857|issue:45072", - "issue:43746|issue:46209", - "issue:44448|issue:44977", - "issue:40444|issue:43526", - "issue:28218|issue:32090", - "issue:43701|issue:45083", - "issue:29942|issue:35141", - "issue:32090|issue:33357", - "issue:43550|issue:45083", - "issue:43723|issue:44554", - "issue:37428|issue:44987", - "issue:44561|issue:44779", - "issue:43873|issue:45229", - "issue:43927|issue:45698", - "issue:44462|issue:44561", - "issue:43278|issue:43329", - "issue:42490|issue:43575", - "issue:10000|issue:15354", - "issue:41720|issue:45229", - "issue:44977|issue:45563", - "issue:45372|issue:45588", - "issue:44568|issue:45491", - "issue:44857|issue:45588", - "issue:43412|issue:45588", - "issue:45198|issue:45803", - "issue:45372|issue:45406", - "issue:43278|issue:43381", - "issue:45588|issue:45823" + "issue:33290|issue:34567", + "issue:43381|issue:43873", + "issue:43316|issue:43525", + "issue:44479|issue:45290", + "issue:44964|issue:45440", + "issue:43720|issue:44442", + "issue:34689|issue:43611", + "issue:42175|issue:46234", + "issue:32090|issue:33290", + "issue:44442|issue:45803", + "issue:43550|issue:44743", + "issue:43931|issue:45216", + "issue:43493|issue:43827", + "issue:34689|issue:36010", + "issue:43316|issue:45759", + "issue:45290|issue:46209", + "issue:43761|issue:44188", + "issue:43873|issue:44871", + "issue:42907|issue:45698", + "issue:43643|issue:44913", + "issue:44987|issue:46178", + "issue:44077|issue:44479", + "issue:44568|issue:45479", + "issue:44855|issue:45137", + "issue:43650|issue:46202", + "issue:33290|issue:34689", + "issue:44190|issue:44496", + "issue:29127|issue:33357" ], - "prepared_review_unit_hash": "e02635811b9a4fc6577f8c5dc5472aeb7d4e0f8eaca48df451d8e8c15697dbd3", + "prepared_review_unit_hash": "12b3e998421fd537a15b4446f94f6d009627c6a1dfd842dfb1a9cbda5ac7f5d6", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36245, - "estimated_input_tokens": 9062, - "estimated_eval_tokens": 18380 + "soft_pair_count": 28, + "serialized_chars": 35759, + "estimated_input_tokens": 8940, + "estimated_eval_tokens": 18136 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 30, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:33290", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:44162", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45200", + "issue:45542", + "issue:45584", + "issue:45656", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46234" + ], + "soft_pairs": [ + "issue:25251|issue:28282", + "issue:43295|issue:43825", + "issue:43550|issue:43701", + "issue:42617|issue:43575", + "issue:43606|issue:43701", + "issue:43540|issue:44514", + "issue:43316|issue:43716", + "issue:44871|issue:45584", + "issue:44162|issue:44792", + "issue:43316|issue:44877", + "issue:33290|issue:35141", + "issue:43575|issue:43742", + "issue:33290|issue:45656", + "issue:45803|issue:46170", + "issue:43404|issue:43441", + "issue:43295|issue:44871", + "issue:43065|issue:44617", + "issue:41950|issue:43475", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:43761|issue:44479", + "issue:45127|issue:45200", + "issue:43572|issue:46178", + "issue:45542|issue:46234", + "issue:43232|issue:43388", + "issue:43504|issue:45698" + ], + "prepared_review_unit_hash": "8510364ce843cae819b4109504d0aad7419a1b15bd9779e92a02ee31673743b4", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35194, + "estimated_input_tokens": 8799, + "estimated_eval_tokens": 17854 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft links are largely topical false positives: these issues span unrelated tokenizer, model-loading, attention, dtype, and runtime bugs. I don't see any pair that is clearly the same underlying defect; the only near-adjacent case is the Gemma4 processor-loading subgroup, but even there the failures differ.", - "confidence": 0.94, - "canonical_issue_reason": "No strong canonical issue exists for this cluster because the items are heterogeneous; issue 45372 is only the closest local representative of the Gemma4 processor-loading subgroup.", + "summary": "This set is a broad mix of unrelated bug reports across loading, generation, multimodal pipelines, configs, and training/runtime issues. None of the soft pairs look like the same underlying defect, so no duplicate cluster emerges here.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "45372 is the best issue to anchor the nearest related subgroup because it has the clearest, most specific failure report, but it is not a good global duplicate hub for the full set.", + "best_issue_reason": "issue:45698 is the strongest representative issue: it is an open, concrete save/load regression with substantial discussion and references, making it the most broadly useful triage anchor among these items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "Different symptoms and domains: zero probabilities in SigLIP2 vs unexpected position-id keys; not the same bug." + "reason": "Different failures: pipeline output nesting vs missing PyTorch for AutoModel import." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "One is flash-attention generation behavior, the other is multi-GPU CUDA OOM; different failure modes and code paths." + "reason": "Both touch v5 pipeline behavior, but one is a processor/tokenizer regression and the other is an error-message/support claim for translation tasks." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Both involve numeric precision, but they hit different models/components and distinct crashes/correctness issues." + "reason": "torch.compile + SDPA OOM is unrelated to checkpoint key mismatches on resume." }, { - "left": "issue:43746", - "right": "issue:46209", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "PEFT/local-checkpoint loading for GraniteSpeech is unrelated to FP8 inference failure on B200." + "reason": "3d_parallel.py failure and Qwen2-57B TP load OOM are different code paths and different causes." }, { - "left": "issue:44448", - "right": "issue:44977", - "accept": false, - "reason": "Version output differences for Pegasus are not the same as Qwen flash-attention generation failures." - }, - { - "left": "issue:40444", - "right": "issue:43526", - "accept": false, - "reason": "Different subsystems and defects: multimodal iterable-dataset handling vs Beit fast processor label reduction." - }, - { - "left": "issue:28218", - "right": "issue:32090", - "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to Trainer/_gpu_broadcast_one NoneType errors." - }, - { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "Checkpoint key mismatch and a helper-function length calculation bug are unrelated." + "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key mismatches." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Flash Attention test failures and embedding reinitialization on resize are different bugs." + "reason": "Both are video/multimodal, but they fail in different processors and different input flows." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "Different runtime failures: NoneType broadcast in Trainer vs MacOS bus error with CLIP." + "reason": "Gemma3TextConfig API discrepancy is unrelated to Mistral-3 image preprocessor dtype mismatch." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure are separate bugs." }, { - "left": "issue:43723", - "right": "issue:44554", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "Tokenizer loading regression in v5 is not the same as the MPS attention correctness issue." + "reason": "ESM2 model breakage and janus image-generation test failure are unrelated." }, { - "left": "issue:37428", - "right": "issue:44987", + "left": "issue:43316", + "right": "issue:44877", "accept": false, - "reason": "Missing flash-attention symbol import and loading a specific model in v5.1 are different problems." + "reason": "Config API discrepancy in Gemma3 is not the same as strict loading rejection for granite_speech." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Both are v5 regressions, but one is trust_remote_code FX removal and the other is Deepseek tokenizer correctness." + "reason": "AdaFactor/deepspeed OOM is unrelated to output embedding reinitialization after resize." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "Quantization/offloading behavior is not the same as Gemma4 multi-GPU OOM." + "reason": "Tensor-parallel OOM on Qwen2-57B is not the same as a KeyError loading MobileLLM." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "Save/load config token IDs and loading the wrong custom module after save_pretrained are distinct bugs." + "reason": "Both mention deepspeed/optimizer, but OOM from Adafactor is distinct from optimizer.step being called twice." }, { - "left": "issue:44462", - "right": "issue:44561", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to removal of is_torch_fx_available." + "reason": "Bare except swallowing errors in FuyuBatchFeature is unrelated to Windows/ROCm torch.distributed import issues." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "Embedding dtype drift and an undefined-variable bug in multimodal token counting are different issues." + "reason": "Both are Mistral-family issues, but one is tied lm_head weights and the other is FlashAttention failure; different code paths." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "Local-path import warning is unrelated to tensor-parallel OOM while loading Qwen2-57B-A14B-Instruct." + "reason": "Processor/tokenizer regression and eos_token_id config mismatch are different bugs." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "German DistilBertModel issue and a torch.jit GeneratorExp export problem are unrelated." + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as Sam3Video CUDA OOM." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "Different models and failures: auto device mapping cudaErrorAssert vs multi-GPU CUDA OOM." + "reason": "Video-classification pipeline image-processor lookup and missing fpn_position_embeddings are separate issues." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:43646", + "right": "issue:44913", "accept": false, - "reason": "Flash-attention generation failure and a stale warning about num_return_sequences are not the same bug." + "reason": "Custom model init breakage in Transformers 5.0 and GPTNeoX rotary_pct reload behavior are unrelated." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "Related Gemma4/flash-attention area, but one is an import error for ReasoningEffort and the other is an AttributeError on s_aux=None; different root causes." + "reason": "gguf_file/from_pretrained breakage and unrecognized model_type are both loading problems, but they are different failure modes." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:44871", + "right": "issue:46050", "accept": false, - "reason": "Tokenizer add_special_tokens behavior and Gemma3 NaN embeddings are unrelated defects." + "reason": "Gemma eos_token inconsistency and quantized model save/load breakage are unrelated." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:43761", + "right": "issue:44479", "accept": false, - "reason": "AMP/CUDA loss crash is not the same as flash_attention.py crashing on sink-less models." + "reason": "CLIPVisionModel hidden_states regression and Qwen video input regression are different models and bugs." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "Executorch export failures and flash_attention.py AttributeError are different code paths and bugs." + "reason": "LoRA merge collapse with extended vocab is not the same as missing mm_token_type_ids defaulting." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "Wav2Vec2 save/tokenization failures are unrelated to FuyuBatchFeature's bare-except problem." + "reason": "StableLm pad_token_idx config issue and tensorflow_text backend mapping error are unrelated." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:45542", + "right": "issue:46234", "accept": false, - "reason": "Both involve Gemma4 processor loading, but one is an import dependency failure and the other is a serve-time missing-_tokenizer AttributeError; not the same concrete bug." + "reason": "Undefined tf backend from tensorboard-only install is not the same as a missing import_utils symbol." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "Embedding dtype drift and gradient checkpointing being unusable in eval mode are different problems." + "reason": "Generation kwargs sync bug and gather_for_metrics label truncation affect different subsystems." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "Flash_attention.py crashing on s_aux=None is unrelated to Gemma4 PLE device mismatch under device_map=\"auto\"." + "reason": "Legacy-field rejection in Beit config loading is different from loading the wrong custom module after save_pretrained." } ] }, @@ -8570,291 +7857,427 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 27, + "review_unit_index": 31, "review_unit_count": 50, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ - "issue:25251", - "issue:29127", - "issue:29942", - "issue:30064", - "issue:32090", - "issue:33290", - "issue:33357", - "issue:34567", - "issue:39692", + "issue:35141", + "issue:41720", "issue:42490", - "issue:42915", - "issue:42994", "issue:43065", - "issue:43066", - "issue:43278", - "issue:43381", - "issue:43421", - "issue:43575", - "issue:43611", - "issue:43653", - "issue:43701", - "issue:43756", - "issue:43873", + "issue:43335", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43761", + "issue:43827", + "issue:43931", "issue:43976", "issue:43994", - "issue:44186", - "issue:44206", - "issue:44265", - "issue:44361", - "issue:44442", - "issue:44448", + "issue:44060", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44242", "issue:44462", - "issue:44466", "issue:44479", + "issue:44521", + "issue:44534", "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", "issue:44743", - "issue:44871", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44964", "issue:44977", - "issue:45198", + "issue:45127", "issue:45245", - "issue:45372", - "issue:45412", - "issue:45440", - "issue:45459", - "issue:45491", - "issue:45563", - "issue:45712", - "issue:46121" + "issue:45357", + "issue:45381", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:45987", + "issue:46082", + "issue:46121", + "issue:46234" ], "soft_pairs": [ - "issue:43976|issue:45440", - "issue:44448|issue:44466", - "issue:43653|issue:44743", - "issue:25251|issue:32090", - "issue:45459|issue:45712", - "issue:45245|issue:45563", - "issue:44206|issue:44479", - "issue:43065|issue:43994", - "issue:44186|issue:45198", - "issue:43065|issue:45412", - "issue:43611|issue:46121", - "issue:45372|issue:45459", - "issue:44361|issue:45198", - "issue:44871|issue:44977", - "issue:32090|issue:33290", - "issue:42490|issue:43873", - "issue:33357|issue:39692", - "issue:29942|issue:30064", - "issue:29127|issue:34567", - "issue:42915|issue:42994", - "issue:43994|issue:45412", - "issue:44265|issue:45198", - "issue:43066|issue:44462", - "issue:43278|issue:43575", - "issue:43756|issue:45440", - "issue:43421|issue:45491", - "issue:43381|issue:43701", - "issue:43653|issue:44442", - "issue:44610|issue:45412" + "issue:44077|issue:44534", + "issue:43673|issue:44743", + "issue:43761|issue:44242", + "issue:44792|issue:44977", + "issue:44617|issue:45584", + "issue:44534|issue:44913", + "issue:44479|issue:44734", + "issue:44190|issue:44964", + "issue:44792|issue:45600", + "issue:44855|issue:45588", + "issue:43827|issue:43994", + "issue:41720|issue:45245", + "issue:43065|issue:44610", + "issue:45803|issue:45987", + "issue:43931|issue:44060", + "issue:35141|issue:42490", + "issue:43335|issue:44855", + "issue:43644|issue:44913", + "issue:45632|issue:46234", + "issue:44077|issue:44877", + "issue:43550|issue:44190", + "issue:43976|issue:44855", + "issue:43540|issue:44734", + "issue:44521|issue:45381", + "issue:45127|issue:45357", + "issue:44462|issue:45907", + "issue:44737|issue:45803", + "issue:43335|issue:44190", + "issue:44112|issue:45600", + "issue:46082|issue:46121" ], - "prepared_review_unit_hash": "67263a04103ca719749ee6c04d942947bd4d62028cf7da15e784993e7ecea5f1", + "prepared_review_unit_hash": "91c99fecb3d748e9c6970ac36cc23371fa19e4acfea39d59521b47fc8e4065c3", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36406, - "estimated_input_tokens": 9102, - "estimated_eval_tokens": 18460 + "soft_pair_count": 30, + "serialized_chars": 36829, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": { - "summary": "This cluster is noisy and mostly spans unrelated Transformers bug reports across tokenizers, model loading, generation, quantization, and processors. I did not find any true duplicate pair among the soft candidates; all should stay separate.", - "confidence": 0.79, - "canonical_issue_reason": "If forced to pick one issue as the cluster anchor, issue 43066 is the broadest user-facing Transformers v5 regression in the set and is closest to the recurring tokenizer/loading theme, though the cluster is not a true duplicate set.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 43066 is the best representative of the cluster because it describes a general v5 tokenizer regression rather than a highly model-specific edge case.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43976", - "right": "issue:45440", - "accept": false, - "reason": "Different problems: a Python version/import compatibility issue versus a model implementation divergence." - }, - { - "left": "issue:44448", - "right": "issue:44466", - "accept": false, - "reason": "One is a generation output regression for Pegasus; the other is serialization inconsistency for lm_head.weight. Different code paths." - }, - { - "left": "issue:43653", - "right": "issue:44743", - "accept": false, - "reason": "Tokenizer special-token decode bug versus Qwen recurrent-state/cache reset bug. Not the same underlying issue." + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 32, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42907", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:43901", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44336", + "issue:44464", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45042", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45335", + "issue:45362", + "issue:45375", + "issue:45446", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632" + ], + "soft_pairs": [ + "issue:43116|issue:44190", + "issue:44938|issue:45542", + "issue:45276|issue:45584", + "issue:43295|issue:45276", + "issue:43479|issue:45375", + "issue:45245|issue:45584", + "issue:44464|issue:45563", + "issue:36246|issue:41628", + "issue:44186|issue:44734", + "issue:43650|issue:44220", + "issue:44246|issue:45003", + "issue:44683|issue:45446", + "issue:43404|issue:45216", + "issue:44933|issue:45362", + "issue:38175|issue:43065", + "issue:43643|issue:44496", + "issue:44112|issue:44964", + "issue:44964|issue:45600", + "issue:45563|issue:45584", + "issue:43854|issue:44964", + "issue:36246|issue:38617", + "issue:44734|issue:45632", + "issue:44561|issue:45632", + "issue:43531|issue:45600", + "issue:43295|issue:45335", + "issue:42907|issue:43441", + "issue:43526|issue:43901", + "issue:41950|issue:44016", + "issue:44496|issue:45042", + "issue:43673|issue:44336" + ], + "prepared_review_unit_hash": "0f37a27bf2dc9ee032a05ea72083fb2f9b23bc06de5f2de9916335338cacc629", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36581, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items form many unrelated bug reports across import errors, model configs, generation, pipelines, and docs. None of the soft pairs look like the same underlying issue closely enough to merge, so all soft edges are rejected. If one issue must anchor the cluster, the Phi-4 multimodal loading report is the clearest standalone bug report.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44964 is a well-scoped, concrete model-loading regression with a specific model, failure mode, and version context; it is more representative than the other disparate reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44964 is the strongest standalone issue here: clear repro domain, explicit impacted model, and actionable bug description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and different failure modes; not the same bug." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Pipeline top_k nesting change and Trainer NoneType broadcast failure are unrelated." + "reason": "Python 3.14 import failure vs TensorFlow/tensorboard backend error; unrelated causes." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different model families and different generation/token embedding behaviors." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Both involve embedding/processor changes, but they affect different models and code paths." + }, + { + "left": "issue:43479", + "right": "issue:45375", "accept": false, - "reason": "Tokenizer error masking on missing protobuf versus cleanup of leftover dummy classes. Different fixes." + "reason": "Both are config-handling bugs, but on different model configs and different missing/defaulted fields." }, { "left": "issue:45245", - "right": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Category cardinality runtime error and a stale warning in paged generate() are distinct bugs." + "reason": "Category-count limit error is unrelated to Whisper empty-transcription generation." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Unsupported center argument in a feature extractor versus a video-input regression in Qwen models. Different failures." + "reason": "Both are generation-related, but one is output inconsistency and the other is a stale warning." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:36246", + "right": "issue:41628", "accept": false, - "reason": "SAM3 dummy Conv2d placeholder issue versus SigLIP2 incorrect outputs. Not the same bug." + "reason": "Different import symbols and different modules; same broad symptom only." }, { "left": "issue:44186", - "right": "issue:45198", + "right": "issue:44734", "accept": false, - "reason": "LayoutLMv2Tokenizer crash on NER/padding versus Wav2Vec2 save/tokenization failure; unrelated tokenizer paths." + "reason": "Tokenizer NER/padding crash is unrelated to serve KV-cache continuation indexing." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "Dummy layer placeholder cleanup and RT-DETR memory release are unrelated." + "reason": "Placeholder issue title vs audio feature extraction bug; no overlap." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "base_model_prefix loading regression and rope-parameter validation TypeError are different model/config issues." + "reason": "Import latency and sys.modules safety are different problems." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Gemma processor import dependency breakage versus hidden tokenizer decode errors; different root causes." + "reason": "Both touch flex_attention, but one is a compile/runtime failure and the other is a version-check/import gate bug." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "MLukeTokenizer task AttributeError and Wav2Vec2 save/tokenization failure do not share a concrete code path." + "reason": "Weight-tying bug in Mistral3 is unrelated to Qwen3.5 save_pretrained corruption." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Gemma eos_token configuration mismatch versus Qwen flash-attention generation regression; unrelated." + "reason": "Image-utils import error vs Qwen3.5 chat crash; no shared underlying bug." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:38175", + "right": "issue:43065", "accept": false, - "reason": "Local-path import warning and quantization/offloading behavior are different issues." + "reason": "Siglip2 zero probabilities and Sam3PixelDecoder dummy conv are unrelated model bugs." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "MacOS bus error on a community CLIP model is not the same as documentation example errors for SigLIP2." + "reason": "Both involve config loading, but one loses fields with trust_remote_code while the other lacks model_type entirely." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:44112", + "right": "issue:44964", "accept": false, - "reason": "Flash Attention 2 CI failures versus void segmentation map processing failure; unrelated." + "reason": "CI stale-device test failure is unrelated to Phi-4 multimodal model loading." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:44964", + "right": "issue:45600", "accept": false, - "reason": "LayoutLMv3 error-message clarity issue and TrainerState token counter not updating are different bugs." + "reason": "Both concern loading models, but one is a specific Phi-4 load failure and the other is a broken auto-mapping reference." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Both are quantization-related, but one fails on load with FineGrainedFP8Config and the other fails while saving quantized models; distinct phases and likely distinct causes." + "reason": "Different generation bugs with different triggers and outcomes." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "SigLIP2 nonsensical outputs versus RT-DETR memory leak; unrelated." + "reason": "Different models and different loading failure modes." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "torch.export failure on torch_compilable_check and Wav2Vec2 tokenization/save failure are unrelated." + "reason": "Two distinct import errors in different modules; not the same missing export." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:44734", + "right": "issue:45632", "accept": false, - "reason": "Both involve tokenizers, but one is wrong decoder selection in v5 and the other is AutoTokenizer ignoring tokenizer.json; different underlying failures." + "reason": "Server KV-cache crash and trust_remote_code cache-path collision are unrelated." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:44561", + "right": "issue:45632", "accept": false, - "reason": "BF16-to-FP32 dtype change in eval and tensor-parallel OOM are unrelated." + "reason": "Removal of a helper API breaking trust_remote_code models is not the same as local cache path collisions." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "RoPE layer count bug in Smollm3 and DeepSeekV3 implementation divergence are separate model-specific issues." + "reason": "Qwen3-MoE sliding-window behavior and Sam3LiteText auto-mapping cleanup are unrelated." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Runtime post-processor update behavior and Gemma3 NaN embeddings are different code paths." + "reason": "Both mention resize_token_embeddings, but they affect different model implementations and symptoms." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Gradient checkpointing in eval mode versus resume_from_checkpoint key mismatch are unrelated training issues." + "reason": "Saving dequantized Ministral models and FlashAttention failures are different bugs." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "BigBirdTokenizer special-token decode issue and AutoTokenizer load failure for FastSpeech2ConformerTokenizer are different tokenizer bugs." + "reason": "ImageProcessorFast label reduction bug vs pipeline documentation mismatch; not the same issue." }, { - "left": "issue:44610", - "right": "issue:45412", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Processor image-size mismatch and RT-DETR memory leak are unrelated." + "reason": "Video-classification pipeline bug and notebook syntax error are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model recognition/config error vs image processor torchvision dependency issue." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression and ANSI color output in loading_report are unrelated." } ] }, @@ -8869,283 +8292,289 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 28, + "review_unit_index": 33, "review_unit_count": 50, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ - "issue:29127", - "issue:29942", - "issue:33290", - "issue:33357", - "issue:34689", + "issue:32090", "issue:35141", - "issue:36010", - "issue:42490", - "issue:42915", - "issue:43262", - "issue:43334", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42175", + "issue:43295", + "issue:43299", + "issue:43335", "issue:43381", - "issue:43452", - "issue:43526", - "issue:43531", - "issue:43575", - "issue:43646", - "issue:43701", - "issue:43761", + "issue:43388", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43688", "issue:43824", - "issue:43931", + "issue:43901", + "issue:44016", "issue:44062", - "issue:44077", - "issue:44079", - "issue:44186", - "issue:44206", + "issue:44075", + "issue:44220", + "issue:44242", "issue:44279", - "issue:44387", - "issue:44442", - "issue:44464", - "issue:44625", - "issue:44743", - "issue:44811", - "issue:44857", - "issue:44898", - "issue:44977", - "issue:45072", - "issue:45103", - "issue:45245", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44617", + "issue:44779", + "issue:44933", + "issue:45020", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", "issue:45372", - "issue:45440", - "issue:45491", + "issue:45405", "issue:45584", "issue:45588", "issue:45593", - "issue:45834", - "issue:45859", - "issue:45907" + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46209", + "issue:46234" ], "soft_pairs": [ - "issue:43824|issue:44279", - "issue:29127|issue:33357", - "issue:29942|issue:36010", - "issue:45440|issue:45593", - "issue:43761|issue:45859", - "issue:43526|issue:45834", - "issue:43526|issue:44186", - "issue:45103|issue:45372", - "issue:29127|issue:35141", - "issue:44625|issue:45584", - "issue:43334|issue:43531", - "issue:44442|issue:45072", - "issue:43575|issue:43701", - "issue:43526|issue:44857", - "issue:42915|issue:43931", - "issue:42490|issue:43381", - "issue:44977|issue:45245", - "issue:43575|issue:44387", - "issue:44464|issue:45491", - "issue:43262|issue:44206", - "issue:43646|issue:44077", - "issue:44743|issue:44811", - "issue:43452|issue:45588", - "issue:44062|issue:45907", - "issue:43761|issue:44079", - "issue:33290|issue:34689", - "issue:44442|issue:44898" + "issue:43335|issue:45593", + "issue:43441|issue:45588", + "issue:42175|issue:44279", + "issue:43388|issue:43688", + "issue:44075|issue:44368", + "issue:44016|issue:44220", + "issue:43299|issue:45216", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:43650|issue:46209", + "issue:44496|issue:45759", + "issue:45335|issue:45584", + "issue:45372|issue:46234", + "issue:32090|issue:35141", + "issue:43479|issue:43525", + "issue:44242|issue:45200", + "issue:38175|issue:44617", + "issue:43577|issue:45216", + "issue:43299|issue:45357", + "issue:41950|issue:45020", + "issue:43824|issue:44933", + "issue:41950|issue:45823", + "issue:44779|issue:45812", + "issue:44279|issue:45405", + "issue:44351|issue:45278", + "issue:39692|issue:43901", + "issue:44016|issue:44062", + "issue:43295|issue:44779" ], - "prepared_review_unit_hash": "18cb09e631fb8215bb0725c3b4860ce76bd30a3e031e5ab1dcd6121c05d2a120", + "prepared_review_unit_hash": "857e00b4643c24e6015d6ee8f4bcc74534ef414f84fb4c42bf7a4495396070a3", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35767, - "estimated_input_tokens": 8942, - "estimated_eval_tokens": 18140 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35610, + "estimated_input_tokens": 8903, + "estimated_eval_tokens": 18062 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the proposed edges connect unrelated regressions, model-specific issues, and API/import problems rather than the same underlying bug. I would reject all soft edges and treat the set as noise rather than a duplicate cluster.", - "confidence": 0.96, - "canonical_issue_reason": "No true canonical issue stands out because the items are unrelated; if a single anchor is required, issue 45372 is the least-bad choice since it is open, well-described, and has inbound references, but it is not a duplicate representative.", + "summary": "The cluster is heterogeneous: the soft pairs are mostly loose topical overlaps, not the same concrete bug/change. I don\u2019t see any PRs here, and there\u2019s no clear duplicate canonical issue across the set.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical duplicate stands out; the items span unrelated bugs across configs, tokenizers, imports, pipelines, and docs, with only broad thematic overlap.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45372 is the best cluster anchor only in the loose sense that it is open and already referenced; however, it should not be treated as the canonical duplicate because the cluster does not share one underlying bug.", + "best_issue_reason": "issue:45812 is the strongest representative issue: it is concrete, user-visible, and describes a broad silent regression in AutoTokenizer behavior for Granite models.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Different problems: Qwen2.5-VL import failure vs a broad dependency issue; no shared code-path." + "reason": "Different bugs: sparse-layer/config construction vs auxiliary-loss omission in another model." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "LayoutLMv3 error-message clarity vs a MacOS CLIP bus error; unrelated symptoms and subsystems." + "reason": "Both mention FlashAttention, but these are different failure modes and different code paths." }, { - "left": "issue:29942", - "right": "issue:36010", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to the GenerationMixin import error." + "reason": "Broad packaging/dependency complaint vs a generic transformers dependency issue; not the same bug." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Different model families and failure modes: DeepseekV3MoE divergence vs D-FINE auxiliary-loss behavior." + "reason": "Different subsystems: metric gathering vs auxiliary-loss normalization." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "Both involve Qwen-family components, but one is a CLIPVisionModel hidden-state regression and the other is CPU-offload rotary embedding compatibility." + "reason": "Optimizer argument handling is unrelated to the tie_word_embeddings warning." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 OCR index errors." + "reason": "Notebook syntax/doc error vs audio feature extraction bug." }, { - "left": "issue:43526", - "right": "issue:44186", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "Both are image/tokenization issues, but they affect different processors and different failure mechanisms." + "reason": "Both are Qwen regressions, but one is model loading and the other is save_pretrained checkpoint corruption." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "auto_docstring annotation handling is unrelated to the mistral_common ReasoningEffort import failure." + "reason": "Gradient checkpointing in eval mode is unrelated to D-FINE auxiliary-loss behavior." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "LayoutLMv3 box validation messaging and token-embedding reinitialization are different code paths." + "reason": "Docs mismatch vs a model-type/config import failure." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are unrelated." + "reason": "Placeholder/empty issue title vs an FP8 inference bug on B200." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding_window are separate configuration bugs." + "reason": "Different config/model-loading bugs with different root causes." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Tokenizer resizing bug vs Whisper empty-transcription failure; unrelated code paths." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:45372", + "right": "issue:46234", "accept": false, - "reason": "Tensor-parallel OOM on Qwen2-57B is not the same as resume_from_checkpoint key mismatch." + "reason": "Different missing-import problems affecting different subsystems." }, { - "left": "issue:43526", - "right": "issue:44857", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "BeitImageProcessorFast label handling and LwDetrImageLoss AMP crashes do not share a concrete implementation bug." + "reason": "Trainer broadcast TypeError is unrelated to embedding reinitialization after resize." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe and Qwen3-VL weight-shape mismatch are distinct model-loading issues." + "reason": "Different config classes and different initialization/access errors." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Trailing-slash import warning and gradient-checkpointing eval-mode restriction are unrelated." + "reason": "Loss-routing/aux-loss bug vs missing default token-type IDs for fine-tuning." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:38175", + "right": "issue:44617", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is not the same as the 2^24 category limit error." + "reason": "Different model families and symptoms: zero probabilities vs CUDA OOM." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "Both mention memory, but one is load-time TP OOM and the other is increased CUDA reserved memory under int4 quantization; not the same bug." + "reason": "Precision-loading bug vs a Qwen save_pretrained regression; not the same issue." }, { - "left": "issue:44464", - "right": "issue:45491", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "Chunked generation with compiled forward and Gemma3 mixed-length NaN embeddings are different generation/attention failures." + "reason": "Both are Qwen3.5-related, but one is a loading failure and the other is incorrect saved visual keys." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "Audio processor chat-template sampling-rate default and LasrFeatureExtractor unsupported center arg are unrelated audio preprocessing bugs." + "reason": "Video-classification processor lookup bug vs a broad remote_code compatibility regression." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "Custom model initialization breakage in Transformers 5.0.0 is not the same as patchtsmixer optional post_init handling." + "reason": "Importing a specific Qwen VL class is unrelated to an image_utils import error." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "Qwen3.5 recurrent-state reset bug and Whisper batch_decode skip_special_tokens issue affect different logic paths." + "reason": "Pipeline processor selection bug vs Gemma4 device-map mismatch; different code paths." }, { - "left": "issue:43452", - "right": "issue:45588", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "gguf_file loading breakage and flash_attention.py s_aux=None crash are separate loader/integration bugs." + "reason": "Different tokenizer regressions in different model families." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "AddedToken duplicate special-argument error is unrelated to list_repo_files missing revision forwarding." + "reason": "Generic dependency complaint vs an unreleased PEFT version pin; not the same bug." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment bug are different abstractions." + "reason": "A missing symbol is not the same concrete issue as a broad wave of import errors." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "AdaFactor+DeepSpeed OOM and Llama 3.2 Vision model-loading breakage are different failures." + "reason": "Documentation example errors vs pipeline docs mentioning a stale argument." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax issue vs AddedToken constructor argument conflict." + }, + { + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "Tokenizer loading and Perceiver non-default-resolution image classification failures are unrelated." + "reason": "Different regression paths: processor/tokenizer API breakage vs DeepSeek tokenization correctness." } ] }, @@ -9160,289 +8589,311 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 29, + "review_unit_index": 34, "review_unit_count": 50, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ - "issue:33290", - "issue:34567", - "issue:34689", - "issue:35141", - "issue:36010", - "issue:36331", - "issue:42490", - "issue:42907", - "issue:43232", - "issue:43316", - "issue:43381", - "issue:43388", - "issue:43493", + "issue:42994", + "issue:43065", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", "issue:43525", - "issue:43611", - "issue:43643", "issue:43650", - "issue:43720", + "issue:43653", "issue:43723", - "issue:43749", - "issue:43761", - "issue:43827", - "issue:43873", - "issue:43931", - "issue:44077", - "issue:44188", - "issue:44190", - "issue:44442", - "issue:44479", - "issue:44496", - "issue:44743", - "issue:44855", - "issue:44871", - "issue:44913", + "issue:43784", + "issue:43854", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44297", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", "issue:44987", - "issue:45003", - "issue:45137", - "issue:45216", - "issue:45290", - "issue:45440", - "issue:45479", - "issue:45698", - "issue:45759", - "issue:45803", - "issue:46178", - "issue:46202", - "issue:46209" + "issue:45081", + "issue:45276", + "issue:45325", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" ], "soft_pairs": [ - "issue:33290|issue:34567", - "issue:33290|issue:35141", - "issue:45003|issue:45440", - "issue:43723|issue:45479", - "issue:43381|issue:43873", - "issue:43316|issue:43525", - "issue:43232|issue:43388", - "issue:42490|issue:44743", - "issue:43761|issue:44188", - "issue:44479|issue:45290", - "issue:34689|issue:43611", - "issue:43720|issue:44442", - "issue:44987|issue:46178", - "issue:44442|issue:45803", - "issue:44077|issue:44479", - "issue:43931|issue:45216", - "issue:34689|issue:36010", - "issue:43493|issue:43827", - "issue:33290|issue:36331", - "issue:43316|issue:45759", - "issue:42907|issue:45698", - "issue:45290|issue:46209", - "issue:43873|issue:44871", - "issue:43749|issue:43931", - "issue:43643|issue:44913", - "issue:43650|issue:46202", - "issue:44190|issue:44496", - "issue:44855|issue:45137" + "issue:44683|issue:45542", + "issue:43976|issue:45405", + "issue:43299|issue:43854", + "issue:43650|issue:46132", + "issue:43976|issue:44987", + "issue:44462|issue:45081", + "issue:43450|issue:44279", + "issue:43976|issue:44279", + "issue:44297|issue:44462", + "issue:45081|issue:45907", + "issue:44466|issue:45276", + "issue:44521|issue:45325", + "issue:43441|issue:45834", + "issue:45600|issue:45712", + "issue:42994|issue:43317", + "issue:43653|issue:45593", + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:43065|issue:44898", + "issue:44261|issue:44263", + "issue:44016|issue:45823", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:43723|issue:44162", + "issue:43441|issue:44683", + "issue:43901|issue:43994", + "issue:43450|issue:44617", + "issue:44297|issue:45397", + "issue:43784|issue:45542", + "issue:43525|issue:43881", + "issue:43901|issue:44246" ], - "prepared_review_unit_hash": "563af6ed5ffaec350ac1c20a5e9ff5c8f988e1e8fe1f5d4a13bd710303dd8b4b", + "prepared_review_unit_hash": "1ce5a2d442dcde25ccb5b098c83d57a433acba72179c60a400ab5410799b99c5", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35710, - "estimated_input_tokens": 8928, - "estimated_eval_tokens": 18112 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36719, + "estimated_input_tokens": 9180, + "estimated_eval_tokens": 18616 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most pairs are only weak title-similarity matches and do not look like the same underlying bug or change. No soft edges should be merged.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45698 is the broadest and most representative open bug in the set: a loading/persistence problem around `from_pretrained`/`save_pretrained`, with inbound references and discussion. It is the least specific single issue to anchor the cluster, though the cluster itself is not cohesive.", + "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated tokenizer, loading, attention, CI, docs, and performance regressions. None of the candidate edges looks like the same underlying bug/change, so all soft links are rejected.", + "confidence": 0.92, + "canonical_issue_reason": "No single issue is a safe canonical representative; the set mixes unrelated bugs and regressions rather than one duplicate theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best global representative because it is open, broadly phrased, and centered on a common model-loading workflow that is more likely to recur than the very narrow edge cases elsewhere in the set.", + "best_issue_reason": "issue:44462 is the broadest representative of the tokenizer-loading subset and is the closest fit among the available issues, but it still does not cover the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:33290", - "right": "issue:34567", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "Different failures: DeepSpeed Adafactor OOM vs TrainerState token counter not updating. Same general training area, but not the same bug or code path." + "reason": "Different failure classes: compiled flex_attention on torch>=2.9 vs an optional TensorFlow/backend import issue." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Unrelated: optimizer memory blow-up vs embedding resize/post_init reinitialization bug." + "reason": "Python version support breakage and a PEFT version bump are unrelated release/dependency problems." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Both involve model loading internals, but one is unsafe `sys.modules` access and the other is DeepSeekV3 implementation divergence; not the same underlying issue." + "reason": "Both are model-loading reports, but they target different models and likely different load paths." }, { - "left": "issue:43723", - "right": "issue:45479", + "left": "issue:43650", + "right": "issue:46132", "accept": false, - "reason": "Tokenizer loading failure vs sequence-classification loss degeneracy; different subsystems and symptoms." + "reason": "A vague data request is unrelated to AttentionInterface.register changing function behavior." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior vs quantization/offloading bug. Similar high-level area, but not one concrete defect." + "reason": "A Python-version compatibility issue is not the same as a model-specific loading failure." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "Both are config/API discrepancies, but they affect different models and fields (`Gemma3TextConfig` vs `Llama4Config.pad_token_id`)." + "reason": "Both involve tokenizers, but one is AutoTokenizer ignoring tokenizer.json while the other is a Mistral regex-patching crash." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:43450", + "right": "issue:44279", "accept": false, - "reason": "Generation kwargs ordering bug vs metric gathering dropping tuple labels. Different code paths." + "reason": "Video processor shape handling is unrelated to a generic dependency issue." }, { - "left": "issue:42490", - "right": "issue:44743", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Local-path import warning vs recurrent-state reset in Qwen3.5 modular model; not the same bug." + "reason": "Python compatibility and dependency problems are different root causes." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:44297", + "right": "issue:44462", "accept": false, - "reason": "Hidden states regression in CLIP vision forward vs attention-kernel divergence under `torch.compile`." + "reason": "Save-time tokenizer_class mismatch and load-time tokenizer.json resolution are different serialization paths." }, { - "left": "issue:44479", - "right": "issue:45290", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Video-input regression for several Qwen VL models vs chat template crash on tool-call assistant messages; unrelated input pipelines." + "reason": "Tokenizer regex patching and list_repo_files revision forwarding are unrelated code paths." }, { - "left": "issue:34689", - "right": "issue:43611", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Model-loading breakage in one release vs base_model_prefix loading regression in another; same broad theme, but not a single concrete fix." + "reason": "Tied-weight serialization depends on device placement, while this gemma4 issue is about resize_token_embeddings not updating related layers." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:44521", + "right": "issue:45325", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading vs AutoTokenizer loading FastSpeech2ConformerTokenizer; different loading layers and model types." + "reason": "All-zero assistant masks in multimodal chat templating is unrelated to Qwen2.5-VL rope index scaling." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "Loading a specific model failing in v5.1.0+ vs backend mapping error for `tensorflow_text`; not the same defect." + "reason": "FlashAttention failure in Ministral-3 and a Kosmos2.5 OCR index error are different model-specific bugs." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Tokenizer loading failure vs Fuyu tensor conversion exception handling; unrelated code paths." + "reason": "Both touch repo hygiene/CI, but one is stale auto_mappings references and the other is leftover dummy classes." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Model post-init policy for `patchtsmixer` vs video-input regression in Qwen VL models." + "reason": "Quantized model saving and dequantized offload loading are opposite workflows with different failure modes." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "Shape mismatch loading a specific model vs incorrect checkpoint saving for Qwen3.5; both are serialization-related but not the same bug." + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:34689", - "right": "issue:36010", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "Model loading regression vs missing `GenerationMixin` import; different failure modes and fixes." + "reason": "Missing processor save files and gemma-4 ZeRO-3 from_pretrained are different loading/saving problems." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "SigLIP2 implementation mismatch vs docs still referencing removed pipeline APIs; one is model behavior, the other documentation cleanup." + "reason": "Processor save file loss is unrelated to a tokenizer/filtering performance regression." }, { - "left": "issue:33290", - "right": "issue:36331", + "left": "issue:43065", + "right": "issue:44898", "accept": false, - "reason": "DeepSpeed/Adafactor OOM vs custom trainer loss signature mismatch. No shared underlying bug." + "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver non-default resolution failure are different vision-model bugs." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Config API discrepancy for Gemma3TextConfig vs `from_config` text_config unwrapping for Qwen multimodal configs; related to configs but distinct defects." + "reason": "Missing rms_norm_eps precision drift and torch.split return values in a MoE indexer are distinct code-path bugs." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Both are save/load related, but one is dequantized Ministral saving and the other is wrong custom module reloading after save_pretrained; not the same code-path problem." + "reason": "Notebook syntax error and gemma4 PLE device mismatch are unrelated." }, { - "left": "issue:45290", - "right": "issue:46209", + "left": "issue:44361", + "right": "issue:45593", "accept": false, - "reason": "Chat template crash on tool-call assistant messages vs FP8 inference failure on B200; unrelated." + "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss behavior are unrelated issues." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Quantization/offloading issue vs Gemma eos token config mismatch; both model/runtime issues but not the same bug." + "reason": "CamemBERT masked-LM prediction errors and Deepseek tokenizer regressions affect different models and logic." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "FSDP CPU RAM efficient loading vs Qwen3-VL weight-shape mismatch. Both loading-related, but not the same defect." + "reason": "AutoTokenizer loading problems and ESM2 model breakage are not the same underlying bug." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:43441", + "right": "issue:44683", "accept": false, - "reason": "Missing fields with `trust_remote_code=True` vs GPTNeoX rotary_pct not persisting on reload; both config serialization issues but distinct." + "reason": "Both mention attention, but Ministral FlashAttention and compiled flex_attention on new torch versions are different implementations." }, { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:43901", + "right": "issue:43994", "accept": false, - "reason": "Generic/low-signal issue vs Gemma pipeline roundtrip failure; no evidence they share the same bug." + "reason": "Docs mentioning return_all_scores and incorrect SigLIP2 outputs are different problem types." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:43450", + "right": "issue:44617", "accept": false, - "reason": "Local dataset loading in a training script vs unrecognized model/config.json error for a specific repo; different surfaces." + "reason": "Incorrect batched video-processor shapes and Sam3Video OOM are not the same bug." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config serialization mismatch and gemma-4 ZeRO-3 loading are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "A missing nn import in sentence-transformers and a TensorBoard-without-TF backend error are different import-time dependency issues." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are distinct model/config problems." + }, + { + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Python 3.13 TorchScript parsing/import error vs DeepSpeed ZeRO3 deque underflow; unrelated." + "reason": "Pipeline docs drift and intermittent import slowness are unrelated." } ] }, @@ -9457,290 +8908,297 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 30, + "review_unit_index": 35, "review_unit_count": 50, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ "issue:16998", "issue:22355", - "issue:25251", - "issue:28282", - "issue:32090", - "issue:35141", + "issue:36246", + "issue:41628", "issue:41950", - "issue:42617", - "issue:43065", - "issue:43295", - "issue:43316", - "issue:43388", - "issue:43404", - "issue:43441", - "issue:43452", - "issue:43475", - "issue:43540", - "issue:43550", - "issue:43572", - "issue:43575", - "issue:43606", - "issue:43646", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43525", + "issue:43643", "issue:43673", - "issue:43688", - "issue:43701", - "issue:43716", - "issue:43742", "issue:43761", - "issue:43825", - "issue:44077", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", "issue:44162", - "issue:44479", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44291", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", "issue:44496", - "issue:44514", - "issue:44534", - "issue:44617", - "issue:44743", - "issue:44792", + "issue:44521", + "issue:44561", + "issue:44589", + "issue:44749", + "issue:44779", + "issue:44857", "issue:44871", - "issue:44877", - "issue:44913", - "issue:45127", + "issue:44964", + "issue:45003", + "issue:45081", "issue:45200", - "issue:45584", - "issue:45803", - "issue:46050", - "issue:46170", - "issue:46178" + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45593", + "issue:46132" ], "soft_pairs": [ - "issue:25251|issue:28282", - "issue:43065|issue:44617", - "issue:43295|issue:43825", - "issue:43550|issue:43701", - "issue:43316|issue:44877", - "issue:43606|issue:43701", - "issue:43316|issue:43716", - "issue:43540|issue:44514", - "issue:42617|issue:43575", - "issue:44077|issue:44534", - "issue:44162|issue:44792", - "issue:44871|issue:45584", + "issue:43525|issue:43643", + "issue:44016|issue:44291", + "issue:43262|issue:44521", + "issue:44188|issue:44336", + "issue:41628|issue:43976", + "issue:44589|issue:45362", + "issue:43673|issue:43761", + "issue:44336|issue:44373", "issue:16998|issue:22355", - "issue:43575|issue:43742", - "issue:45803|issue:46170", - "issue:43404|issue:43441", - "issue:43295|issue:44871", - "issue:43673|issue:44743", - "issue:43761|issue:44479", - "issue:41950|issue:43475", - "issue:43388|issue:43688", - "issue:43452|issue:44496", - "issue:43646|issue:44913", - "issue:44871|issue:46050", - "issue:45127|issue:45200", - "issue:43572|issue:46178", - "issue:32090|issue:35141", - "issue:44617|issue:45584" + "issue:42491|issue:43299", + "issue:44295|issue:45397", + "issue:44246|issue:44496", + "issue:44242|issue:45593", + "issue:44246|issue:44871", + "issue:41950|issue:44220", + "issue:44336|issue:44485", + "issue:43824|issue:43976", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43976|issue:44964", + "issue:42886|issue:46132", + "issue:44779|issue:45292", + "issue:44295|issue:44749", + "issue:43673|issue:44561", + "issue:44242|issue:44857", + "issue:45081|issue:45362", + "issue:43352|issue:45250", + "issue:44162|issue:45200", + "issue:43901|issue:45003" ], - "prepared_review_unit_hash": "2ecea2b83c198bde38cffbbe3afa47bf843cacafbc7b6321cf1079783a0aa570", + "prepared_review_unit_hash": "68e3cd471b47eb6971dfb5e7674839ed11ff6f8bc9fc3e67314803802eb015f5", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36021, - "estimated_input_tokens": 9006, - "estimated_eval_tokens": 18268 + "soft_pair_count": 29, + "serialized_chars": 36330, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are a heterogeneous mix of unrelated Transformers bugs and regressions. The soft-paired issues share only broad subsystem keywords (e.g. loading, config, video, cache, v5 regressions) but not the same concrete underlying failure, so none should be merged as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster is a loose collection of mostly unrelated Transformers issues: import/export regressions, model-specific loading bugs, cache/offline behavior, performance complaints, and a few doc/notebook problems. I do not see a single underlying duplicate bug tying them together, so all soft edges should be rejected.", + "confidence": 0.29, + "canonical_issue_reason": "Issue 44521 is the strongest standalone bug report in the set: it is concrete, recent, has multiple inbound references, and describes a reproducible multimodal chat-template failure.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 44521 is the best representative issue overall because it is specific, user-impacting, and well-scoped to a concrete code path rather than a vague symptom or docs-only problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "Pipeline top_k output-shape bug and missing `transformers.onnx` import are unrelated failures." + "reason": "Different failures: missing `pad_token_id` on a config vs `trust_remote_code` returning an incomplete config object." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "One is about a dummy Conv2d in Sam3PixelDecoder, the other is CUDA OOM in Sam3Video; different code paths and symptoms." + "reason": "A notebook syntax error is unrelated to the `init_empty_weights` TypeError during model loading." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:43262", + "right": "issue:44521", "accept": false, - "reason": "Processor/tokenizer regression and a misleading pipeline error message are separate problems." + "reason": "Both involve chat templating, but one is an audio sampling-rate default and the other is multimodal assistant-mask generation." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "torch.compile/SDPA failure and resume_from_checkpoint key mismatch are unrelated." + "reason": "Torch.compile attention divergence is unrelated to ANSI codes emitted by `loading_report`." }, { - "left": "issue:43316", - "right": "issue:44877", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "Gemma3TextConfig API mismatch and granite_speech strict-config loading are different config issues." + "reason": "An import/export error for `AutoImageProcessor` is not the same bug as Python-version incompatibility in 5.1.0." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "CPU offload device mismatch has nothing to do with checkpoint resume key mapping." + "reason": "These are different code paths: a Float8 storage lookup error vs a Qwen chat-model crash." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Config API discrepancy and image preprocessor/model dtype mismatch are distinct bugs." + "reason": "Chunked prefill cache handling and CLIPVision hidden-state output are separate regressions." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Both involve Qwen video/text processing, but one is a video-input validation error and the other is batched apply_chat_template padding behavior." + "reason": "ANSI code leakage in loading reports is unrelated to a wrong docstring for `position_ids`." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "3d_parallel.py runtime failure and tensor-parallel OOM are different distributed-inference problems." + "reason": "A model max-length question for DeBERTa is unrelated to the missing `transformers.onnx` module import." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "Optional post_init enforcement and non-persistent buffer initialization are separate v5 concerns." + "reason": "Both mention Qwen/MoE, but one is a cross-version LoRA compatibility issue and the other is a specific model-loading regression in v5." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "ESM2 model breakage and a janus test failure do not describe the same bug." + "reason": "Reading `position_ids` after buffer registration is not the same as `from_pretrained` failing for gemma-4 zero3." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Gemma-3 eos_token_id config inconsistency and Whisper empty-transcription generation failure are unrelated." + "reason": "Slow import performance and an unrecognized-model/config error are unrelated bug classes." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "model_max_length question for DeBERTa-V3 and missing `transformers.onnx` import are unrelated." + "reason": "Missing load-balancing loss and missing auxiliary losses are both loss-related, but they affect different models and mechanisms." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Tensor-parallel OOM on a large Qwen model and a key error loading MobileLLM are different load-time failures." + "reason": "Import latency has nothing to do with inconsistent EOS token configuration." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "Bare except swallowing interrupts in FuyuBatchFeature is unrelated to Windows/ROCm distributed import issues." + "reason": "A pipeline dispatch bug for video classification is unrelated to `_torch_extract_fbank_features()`." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Missing lm_head tying in Mistral3ForConditionalGeneration and FlashAttention failure in Ministral-3 are different code-path bugs." + "reason": "Loading-report ANSI output is unrelated to a GLM-5 RoPE implementation discussion." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Processor/tokenizer regression and Gemma-3 eos_token_id config mismatch are separate issues." + "reason": "A missing exported model class is not the same issue as Python 3.9+ incompatibility." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Missing GenerationMixin cache support during chunked_prefill and recurrent state reset in modular_qwen3_5 are not the same defect." + "reason": "Different missing symbols from different packages; these are not the same underlying import bug." }, { - "left": "issue:43761", - "right": "issue:44479", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen VL video-input regression affect different models and behaviors." + "reason": "Both are import errors, but they concern different missing exports and likely different fixes." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:43976", + "right": "issue:44964", "accept": false, - "reason": "Video-classification pipeline picking image processors and Sam3VisionEncoderOutput missing an attribute are unrelated." + "reason": "Python-version support is unrelated to loading a specific multimodal model." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "Metric gathering drops tuple labels, while the other issue is about auxiliary-loss normalization." + "reason": "Offline cache loading and `AttentionInterface.register` behavior are unrelated." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "`gguf_file` argument handling and missing `model_type` in config.json are different model-loading failures." + "reason": "Tokenizer output regressions and embedding-resize propagation are different bugs." }, { - "left": "issue:43646", - "right": "issue:44913", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Broad v5 custom model initialization breakage is not the same as GPTNeoX rotary_pct persistence on reload." + "reason": "A buffer access error is not the same as a major post-upgrade filtering slowdown." }, { - "left": "issue:44871", - "right": "issue:46050", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "Gemma-3 eos_token_id mismatch and sinq quantized save/load breakage are separate serialization/config bugs." + "reason": "Generation cache handling and removal of `is_torch_fx_available` are separate regressions." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaults are unrelated." + "reason": "Missing auxiliary loss is unrelated to an AMP/CUDA crash in LwDetrImageLoss." }, { - "left": "issue:43572", - "right": "issue:46178", + "left": "issue:45081", + "right": "issue:45362", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and tensorflow_text backend registration are different issues." + "reason": "A Mistral tokenizer regex patch crash is unrelated to a Qwen chat loading crash." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Trainer GPU broadcast NoneType error and output embedding reinitialization after resize are unrelated." + "reason": "A model-specific Flash Attention unsupported warning is not the same as a general Flash Attention 2.0 issue." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Sam3Video CUDA OOM and Whisper empty-transcription failure are not the same underlying bug." + "reason": "ESM2 breakage and Gemma 4 multimodal token-type IDs are unrelated model-specific bugs." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "A documentation mismatch for `return_all_scores` is unrelated to unsafe `sys.modules` access in code." } ] }, @@ -9755,300 +9213,240 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 31, + "review_unit_index": 36, "review_unit_count": 50, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ - "issue:35141", - "issue:41720", - "issue:42490", + "issue:36246", "issue:43065", - "issue:43335", - "issue:43504", - "issue:43525", - "issue:43531", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43475", + "issue:43526", "issue:43540", - "issue:43550", - "issue:43644", - "issue:43761", - "issue:43827", + "issue:43596", + "issue:43653", "issue:43931", - "issue:43976", - "issue:43994", "issue:44060", "issue:44077", - "issue:44112", - "issue:44190", - "issue:44242", - "issue:44464", + "issue:44162", + "issue:44246", + "issue:44336", + "issue:44368", + "issue:44466", "issue:44479", - "issue:44521", - "issue:44534", - "issue:44610", - "issue:44734", - "issue:44737", - "issue:44792", - "issue:44855", + "issue:44483", + "issue:44496", "issue:44877", - "issue:44913", - "issue:44933", - "issue:44964", "issue:44977", - "issue:45127", - "issue:45245", - "issue:45357", - "issue:45362", - "issue:45381", - "issue:45406", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45561", "issue:45563", "issue:45584", "issue:45588", "issue:45600", - "issue:45698", - "issue:45803", - "issue:45987" + "issue:45656", + "issue:45701", + "issue:45759", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202" ], "soft_pairs": [ - "issue:43504|issue:45698", - "issue:44734|issue:45406", - "issue:43525|issue:43531", - "issue:45563|issue:45584", - "issue:43761|issue:44242", - "issue:44792|issue:44977", - "issue:43931|issue:44060", - "issue:44479|issue:44734", - "issue:44534|issue:44913", - "issue:44792|issue:45600", - "issue:44190|issue:44964", - "issue:44464|issue:45563", - "issue:43827|issue:43994", - "issue:44855|issue:45588", - "issue:44521|issue:45381", - "issue:35141|issue:42490", - "issue:41720|issue:45245", - "issue:45803|issue:45987", - "issue:43065|issue:44610", - "issue:44933|issue:45362", - "issue:43335|issue:44855", - "issue:43644|issue:44913", - "issue:44077|issue:44877", - "issue:43976|issue:44855", - "issue:43550|issue:44190", - "issue:43540|issue:44734", - "issue:45127|issue:45357", - "issue:44737|issue:45803", - "issue:44112|issue:45600" + "issue:36246|issue:43596", + "issue:43526|issue:45003", + "issue:44496|issue:45003", + "issue:45412|issue:46123", + "issue:45292|issue:45584", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:43257|issue:45137", + "issue:45292|issue:45701", + "issue:44877|issue:45375", + "issue:43232|issue:44336", + "issue:45987|issue:46082", + "issue:45561|issue:45563", + "issue:44987|issue:45459", + "issue:44479|issue:46170", + "issue:43065|issue:43408", + "issue:44995|issue:45200", + "issue:43475|issue:43540", + "issue:44466|issue:45335", + "issue:45397|issue:45656", + "issue:44483|issue:46202", + "issue:45137|issue:45600", + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:44995|issue:45588", + "issue:44368|issue:45563", + "issue:44877|issue:46170", + "issue:43931|issue:44368", + "issue:44060|issue:44077" ], - "prepared_review_unit_hash": "0a82fef3c1b2cd654196228609d6206454b1d7a238ca96a8383b18530eb3028b", + "prepared_review_unit_hash": "1e21b76f8d93b82d70bd34c470f258a06e484dd4dfb8d22979dfb7ebde524252", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36419, - "estimated_input_tokens": 9105, - "estimated_eval_tokens": 18466 + "serialized_chars": 36607, + "estimated_input_tokens": 9152, + "estimated_eval_tokens": 18560 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": { - "summary": "The set is mostly unrelated one-off bugs across different models and subsystems. I do not see any soft pair that is clearly the same underlying issue, so I reject all duplicate candidates. The best representative issue is the broad serialization/init regression around non-persistent buffers.", - "confidence": 0.92, - "canonical_issue_reason": "issue:44534 is the cleanest broad statement of the non-persistent-buffer junk-initialization regression and is more generic than the version-specific wording in the older report.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:44534 is the most actionable and generally applicable issue in the set; it describes a concrete core bug rather than a narrow model-specific symptom.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43504", - "right": "issue:45698", - "accept": false, - "reason": "Different failures: Beit semantic-segmentation preset loading with a legacy field vs wrong custom module restored after save_pretrained." - }, - { - "left": "issue:44734", - "right": "issue:45406", - "accept": false, - "reason": "Different code paths: KV-cache continuation indexing in transformers serve vs Gemma4Processor missing _tokenizer." - }, - { - "left": "issue:43525", - "right": "issue:43531", - "accept": false, - "reason": "Different bugs: Llama4Config missing pad_token_id vs Qwen3-MoE sliding_window behavior." - }, - { - "left": "issue:45563", - "right": "issue:45584", - "accept": false, - "reason": "Different symptoms and APIs: stale num_return_sequences warning vs Whisper empty-transcription failure after align_special_tokens." - }, - { - "left": "issue:43761", - "right": "issue:44242", - "accept": false, - "reason": "Different model behaviors: CLIPVisionModel hidden_states regression vs load-balancing loss omission when output_router_logits=False." - }, - { - "left": "issue:44792", - "right": "issue:44977", - "accept": false, - "reason": "Different model families and failure modes: janus image-generation test failure vs Qwen3.5 flash-attention generation issue." - }, - { - "left": "issue:43931", - "right": "issue:44060", - "accept": false, - "reason": "One is a weight-shape mismatch loading Qwen3-VL; the other is an incorrect tied-weights warning in Qwen3-Next." - }, - { - "left": "issue:44479", - "right": "issue:44734", - "accept": false, - "reason": "Both mention multimodal/serve areas, but one is a video-input regression in Qwen VL models and the other is a serve KV-cache indexing crash." - }, - { - "left": "issue:44534", - "right": "issue:44913", - "accept": false, - "reason": "Both are serialization-related, but one is non-persistent buffers being junk-filled and the other is GPTNeoX rotary_pct not surviving reload." - }, - { - "left": "issue:44792", - "right": "issue:45600", - "accept": false, - "reason": "Unrelated: janus image-generation test failure vs stale auto_mappings references to removed Sam3LiteText configs." - }, - { - "left": "issue:44190", - "right": "issue:44964", - "accept": false, - "reason": "Different scope: local dataset loading in an example script vs a model-loading regression for microsoft/Phi-4-multimodal-instruct." - }, - { - "left": "issue:44464", - "right": "issue:45563", - "accept": false, - "reason": "Different problems: compiled-forward chunked generation inconsistency vs a stale warning about num_return_sequences." - }, - { - "left": "issue:43827", - "right": "issue:43994", - "accept": false, - "reason": "One is docs still referencing removed pipeline() APIs; the other is a SigLIP2 inference correctness issue." - }, - { - "left": "issue:44855", - "right": "issue:45588", - "accept": false, - "reason": "Different failures: Python 3.13 IndentationError in DebertaV2Model import vs flash_attention crash on s_aux=None." - }, - { - "left": "issue:44521", - "right": "issue:45381", - "accept": false, - "reason": "Both are multimodal-template regressions, but they affect different outputs: assistant_masks vs vision_position_ids." - }, - { - "left": "issue:35141", - "right": "issue:42490", - "accept": false, - "reason": "Completely different issues: token-embedding resize reinit bug vs import warning when local model path ends with a slash." - }, - { - "left": "issue:41720", - "right": "issue:45245", - "accept": false, - "reason": "No shared underlying bug: Qwen3 auto device mapping cuda assert vs category-count overflow at 2^24." - }, - { - "left": "issue:45803", - "right": "issue:45987", - "accept": false, - "reason": "Different concerns: bare except swallowing errors in FuyuBatchFeature vs StaticCache.get_seq_length returning the wrong type." - }, - { - "left": "issue:43065", - "right": "issue:44610", - "accept": false, - "reason": "Different model components: dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo processor/model input-size mismatch." - }, - { - "left": "issue:44933", - "right": "issue:45362", - "accept": false, - "reason": "Unrelated: nonexistent image_utils import vs Qwen3.5-35B crash in transformers chat." - }, - { - "left": "issue:43335", - "right": "issue:44855", - "accept": false, - "reason": "Different failures: SwitchTransformersConfig creates an unwanted sparse layer vs a Python 3.13 parser/import error." - }, - { - "left": "issue:43644", - "right": "issue:44913", - "accept": false, - "reason": "Related only at a high level (config/serialization), but not the same bug: non-persistent buffer junk vs rotary_pct resetting on reload." - }, - { - "left": "issue:44077", - "right": "issue:44877", - "accept": false, - "reason": "Both involve config handling, but one is optional post_init on patchtsmixer and the other is strict config blocking granite_speech loading." - }, - { - "left": "issue:43976", - "right": "issue:44855", - "accept": false, - "reason": "Both mention Python compatibility, but they are different failures: broad version incompatibility vs a specific IndentationError in one model file." - }, - { - "left": "issue:43550", - "right": "issue:44190", - "accept": false, - "reason": "Different areas entirely: Bamba torch.compile/SDPA failure vs local dataset loading in an image-classification training script." - }, - { - "left": "issue:43540", - "right": "issue:44734", - "accept": false, - "reason": "Different multimodal bugs: video input ValueError in Qwen3OmniMoe vs wrong tensor indexing during serve KV-cache continuation." - }, - { - "left": "issue:45127", - "right": "issue:45357", - "accept": false, - "reason": "Different save/load regressions: LoRA merge with extended vocabulary on tied embeddings vs incorrect visual-encoder keys in save_pretrained." - }, - { - "left": "issue:44737", - "right": "issue:45803", - "accept": false, - "reason": "Different code paths: XLNet CPU-side relative position computation vs a bare except in FuyuBatchFeature.convert_to_tensors()." - }, - { - "left": "issue:44112", - "right": "issue:45600", - "accept": false, - "reason": "Unrelated CI issues: stale GraniteSpeech device override test vs auto_mappings references to removed Sam3LiteText configs." - } - ] + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 37, + "review_unit_count": 50, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42886", + "issue:42994", + "issue:43232", + "issue:43452", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43827", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44530", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:45003", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45229", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45656", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202" + ], + "soft_pairs": [ + "issue:43673|issue:44734", + "issue:42886|issue:45229", + "issue:45003|issue:45561", + "issue:44530|issue:46170", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:44869|issue:45356", + "issue:43452|issue:45003", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:43673|issue:43827", + "issue:43701|issue:44749", + "issue:44871|issue:46132", + "issue:44188|issue:46202", + "issue:45230|issue:45397", + "issue:43475|issue:45381", + "issue:43475|issue:43643", + "issue:42994|issue:43482", + "issue:44038|issue:44623", + "issue:28282|issue:30990", + "issue:46077|issue:46123", + "issue:43232|issue:43673", + "issue:42371|issue:45092", + "issue:43475|issue:44661", + "issue:41628|issue:44933", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:45081|issue:45103", + "issue:45310|issue:45375" + ], + "prepared_review_unit_hash": "db6f01d26686a0cba96e01805ae15bb60c6ec60ac31629000bbdf8662a94818a", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36582, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -10060,311 +9458,321 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 32, + "review_unit_index": 38, "review_unit_count": 50, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ - "issue:36246", - "issue:38175", - "issue:38617", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", "issue:41628", - "issue:41950", "issue:42175", - "issue:42907", + "issue:42222", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", "issue:43065", - "issue:43116", - "issue:43295", - "issue:43335", - "issue:43404", - "issue:43441", - "issue:43479", - "issue:43531", - "issue:43643", - "issue:43650", - "issue:43854", - "issue:43976", - "issue:44016", - "issue:44112", - "issue:44186", - "issue:44190", - "issue:44220", - "issue:44246", - "issue:44279", - "issue:44462", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", "issue:44496", - "issue:44561", - "issue:44683", + "issue:44568", + "issue:44623", "issue:44734", - "issue:44938", + "issue:44779", + "issue:44792", "issue:44964", - "issue:44987", - "issue:45003", - "issue:45216", - "issue:45245", - "issue:45276", - "issue:45335", - "issue:45375", - "issue:45446", - "issue:45542", - "issue:45584", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45406", + "issue:45561", "issue:45600", - "issue:45632", - "issue:45907", - "issue:46082", - "issue:46121" + "issue:45712", + "issue:45812", + "issue:46123", + "issue:46202" ], "soft_pairs": [ - "issue:44462|issue:45907", - "issue:43335|issue:44190", - "issue:46082|issue:46121", - "issue:43116|issue:44190", - "issue:45276|issue:45584", - "issue:44938|issue:45542", - "issue:43295|issue:45276", - "issue:43479|issue:45375", - "issue:36246|issue:41628", - "issue:45245|issue:45584", - "issue:43650|issue:44220", - "issue:42175|issue:44279", - "issue:44186|issue:44734", - "issue:44246|issue:45003", - "issue:41950|issue:44016", - "issue:36246|issue:38617", - "issue:44683|issue:45446", - "issue:43404|issue:45216", - "issue:38175|issue:43065", - "issue:44016|issue:44220", - "issue:43643|issue:44496", - "issue:44964|issue:45600", - "issue:44112|issue:44964", - "issue:43854|issue:44964", - "issue:44734|issue:45632", - "issue:44561|issue:45632", - "issue:43976|issue:44987", - "issue:43531|issue:45600", - "issue:43295|issue:45335", - "issue:42907|issue:43441" + "issue:45406|issue:46202", + "issue:41628|issue:44351", + "issue:42673|issue:43704", + "issue:44964|issue:45137", + "issue:42994|issue:43824", + "issue:44222|issue:45310", + "issue:42831|issue:44222", + "issue:36010|issue:41628", + "issue:44038|issue:45310", + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:43377|issue:44242", + "issue:45561|issue:45600", + "issue:43232|issue:44792", + "issue:42898|issue:44568", + "issue:43901|issue:45561", + "issue:42222|issue:45200", + "issue:30990|issue:35141", + "issue:43278|issue:45137", + "issue:44623|issue:45310", + "issue:44188|issue:44373", + "issue:43065|issue:46123", + "issue:30333|issue:33290", + "issue:43232|issue:44188", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:42898|issue:44779", + "issue:43874|issue:45092", + "issue:44734|issue:45103" ], - "prepared_review_unit_hash": "9a359d109b37b18ad304ec8a362180d7fb9b91d628c8471acd629a52b47974e6", + "prepared_review_unit_hash": "3c771669f0e423b1c8ed76135f1df1ce32bb5b8219ccbcbc081daf2d4d5e9531", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36651, - "estimated_input_tokens": 9163, - "estimated_eval_tokens": 18582 + "soft_pair_count": 31, + "serialized_chars": 36963, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a tight duplicate cluster; it mixes unrelated import regressions, model/config bugs, pipeline issues, and environment-specific failures. I would not merge any of the soft-edge pairs.", - "confidence": 0.79, - "canonical_issue_reason": "If one issue must serve as canonical, issue 41628 is the broadest user-facing import regression in the set and best represents the general class of API/export breakages.", + "summary": "These items are mostly unrelated singleton issues. The only clear duplicate pair is the Qwen3ForCausalLM VRAM leak report (42673/43704); the rest share broad themes at best, but not the same concrete bug or code path.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the earlier, fuller report of the same Qwen3ForCausalLM multi-dataloader VRAM leak; issue:43704 is an exact-title duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41628 is the strongest standalone report: clear failure mode, broad impact, and closest to the import/API regression theme seen in a few neighboring issues.", + "best_issue_reason": "issue:42673 is the strongest canonical issue in this set because it has the clearest duplicate match and the most actionable description of the underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "Different bugs: AutoTokenizer ignoring tokenizer.json is a loading precedence issue, while list_repo_files forwarding revision is an Hub API parameter bug." + "reason": "Different Gemma-related failures: a server crash from missing `_tokenizer` versus a pipeline roundtrip issue on the underscore token." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "Unrelated subsystems: SwitchTransformers config construction vs a local dataset loading failure in an example script." + "reason": "Both are import errors, but for different symbols (`AutoImageProcessor` vs `HybridCache`) and likely different fixes." }, { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same Qwen3ForCausalLM VRAM leak report, with identical title and matching symptom." + }, + { + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Different validation paths: LlamaConfig head_dim handling is not the same as rope-parameter JSON list coercion." + "reason": "Model load failure for Phi-4 multimodal is unrelated to the DeepSpeed ZeRO3 deque underflow error." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "Different example-script failures: empty multi-label outputs vs inability to load a local dataset." + "reason": "Quantized model saving failure is unrelated to an import error for a specific Qwen2.5-VL class." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Unrelated model behaviors: Gemma4 embedding resizing vs Whisper empty-transcription generation after token alignment." + "reason": "Both mention MoE/FP8, but one is a `save_pretrained` FP8 issue and the other is a `from_pretrained` error for Qwen3.5; different code paths." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "Separate environment issues: Python 3.14 import/load failure vs TensorFlow backend installation confusion with tensorboard." + "reason": "An accuracy regression in FineGrainedFP8 is not the same bug as FP8 MoE save/pretrained handling." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Different regression surfaces and code paths: processor/tokenizer image handling vs Gemma4 resize_token_embeddings behavior." + "reason": "Different missing-import regressions for different API symbols; same general symptom, not the same issue." }, { - "left": "issue:43479", - "right": "issue:45375", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Different multimodal config bugs affecting different models and fields; not the same underlying defect." + "reason": "Different model families and failure modes: Qwen3-VL-Moe vs Qwen3.5 MoE." }, { - "left": "issue:36246", - "right": "issue:41628", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Both are import errors, but for different symbols and namespaces; they do not point to the same missing export." + "reason": "Packaging/backend extra selection is unrelated to leftover dummy class cleanup in `dummy_pt_objects.py`." }, { - "left": "issue:45245", - "right": "issue:45584", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Completely unrelated: category count runtime limit vs Whisper transcription edge case." + "reason": "Unrecognized model/config loading is unrelated to a pytest-xdist race in testing utilities." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "No shared bug: an issue about missing data vs a feature-extraction helper crash." + "reason": "Missing padding-mask support in MIMI encoding is unrelated to router-logit/load-balancing-loss handling in MoE." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:45561", + "right": "issue:45600", "accept": false, - "reason": "Broad dependency complaints, but no shared concrete code-path or fix." + "reason": "A test-file race and a broken auto-mapping entry are different CI issues." }, { - "left": "issue:44186", - "right": "issue:44734", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Tokenizer/NER padding crash is unrelated to serve-time KV-cache continuation indexing." + "reason": "Generation kwargs sync logic is unrelated to a Janus image-generation test failure." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:42898", + "right": "issue:44568", "accept": false, - "reason": "Import performance and unsafe sys.modules access are different problems, even if both touch startup/import behavior." + "reason": "Both are tokenizer regressions in v5, but one is `clean_up_tokenization_spaces` behavior and the other is BOS/EOS insertion for a specific tokenizer." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:43901", + "right": "issue:45561", "accept": false, - "reason": "Different topics entirely: pipeline processor lookup vs a notebook syntax error." + "reason": "Docs mismatch for `TextClassificationPipeline` is unrelated to the xdist race on `captured_info.txt`." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Both are import errors, but they concern different missing names and different modules." + "reason": "Broken VitPose models and Gemma4 `mm_token_type_ids` behavior are different model-specific bugs." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Same subsystem name, but different failures: compiled flex_attention on new torch versions vs a wrong version gate for AuxRequest import." + "reason": "A loading hang for Sentence Transformers is unrelated to embedding reinitialization during resize." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Different model-specific regressions: untied lm_head weights vs incorrect checkpoint saving." + "reason": "Embedding dtype drift in eval is unrelated to the ZeRO3 deque error." }, { - "left": "issue:38175", - "right": "issue:43065", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Unrelated model bugs in different architectures and code paths." + "reason": "Missing files in `processor.save_pretrained` is a different bug from Qwen3.5 MoE load errors." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Notebook syntax error and audio feature extraction failure are not the same issue." + "reason": "Torch.compile attention-kernel divergence is unrelated to a docstring typo." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:43065", + "right": "issue:46123", "accept": false, - "reason": "Different config-loading failures: missing fields with trust_remote_code vs an unrecognized-model/config.json problem." + "reason": "Dummy Conv2d cleanup in Sam3PixelDecoder is unrelated to final-partial-batch handling in MaskGenerationPipeline." }, { - "left": "issue:44964", - "right": "issue:45600", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Different breakages: loading a specific multimodal model vs stale autogenerated auto-mappings for removed configs." + "reason": "MLflow reporting on failed jobs is unrelated to an OOM with Adafactor/DeepSpeed." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:43232", + "right": "issue:44188", "accept": false, - "reason": "CI-only GraniteSpeech test failure is unrelated to Phi-4 multimodal loading." + "reason": "Generation-state bookkeeping and attention-kernel branching are different concrete problems." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:42898", + "right": "issue:45812", "accept": false, - "reason": "Different model families and failure modes; these are not the same bug." + "reason": "Different tokenizer regressions affecting different models and behaviors." }, { - "left": "issue:44734", - "right": "issue:45632", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Serve-time tensor indexing bug is unrelated to local trust_remote_code cache-path collisions." + "reason": "Both are import failures, but they concern different missing names and different integration points." }, { - "left": "issue:44561", - "right": "issue:45632", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "One is a removed helper breaking trust_remote_code models; the other is a cache-path naming collision." + "reason": "Tokenizer loading regressions and BOS/EOS special-token behavior are not the same underlying bug." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "A Python-version compatibility report is not the same as a specific model-load failure on a version range." + "reason": "Different tokenizer regressions: cleanup-space behavior versus Kimi-K2.5 codec handling / warning message." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and auto_mappings CI breakage are unrelated." + "reason": "Both involve tokenizer regressions, but for different models and root causes." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Both mention embedding/tokenizer mutation, but they affect different models and different internal components." + "reason": "Missing image-processor API and remote-code meta-init incompatibility are unrelated multimodal issues." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "Different Ministral issues: saving dequantized models vs FlashAttention compatibility in v5 RC." + "reason": "KV-cache continuation crash in serve is unrelated to an auto-docstring annotation crash." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the soft-edge verdicts are appropriately conservative overall. The duplicate call on 42673/43704 is supported by the identical titles, earlier timestamp, and larger body on 42673. No mergeability issues apply since this is an issue-only set." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -10372,303 +9780,324 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 33, + "review_unit_index": 39, "review_unit_count": 50, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ - "issue:38175", - "issue:39692", - "issue:41950", - "issue:42490", - "issue:43295", - "issue:43299", - "issue:43335", - "issue:43381", - "issue:43441", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43122", + "issue:43232", "issue:43479", - "issue:43525", - "issue:43526", - "issue:43577", - "issue:43650", - "issue:43673", - "issue:43824", - "issue:43901", + "issue:43723", + "issue:43873", "issue:43976", "issue:44016", - "issue:44062", + "issue:44060", "issue:44075", - "issue:44242", - "issue:44279", - "issue:44336", - "issue:44351", - "issue:44368", - "issue:44496", - "issue:44521", - "issue:44617", - "issue:44779", + "issue:44079", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44484", + "issue:44623", + "issue:44869", "issue:44933", - "issue:45020", - "issue:45042", - "issue:45200", - "issue:45216", - "issue:45278", - "issue:45325", - "issue:45335", - "issue:45357", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45245", + "issue:45310", "issue:45405", - "issue:45584", - "issue:45588", - "issue:45593", - "issue:45632", - "issue:45759", - "issue:45812", - "issue:45823", - "issue:46209" + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231" ], "soft_pairs": [ - "issue:42490|issue:45632", - "issue:43526|issue:43901", - "issue:43441|issue:45588", - "issue:44496|issue:45042", - "issue:43673|issue:44336", - "issue:43335|issue:45593", - "issue:44016|issue:44062", - "issue:44075|issue:44368", - "issue:43824|issue:44933", - "issue:43299|issue:45216", - "issue:43381|issue:45593", - "issue:43901|issue:44496", - "issue:43976|issue:44279", - "issue:43650|issue:46209", - "issue:44496|issue:45759", - "issue:45335|issue:45584", - "issue:43479|issue:43525", - "issue:44242|issue:45200", - "issue:44521|issue:45325", - "issue:43299|issue:45357", - "issue:38175|issue:44617", - "issue:43577|issue:45216", - "issue:41950|issue:45020", - "issue:44351|issue:45278", - "issue:44279|issue:45405", - "issue:44779|issue:45812", - "issue:41950|issue:45823", - "issue:39692|issue:43901", - "issue:43295|issue:44779" - ], - "prepared_review_unit_hash": "177608cc55e117776954ebf8a20a1e2b4ca8bfc27fec96aa554cf8476e38ed91", - "component_budget": { - "node_count": 431, - "item_count": 431, - "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36391, - "estimated_input_tokens": 9098, - "estimated_eval_tokens": 18452 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "These items are mostly unrelated issue reports clustered by superficial text similarity rather than true duplicates. The only near-umbrella report is the broad import-regression issue, but even that does not safely subsume the others.", - "confidence": 0.77, - "canonical_issue_reason": "issue:45278 is the broadest representative in the set: it describes a general import-breakage regression after upgrading transformers, which is the closest thing here to an umbrella issue.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best global representative because it is the most general user-facing regression report and could plausibly absorb some specific import-failure manifestations.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:42490", - "right": "issue:45632", + "issue:44016|issue:46231", + "issue:44075|issue:46231", + "issue:44295|issue:45656", + "issue:44060|issue:45125", + "issue:42898|issue:44448", + "issue:45405|issue:45712", + "issue:42175|issue:44933", + "issue:44448|issue:46132", + "issue:44222|issue:44297", + "issue:43479|issue:44079", + "issue:44933|issue:45712", + "issue:44297|issue:45656", + "issue:43976|issue:44933", + "issue:44222|issue:44623", + "issue:44190|issue:46082", + "issue:30333|issue:34689", + "issue:42831|issue:44623", + "issue:43479|issue:44869", + "issue:30333|issue:36331", + "issue:45245|issue:46132", + "issue:30333|issue:35141", + "issue:28282|issue:30333", + "issue:45071|issue:46082", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:44206|issue:45103", + "issue:43723|issue:44977", + "issue:43122|issue:46209", + "issue:44263|issue:45092", + "issue:43232|issue:45834", + "issue:43873|issue:44945", + "issue:44222|issue:44484", + "issue:44295|issue:44623" + ], + "prepared_review_unit_hash": "84c4427cbd86ef2b5599bab5b9af56b77aeb45556d5491ac1b87412e726f5a6d", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36765, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated import errors, tokenizer/model bugs, trainer issues, config regressions, and docs problems. None of the soft edges look like the same underlying defect, so all candidate pairs should be rejected.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue; the items span unrelated bugs and regressions across different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44297 is one of the more concrete code-path bugs, but it still doesn't represent the rest of the mixed cluster well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44016", + "right": "issue:46231", "accept": false, - "reason": "Trailing-slash local-path warning is a different bug from trust_remote_code cache collisions on shared leaf names." + "reason": "Notebook syntax error vs. a docs/parameter-name mismatch; different problems." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:44075", + "right": "issue:46231", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels corruption is unrelated to a TextClassificationPipeline docs mismatch." + "reason": "Optimizer args being ignored is unrelated to a `set_training()` doc mismatch." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Both touch flash_attention, but one is a Ministral-3 RC failure and the other is an s_aux=None crash in sink-less models." + "reason": "Position-ids buffer access bug vs. optimizer step being called twice; unrelated code paths." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Unrecognized model/config loading is unrelated to PIL backend processors incorrectly requiring torchvision." + "reason": "Tied-weights warning bug is unrelated to missing `_tp_plan` for tensor parallelism." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:42898", + "right": "issue:44448", "accept": false, - "reason": "GenerationMixin cache missing in chunked_prefill has nothing to do with ANSI codes in loading_report." + "reason": "Both mention v5 behavior, but one is tokenization cleanup and the other is model output drift for Pegasus; not the same bug." }, { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformers and missing auxiliary losses in D-FINE are different model bugs." + "reason": "PEFT version pinning issue vs. leftover dummy classes in `dummy_pt_objects.py`; unrelated." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Notebook syntax error and AddedToken special-argument TypeError are unrelated failures." + "reason": "Missing TensorFlow backend after `pip install .[torch]` is unrelated to a missing `image_utils` import." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "SGD optimizer args not applied is unrelated to the Qwen3.5 tie_word_embeddings warning." + "reason": "Pegasus output change vs. `AttentionInterface.register` behavior change; different subsystems and failures." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration export is not the same as a nonexistent image_utils import." + "reason": "FP8 `save_pretrained` bug is unrelated to tokenizer class metadata mismatch." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Qwen3VL loading regression and Qwen3.5 save_pretrained regression affect different code paths." + "reason": "Multimodal config default initialization bug vs. `ModelOutput` key assignment bug; unrelated." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Missing import from `image_utils` vs. dummy classes leaking into `dir(transformers)`; unrelated." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "A docs/API wording issue is not the same as a model-type loading failure." + "reason": "Tokenizer metadata mismatch vs. optimizer double-step; not the same defect." }, { "left": "issue:43976", - "right": "issue:44279", + "right": "issue:44933", "accept": false, - "reason": "Python version incompatibility and a generic dependency issue are too broad and not the same bug." + "reason": "Python-version compatibility problem vs. missing import; unrelated." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Placeholder text and FP8 inference failure on B200 are unrelated." + "reason": "FP8 MoE save bug vs. processor save_pretrained missing files; different save paths." }, { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "Unrecognized model config loading is different from failing to unwrap text_config in composite Qwen multimodal configs." + "reason": "Local dataset loading failure vs. LlamaConfig head-dim validation; unrelated." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting on failed jobs vs. Llama 3.2 Vision model loading regression; unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "Decoder embed resize bug and Whisper empty-transcription failure are different generation/model issues." + "reason": "FP8 accuracy issue vs. processor serialization missing files; different failures." }, { "left": "issue:43479", - "right": "issue:43525", + "right": "issue:44869", "accept": false, - "reason": "Default multimodal config initialization and missing pad_token_id on Llama4Config are unrelated attribute/config bugs." + "reason": "Config defaulting bug vs. Whisper timestamp decode crash; unrelated." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "Router load-balancing loss gating and mm_token_type_ids defaulting are different training-path issues." + "reason": "MLflow job-status bug vs. custom trainer signature change; unrelated." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "All-zero assistant masks and still-image rope-index scaling are separate multimodal processing bugs." + "reason": "Category-count overflow vs. attention registration behavior change; unrelated." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:30333", + "right": "issue:35141", "accept": false, - "reason": "Model loading failure and incorrect visual-encoder keys on save_pretrained are not the same concrete regression." + "reason": "MLflow reporting bug vs. embedding resize/reinit bug; unrelated." }, { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:28282", + "right": "issue:30333", "accept": false, - "reason": "Zero probabilities in SigLIP2 is unrelated to Sam3Video CUDA OOM." + "reason": "PyTorch missing import error vs. MLflow reporting bug; unrelated." }, { - "left": "issue:43577", - "right": "issue:45216", + "left": "issue:45071", + "right": "issue:46082", "accept": false, - "reason": "Blip2 dtype handling and Qwen3.5 checkpoint saving are different code paths and symptoms." + "reason": "Type-checking regression vs. LlamaConfig head_dim validation; unrelated." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "Pipeline processor lookup bug is unrelated to remote_code model breakage." + "reason": "Different missing imports from different modules; both packaging-related, but not the same issue." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Missing HybridCache import could be one symptom in a broader import regression, but the reports are not the same concrete bug." + "reason": "Tokenizer save metadata mismatch vs. Qwen3.5 MoE `from_pretrained` error; unrelated." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:44206", + "right": "issue:45103", "accept": false, - "reason": "A generic dependency issue is not the same as bumping MIN_PEFT_VERSION to an unreleased release." + "reason": "Feature-extractor center-arg regression vs. auto-docstring crash with future annotations; unrelated." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Deepseek tokenizer regression and Granite tokenizer regression affect different model families and likely different fixes." + "reason": "Tokenizer loading regression vs. Qwen3.5 flash-attention generation bug; unrelated." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "Video-classification processor lookup and Gemma4 PLE device mismatch are unrelated." + "reason": "Tokenization change across versions vs. FP8 inference failure on B200; unrelated." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "SigLIP2 doc-example errors are not the same as a TextClassificationPipeline docs mismatch." + "reason": "`torch.split` return-value handling bug vs. remote-code/meta-init incompatibility; unrelated." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:43232", + "right": "issue:45834", "accept": false, - "reason": "Custom processor/tokenizer regression and Deepseek tokenization regression are different failures." + "reason": "Generation kwargs update bug vs. Kosmos2.5 long-OCR index error; unrelated." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading bug vs. pipeline-parallelism output bug; unrelated code paths." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save bug vs. `max_shard_size` question; not the same defect." + }, + { + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "Custom processor/tokenizer regression and Deepseek tokenization regression are different failures." + "reason": "Position-ids buffer read bug vs. processor save_pretrained missing files; unrelated." } ] }, @@ -10683,290 +10112,446 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 34, + "review_unit_index": 40, "review_unit_count": 50, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ - "issue:33290", - "issue:42175", + "issue:22355", + "issue:28282", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", "issue:42994", - "issue:43065", - "issue:43262", - "issue:43299", - "issue:43317", - "issue:43441", - "issue:43450", - "issue:43650", - "issue:43653", - "issue:43673", + "issue:43066", + "issue:43479", + "issue:43550", + "issue:43576", + "issue:43644", + "issue:43646", "issue:43723", "issue:43761", - 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"summary": "No soft pair looks like the same underlying bug/change; the set is a grab bag of unrelated Transformers regressions, packaging issues, and model-specific failures.", - "confidence": 0.93, - "canonical_issue_reason": "issue:44521 has the strongest signal in this mixed set: it is open, has substantial discussion/inbound references, and describes a concrete regression in a core API (`apply_chat_template`) affecting multimodal workflows.", + "summary": "This cluster is mostly a collection of unrelated Transformer issues across tokenization, import/loading, multimodal processing, generation, and model-saving paths. I do not see a safe canonical duplicate representative, and none of the soft pairs look like the same underlying bug/change.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue is a safe canonical representative; the items span unrelated bugs and regressions rather than one duplicate thread.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the most actionable and representative issue here because it is well-scoped, actively discussed, and touches a central user-facing API.", + "best_issue_reason": "No global best issue: none of these issues cleanly subsumes the rest or represents the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Unrelated failures: compiled flex_attention on torch 2.9 vs TensorFlow backend missing from a torch install." + "reason": "Both are bugs, but one is about reading a buffered position_ids tensor and the other about tokenizer_class metadata on save_pretrained; different code paths." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "Both are model-loading regressions, but they affect different models and appear to be distinct code-path failures." + "reason": "Sentence Transformers loading hang vs a MacOS bus error in a CLIP model; different symptoms and likely different root causes." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "Different dependency/version problems: Python support breakage vs an unreleased PEFT minimum version bump." + "reason": "Generation kwargs after sync_gpus is unrelated to D-FINE auxiliary loss behavior." }, { - "left": "issue:43650", - "right": "issue:46132", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Completely unrelated: a generic data issue vs an AttentionInterface.register behavior change." + "reason": "Passing kwargs to cached_file in AutoProcessor is a loading/path issue, while apply_chat_template with tool calls is a templating/runtime crash." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "Both involve tokenizers, but one is AutoTokenizer ignoring repo tokenizer.json while the other is a Mistral regex patch AttributeError." + "reason": "Precision drift from missing rms_norm_eps is unrelated to a docstring correction for position_ids." }, { - "left": "issue:43450", - "right": "issue:44279", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "No substantive overlap; batched video processor shape bug vs generic transformers dependency issue." + "reason": "Saving dequantized Ministrals/Devstrals and incorrect pipeline-parallel outputs are different problems." }, { - "left": "issue:44297", - "right": "issue:44462", + "left": "issue:43723", + "right": "issue:44442", "accept": false, - "reason": "One is save_pretrained metadata mismatch; the other is tokenizer loading ignoring tokenizer.json. Related area, different bug." + "reason": "A generic AutoTokenizer loading regression is not the same as one specific tokenizer class failing to load." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Different subsystems entirely: Mistral tokenizer regex patch vs repo file-listing revision forwarding." + "reason": "Missing nn during import of sentence-transformers is unrelated to stale auto_mappings references to removed Sam3LiteText configs." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:43723", + "right": "issue:44779", "accept": false, - "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." + "reason": "Tokenizer loading failure in v5 is not the same as Deepseek producing incorrect tokenization results." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Both touch Gemma4 weights, but one is serialization inconsistency and the other is resize_token_embeddings propagation; not the same bug." + "reason": "Smollm3 RoPE-layer loss and Qwen3-Next tied-weights warnings are different model-specific bugs." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Different model-specific failures with no shared concrete code path." + "reason": "A single missing AutoImageProcessor import does not match a broad set of import errors after version upgrade." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:43122", + "right": "issue:44514", "accept": false, - "reason": "Both are CI/cleanup related, but they stem from different stale-reference files and distinct failures." + "reason": "Tokenization differences across versions and a batched apply_chat_template crash are separate paths." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Quantization is the broad theme, but saving a quantized model and loading a dequantized model with offload are different problems." + "reason": "Model save/pretrained dequantization is unrelated to an invalid GenerationConfig error." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Tokenizer special-token registration bug vs D-FINE auxiliary-loss logic; unrelated." + "reason": "A model-type warning for sam3_tracker is not the same as a missing fpn_position_embeddings attribute in SAM 3 Video." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Both mention DeepSpeed/optimizer, but one is OOM with Adafactor and the other is double optimizer steps; not the same underlying issue." + "reason": "Empty multi-label classification output in an example script is not the same as missing mm_token_type_ids defaults for Gemma 4 fine-tuning." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "Processor save_pretrained missing files vs Gemma-4 zero3 from_pretrained load failure are different save/load bugs." + "reason": "Version-dependent tokenization changes are different from assistant_masks being all zero for multimodal chat templates." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "Unrelated: processor serialization bug vs a performance regression in Chinese text filtering." + "reason": "A dequantized save_pretrained bug is unrelated to loading a specific multimodal Phi-4 model." }, { - "left": "issue:43065", - "right": "issue:44898", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Both are vision-model issues, but dummy Conv2d in Sam3PixelDecoder and Perceiver interpolation failure are different defects." + "reason": "A missing ReLU in the DSA indexer is unrelated to GLM-5 RoPE implementation concerns." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "Different problems: missing layernorm config precision error vs torch.split return handling in a separate model indexer." + "reason": "Qwen3-VL-Moe transformer behavior and tokenizer_config metadata mismatch are different issues." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Notebook syntax issue and Gemma4 device mismatch are unrelated." + "reason": "num_labels propagation for Qwen3.5 and flash_attention_3 training degeneration do not share a concrete code path." }, { - "left": "issue:44361", - "right": "issue:45593", + "left": "issue:43232", + "right": "issue:45245", "accept": false, - "reason": "No overlap: MLukeTokenizer AttributeError vs D-FINE auxiliary-loss behavior." + "reason": "Generation-state handling after sync_gpus is unrelated to a category-cardinality limit error." }, { - "left": "issue:43441", - "right": "issue:44683", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Both are attention-related, but FlashAttention model failure and compiled flex_attention torch-compat failure are distinct code paths." + "reason": "A Qwen3-VL-Moe bug and FP8 save_pretrained for MoE are both MoE-adjacent but not the same concrete failure." }, { - "left": "issue:44671", + "left": "issue:28218", + "right": "issue:30990", + "accept": false, + "reason": "An extra space added after an added token is unrelated to a loading hang in Sentence Transformers." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save_pretrained and gguf_file incompatibilities affect different APIs and likely different fixes." + }, + { + "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Different regression surfaces: masked LM predictions for CamemBERT vs tokenizer output correctness for DeepSeek." + "reason": "Different tokenization across versions and Deepseek-specific incorrect results are not the same bug." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Tokenizer loading regression vs a broader ESM2 breakage report; not the same bug." + "reason": "Tensor-parallel training bugs and multi-label example-script output are unrelated." }, { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Packaging/backend omission and Python-version incompatibility are unrelated." + "reason": "Qwen3-VL-Moe runtime behavior and FP8 save_pretrained MoE serialization are distinct problems." }, { - "left": "issue:43262", + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping for Qwen3 tokenizer is unrelated to failing to load cjvt/sleng-bert." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "A bad save_pretrained checkpoint and a from_pretrained error for Qwen3.5 MoE are related by model family but not the same concrete bug." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration and missing HybridCache are separate import failures." + }, + { + "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Both involve apply_chat_template, but one is audio sampling-rate defaulting and the other is multimodal assistant masks; different bugs." + "reason": "Tokenizer offset mapping and multimodal assistant mask generation are different code paths." }, { - "left": "issue:43901", - "right": "issue:43994", + "left": "issue:43784", + "right": "issue:45446", "accept": false, - "reason": "Docs mismatch for return_all_scores vs an inference-quality bug on a specific model/pipeline." + "reason": "An import NameError in sentence-transformers is unrelated to a PyTorch version check bug in flex_attention." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "Generation cache missing in chunked_prefill and CLIPVisionModel hidden_states omission are unrelated." + "reason": "A missing transformers.onnx module and an added-token spacing regression have no shared underlying cause." } ] }, @@ -10981,311 +10566,303 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 35, + "review_unit_index": 42, "review_unit_count": 50, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ - "issue:36246", - "issue:41628", - "issue:41950", - "issue:42491", + "issue:22355", + "issue:29127", + "issue:29159", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42371", "issue:42757", - "issue:42886", - "issue:43299", - "issue:43352", - "issue:43450", - "issue:43525", - "issue:43526", - "issue:43531", - "issue:43596", - "issue:43643", - "issue:43673", - "issue:43784", - "issue:43824", - "issue:43881", - "issue:43901", + "issue:42831", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43937", "issue:43976", - "issue:44188", - "issue:44220", - "issue:44242", - "issue:44246", - "issue:44295", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", "issue:44297", - "issue:44336", "issue:44351", - "issue:44373", + "issue:44355", + "issue:44380", "issue:44485", - "issue:44496", - "issue:44561", - "issue:44589", - "issue:44617", - "issue:44749", + "issue:44625", + "issue:44704", "issue:44779", - "issue:44857", - "issue:44871", - "issue:45003", - "issue:45250", - "issue:45292", - "issue:45362", - "issue:45397", - "issue:45542", - "issue:45561", + "issue:44936", + "issue:44938", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", "issue:45563", - "issue:45593", - "issue:46132" + "issue:45588", + "issue:45753", + "issue:46002", + "issue:46077", + "issue:46231" ], "soft_pairs": [ - "issue:43784|issue:45542", - "issue:43450|issue:44617", - "issue:43824|issue:43976", - "issue:44297|issue:45397", - "issue:43525|issue:43881", - "issue:43901|issue:44246", - "issue:43525|issue:43643", - "issue:44188|issue:44336", - "issue:41628|issue:43976", - "issue:44589|issue:45362", - "issue:42491|issue:43299", - "issue:44336|issue:44373", - "issue:45561|issue:45563", - "issue:44295|issue:45397", - "issue:44246|issue:44496", - "issue:44242|issue:45593", - "issue:43531|issue:45362", - "issue:41950|issue:44220", - "issue:43526|issue:45003", - "issue:42886|issue:46132", - "issue:44246|issue:44871", - "issue:44336|issue:44485", - "issue:36246|issue:42757", - "issue:36246|issue:44351", - "issue:45003|issue:45561", - "issue:44779|issue:45292", - "issue:43673|issue:44561", - "issue:36246|issue:43596", - "issue:44295|issue:44749", - "issue:44242|issue:44857", - "issue:43352|issue:45250" + "issue:42757|issue:44351", + "issue:22355|issue:29159", + "issue:43122|issue:43906", + "issue:44355|issue:46231", + "issue:43992|issue:44704", + "issue:43066|issue:44779", + "issue:43611|issue:46002", + "issue:43937|issue:44485", + "issue:43976|issue:45446", + "issue:42371|issue:43874", + "issue:42222|issue:43441", + "issue:42831|issue:44297", + "issue:44075|issue:44936", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:43493|issue:45753", + "issue:43116|issue:43493", + "issue:45083|issue:45446", + "issue:44380|issue:46077", + "issue:43937|issue:45563", + "issue:22355|issue:29127", + "issue:44117|issue:45588", + "issue:39401|issue:44779", + "issue:33453|issue:39401", + "issue:38617|issue:45278", + "issue:44625|issue:46002", + "issue:42175|issue:44938", + "issue:43827|issue:45446" ], - "prepared_review_unit_hash": "a611ace7a416df4677abf090768d0ad7d07550cf2f88da354bd3b6054cb7eb31", + "prepared_review_unit_hash": "e06622f2bb21146714b22bf45dcc60c346220a856f4155e22664e92debc076f0", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36689, - "estimated_input_tokens": 9173, - "estimated_eval_tokens": 18602 + "soft_pair_count": 29, + "serialized_chars": 35907, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: many are model-specific import/loading regressions, but the soft pairs do not look like true duplicates of the same concrete bug/change.", - "confidence": 0.31, - "canonical_issue_reason": "Issue 41628 is the broadest user-facing import-regression report in the set and is the closest thing to a central API breakage; the other issues are mostly model-specific failures, config mismatches, docs, or unrelated runtime behavior.", + "summary": "This cluster is heterogeneous: most items are separate Transformers v5 regressions or model-specific bugs, not duplicates. The closest thing to a broad umbrella is the upgrade-related import-error report.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45278 is the broadest representative: it describes multiple import failures after upgrading Transformers, which best matches the cluster\u2019s overall upgrade-regression flavor.", "canonical_pr_reason": null, - "best_issue_reason": "41628 is the best representative issue for this noisy cluster because it captures a generic transformers import failure, but it is still not a strong duplicate anchor for the rest of the items.", + "best_issue_reason": "issue:45278 is the best single issue to anchor the cluster because it is user-facing, broad, and can absorb several import-regression reports without overcommitting to a narrow code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "Both are import/backend-related, but one is a sentence-transformers import NameError and the other is a TensorBoard-without-TensorFlow backend issue; different code paths." + "reason": "Both are import errors, but for different missing symbols in different packages; not the same underlying bug." }, { - "left": "issue:43450", - "right": "issue:44617", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "Both involve video, but one is a batched video-processor shape bug and the other is a CUDA OOM in Sam3Video; not the same defect." + "reason": "One is a missing module import, the other is a tokenizer behavior inconsistency; unrelated symptoms." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:43122", + "right": "issue:43906", "accept": false, - "reason": "Qwen2.5-VL import failure vs Python version compatibility breakage; unrelated underlying causes." + "reason": "The second is only an isolated reproduction reference, and the visible titles do not establish the same concrete bug." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:44355", + "right": "issue:46231", "accept": false, - "reason": "Tokenizer save metadata mismatch is a serialization bug; gemma-4 zero3 from_pretrained is a model-loading/config issue." + "reason": "A compiled-file loading error and a documentation parameter typo are not the same issue." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Missing pad_token_id on Llama4Config and GLM-4V loading failure are different model/config problems." + "reason": "These concern different code paths: model weight loading vs. AutoProcessor kwargs forwarding." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "Docs mismatch for return_all_scores vs intermittent slow import are unrelated." + "reason": "Both are tokenizer regressions, but they affect different models and different failure modes." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "Both mention missing config fields, but one is a specific Llama4 attribute error and the other is a trust_remote_code AutoConfig fields regression; not the same bug." + "reason": "Model loading with base_model_prefix is unrelated to NaNs in classification heads after init/checkpoint." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes emitted by loading_report." + "reason": "Same model family, but one is GenerationConfig validation and the other is RoPE implementation; different bugs." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Generic import-name failure vs Python version support issue; different causes and fixes." + "reason": "Python version compatibility and a PyTorch version guard are different compatibility problems." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are unrelated runtime errors." + "reason": "TF backend packaging and a missing image-patch helper are unrelated." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Both are Qwen3 MoE loading regressions, but one is LoRA compatibility across hf4.x/hf5.x and the other is Qwen3VL MoE loading on dev v5; similar area, not clearly the same code-path bug." + "reason": "Different model-specific breakages: vitpose models vs. Ministral-3 FlashAttention failure." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:42831", + "right": "issue:44297", "accept": false, - "reason": "ANSI output in loading_report vs a wrong docstring for position_ids are not duplicates." + "reason": "FP8 accuracy and tokenizer save metadata mismatch are not the same defect." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "pytest-xdist file race and stale warning in paged generate() touch different subsystems." + "reason": "Optimizer argument handling and trainer evaluate() failing after train() are distinct training bugs." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "position_ids buffer access bug vs gemma-4 zero3 loading bug are unrelated." + "reason": "Both involve Qwen3.5, but one is save_pretrained key serialization and the other is from_pretrained loading; not the same concrete bug." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Import slowness and eos_token_id configuration inconsistency are different issues." + "reason": "Related model family, but the visible reports describe different load-time failures and do not show one shared code path." }, { - "left": "issue:44242", - "right": "issue:45593", - "accept": false, - "reason": "Missing load-balancing loss when router logits are off vs missing auxiliary losses for D-FINE denoising are distinct training-loss bugs." - }, - { - "left": "issue:43531", - "right": "issue:45362", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crash are separate model-specific failures." + "reason": "An example-script classification issue and a pipeline() error message/docs mismatch are separate problems." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "Video-classification pipeline looking for image processors and _torch_extract_fbank_features() are different processing bugs." + "reason": "Different model families and different symptom types: implementation discrepancy vs. infinite loop on a specific image." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "BEiT fast image processor reduce_labels bug vs modeling_utils sys.modules access bug are unrelated." + "reason": "Multi-label example behavior and SigLIP2 implementation discrepancy are unrelated." }, { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "Offline cache loading failure and AttentionInterface.register behavior change are different concerns." + "reason": "A helper-function behavioral bug and a version-check import bug are not the same underlying issue." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "Repeated pair: import slowness vs Gemma eos_token_id inconsistency are unrelated." + "reason": "Both concern attention behavior, but they are different models and different masking/scaling logic." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "ANSI code emission in a utility vs GLM-5 RoPE implementation discussion are not the same bug." + "reason": "GenerationConfig validation for GLM-5 and a stale warning in paged generate() are different bugs." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "Both are import errors, but one is Qwen2.5-VLImageProcessor and the other is is_offline_mode from huggingface_hub; different symbols and packages." + "reason": "Missing transformers.onnx module and unclear LayoutLMv3 error messaging are unrelated." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "Different missing exports: Qwen2.5-VLImageProcessor vs HybridCache." + "reason": "Tokenizer mapping fallback logic and flash_attention.py handling of s_aux=None are different code paths." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils and xdist captured_info.txt race are unrelated." + "reason": "Wrong offset mapping in Qwen3 tokenizer and Deepseek tokenization regression are distinct model-specific issues." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "DeepSeek tokenizer regression and resize_token_embeddings not updating output_embeddings are different tokenization/model-head bugs." + "reason": "Tokenizer loading regression and wrong offset mapping are related only broadly, not as the same concrete bug." }, { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Chunked-prefill cache regression and removal of is_torch_fx_available breaking trust_remote_code are different v5 regressions with different failure modes." + "reason": "Both are import-related, but one is a specific missing symbol while the other is a broad post-upgrade import-failure report; not enough evidence they are duplicates." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "Qwen2.5-VL import error and deepspeed zero3 BertModel IndexError are unrelated." + "reason": "Num_labels propagation in Qwen3.5 is unrelated to NaNs in classification heads." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "position_ids buffer read issue vs performance slowdown after upgrading transformers are not the same bug." + "reason": "Backend packaging under pip install .[torch] and a Python 3.14 load failure are different environment issues." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "Load-balancing loss omission and LwDetrImageLoss float16 AMP crash are separate training/runtime issues." + "reason": "Docs still referencing pipeline() and a PyTorch version check bug are unrelated." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:44038", + "right": "issue:45753", "accept": false, - "reason": "Nemotron Flash Attention 2 unsupported and a generic Flash Attention 2.0 issue title do not provide enough evidence of the same concrete bug." + "reason": "Both mention Qwen3-related models, but one is a load/regression report and the other is an infinite-loop case on a specific image; not the same bug." } ] }, @@ -11300,307 +10877,114 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 36, + "review_unit_index": 43, "review_unit_count": 50, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ - "issue:42886", - "issue:43065", - "issue:43232", - "issue:43257", - "issue:43262", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43122", + "issue:43381", "issue:43408", - "issue:43475", - "issue:43540", - "issue:43653", - "issue:43901", - "issue:43931", - "issue:44060", - "issue:44077", - "issue:44162", - "issue:44188", - "issue:44246", - "issue:44336", - "issue:44368", + "issue:43421", + "issue:43450", + "issue:43577", + "issue:43673", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44261", + "issue:44291", + "issue:44410", "issue:44466", - "issue:44479", "issue:44483", + "issue:44484", "issue:44496", + "issue:44829", "issue:44877", + "issue:44945", + "issue:44964", "issue:44977", - "issue:44987", - "issue:44995", - "issue:45003", - "issue:45137", - "issue:45200", - "issue:45229", - "issue:45292", - "issue:45335", - "issue:45375", - "issue:45397", - "issue:45412", - "issue:45459", - "issue:45563", - "issue:45584", - "issue:45588", - "issue:45600", + "issue:45071", + "issue:45072", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45464", + "issue:45542", "issue:45656", - "issue:45701", - "issue:45759", - "issue:45987", - "issue:46082", - "issue:46123", - "issue:46170", - "issue:46202" + "issue:46002", + "issue:46178", + "issue:46231" ], "soft_pairs": [ - "issue:44162|issue:45200", - "issue:43901|issue:45003", - "issue:44496|issue:45003", - "issue:45412|issue:46123", - "issue:44877|issue:45375", - "issue:45292|issue:45584", - "issue:43262|issue:44246", - "issue:45292|issue:45701", - "issue:43257|issue:45137", - "issue:45375|issue:45759", - "issue:45987|issue:46082", - "issue:43232|issue:44336", - "issue:44987|issue:45459", - "issue:44479|issue:46170", - "issue:44995|issue:45200", - "issue:43065|issue:43408", - "issue:43475|issue:43540", - "issue:44466|issue:45335", - "issue:45397|issue:45656", - "issue:42886|issue:45229", - "issue:44060|issue:44077", - "issue:44483|issue:46202", - "issue:44995|issue:45588", - "issue:45137|issue:45600", - "issue:44188|issue:46202", - "issue:44368|issue:44977", - "issue:43653|issue:44162", - "issue:44877|issue:46170", - "issue:44368|issue:45563", - "issue:43931|issue:44368" + "issue:43064|issue:43673", + "issue:43381|issue:44945", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:45405|issue:45446", + "issue:42673|issue:45072", + "issue:44117|issue:45081", + "issue:42222|issue:46178", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:39401|issue:43421", + "issue:44291|issue:45071", + "issue:38617|issue:41628", + "issue:43408|issue:43742", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:43066|issue:43122", + "issue:42222|issue:45542", + "issue:44964|issue:45278", + "issue:44483|issue:45464", + "issue:42175|issue:42222", + "issue:44075|issue:45656", + "issue:42371|issue:44261", + "issue:43012|issue:43577" ], - "prepared_review_unit_hash": "c4d29dd3877eb727f3c74b2ef2b7feed37a43862779dbf297bb8c5e8b76bf1a9", + "prepared_review_unit_hash": "8d06732e35095b31bf0d3802629ba2bc1983fb9c562b4622deea9965d6b8d118", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36744, - "estimated_input_tokens": 9186, - "estimated_eval_tokens": 18628 + "soft_pair_count": 26, + "serialized_chars": 35556, + "estimated_input_tokens": 8889, + "estimated_eval_tokens": 18034 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": { - "summary": "This cluster is mostly a collection of unrelated model, config, tokenizer, and generation regressions. The soft links are largely broad topical similarity rather than the same concrete bug, so none should be merged.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45003 is the clearest broad core-library bug here: it targets `modeling_utils` and can affect many import/load paths, unlike the more model-specific reports in the cluster.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45003 is a strong representative issue because it describes a concrete infrastructure bug in a central code path, making it more reusable as the cluster anchor than the narrower model-specific reports.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:44162", - "right": "issue:45200", - "accept": false, - "reason": "Different failures: ESM2 runtime breakage vs Gemma 4 token-type ID defaults." - }, - { - "left": "issue:43901", - "right": "issue:45003", - "accept": false, - "reason": "Docs mismatch in pipeline behavior vs unsafe `sys.modules` access in core modeling code." - }, - { - "left": "issue:44496", - "right": "issue:45003", - "accept": false, - "reason": "Unrecognized model/config loading error vs unrelated `sys.modules` access bug." - }, - { - "left": "issue:45412", - "right": "issue:46123", - "accept": false, - "reason": "RT-DETR memory leak and MaskGenerationPipeline partial-batch handling are unrelated code paths." - }, - { - "left": "issue:44877", - "right": "issue:45375", - "accept": false, - "reason": "Both involve config validation, but they are different models and distinct missing-field/loading failures." - }, - { - "left": "issue:45292", - "right": "issue:45584", - "accept": false, - "reason": "Token-embedding resize behavior vs Whisper empty-transcription generation failure are unrelated." - }, - { - "left": "issue:43262", - "right": "issue:44246", - "accept": false, - "reason": "Audio chat-template sampling-rate bug vs intermittent import slowness." - }, - { - "left": "issue:45292", - "right": "issue:45701", - "accept": false, - "reason": "Resize-token-embeddings bug vs version-dependent tokenization change." - }, - { - "left": "issue:43257", - "right": "issue:45137", - "accept": false, - "reason": "Qwen3 MOE weight conversion/loading issue vs DeepSpeed ZeRO3 deque underflow." - }, - { - "left": "issue:45375", - "right": "issue:45759", - "accept": false, - "reason": "Missing config field dropped by strict validation vs failing to unwrap `text_config` in `from_config`." - }, - { - "left": "issue:45987", - "right": "issue:46082", - "accept": false, - "reason": "Cache length return-type bug vs LlamaConfig `head_dim` validation error." - }, - { - "left": "issue:43232", - "right": "issue:44336", - "accept": false, - "reason": "Generation kwargs update bug vs ANSI output in loading report." - }, - { - "left": "issue:44987", - "right": "issue:45459", - "accept": false, - "reason": "Model loading failure vs tokenizer error masking when protobuf is missing." - }, - { - "left": "issue:44479", - "right": "issue:46170", - "accept": false, - "reason": "Video-input regression vs Windows/ROCm torch.distributed import dependency problem." - }, - { - "left": "issue:44995", - "right": "issue:45200", - "accept": false, - "reason": "Stale indexer cache crash vs Gemma 4 multimodal token-type defaulting." - }, - { - "left": "issue:43065", - "right": "issue:43408", - "accept": false, - "reason": "Dummy Conv2d placeholder vs model-type mismatch warning." - }, - { - "left": "issue:43475", - "right": "issue:43540", - "accept": false, - "reason": "SAM 3 missing attribute vs Qwen3OmniMoe video-input ValueError." - }, - { - "left": "issue:44466", - "right": "issue:45335", - "accept": false, - "reason": "Tied-weight serialization inconsistency vs token-embedding resize not propagating to decoder embeddings." - }, - { - "left": "issue:45397", - "right": "issue:45656", - "accept": false, - "reason": "Gemma-4 ZeRO3 loading bug vs optimizer step being called twice under deepspeed." - }, - { - "left": "issue:42886", - "right": "issue:45229", - "accept": false, - "reason": "Offline tokenizer cache loading bug vs Gemma 4 multi-GPU OOM." - }, - { - "left": "issue:44060", - "right": "issue:44077", - "accept": false, - "reason": "Incorrect tied-weights warning vs patchtsmixer `post_init` policy change." - }, - { - "left": "issue:44483", - "right": "issue:46202", - "accept": false, - "reason": "Chat/completions request rejection vs Gemma pipeline roundtrip token issue." - }, - { - "left": "issue:44995", - "right": "issue:45588", - "accept": false, - "reason": "Stale indexer cache crash vs flash-attention `s_aux=None` AttributeError." - }, - { - "left": "issue:45137", - "right": "issue:45600", - "accept": false, - "reason": "DeepSpeed ZeRO3 deque error vs stale auto-mappings reference to removed configs." - }, - { - "left": "issue:44188", - "right": "issue:46202", - "accept": false, - "reason": "torch.compile attention-kernel divergence vs Gemma roundtrip failure on \u2581." - }, - { - "left": "issue:44368", - "right": "issue:44977", - "accept": false, - "reason": "Tie-word-embeddings warning vs flash-attention generation regression." - }, - { - "left": "issue:43653", - "right": "issue:44162", - "accept": false, - "reason": "BigBirdTokenizer special-token bug vs ESM2 breakage." - }, - { - "left": "issue:44877", - "right": "issue:46170", - "accept": false, - "reason": "Config strictness regression vs Windows ROCm torch.distributed import issue." - }, - { - "left": "issue:44368", - "right": "issue:45563", - "accept": false, - "reason": "Different stale warnings: tied-weights config warning vs num_return_sequences warning." - }, - { - "left": "issue:43931", - "right": "issue:44368", - "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs tied-word-embeddings warning." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -11612,314 +10996,123 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 37, + "review_unit_index": 44, "review_unit_count": 50, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ - "issue:28282", - "issue:30990", + "issue:38617", "issue:41628", "issue:42371", - "issue:42994", - "issue:43065", - "issue:43232", - "issue:43475", - "issue:43482", - "issue:43525", - "issue:43643", - "issue:43646", - "issue:43673", - "issue:43701", - "issue:43827", - "issue:43873", + "issue:42673", + "issue:42757", + "issue:42831", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", "issue:44038", - "issue:44162", - "issue:44188", - "issue:44297", - "issue:44361", - "issue:44530", - "issue:44623", - "issue:44661", - "issue:44734", - "issue:44749", - "issue:44869", - "issue:44871", + "issue:44062", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", "issue:44933", "issue:44945", - "issue:45081", - "issue:45092", - "issue:45103", - "issue:45230", - "issue:45310", - "issue:45356", + "issue:44977", + "issue:44987", + "issue:45071", + "issue:45200", "issue:45375", - "issue:45381", - "issue:45397", - "issue:45406", - "issue:45459", + "issue:45440", "issue:45478", - "issue:45656", - "issue:46077", - "issue:46123", - "issue:46132", - "issue:46170", - "issue:46202" + "issue:45542", + "issue:45588", + "issue:46050", + "issue:46172", + "issue:46231" ], "soft_pairs": [ - "issue:43673|issue:44734", - "issue:44530|issue:46170", - "issue:43065|issue:46123", - "issue:44297|issue:44623", - "issue:44933|issue:45459", - "issue:44361|issue:44749", - "issue:44869|issue:45356", - "issue:43646|issue:44162", - "issue:43232|issue:43673", - "issue:44623|issue:45656", - "issue:44749|issue:45656", - "issue:43701|issue:44749", - "issue:43673|issue:43827", - "issue:44871|issue:46132", - "issue:45230|issue:45397", - "issue:42994|issue:43482", - "issue:43475|issue:43643", - "issue:43475|issue:45381", - "issue:44038|issue:44623", - "issue:28282|issue:30990", - "issue:46077|issue:46123", - "issue:45406|issue:46202", - "issue:42371|issue:45092", - "issue:41628|issue:44933", - "issue:43475|issue:44661", - "issue:42994|issue:43525", - "issue:45375|issue:45478", - "issue:45081|issue:45103", - "issue:45310|issue:45375", - "issue:43873|issue:44945", - "issue:43232|issue:44188" + "issue:44410|issue:45478", + "issue:38617|issue:44220", + "issue:43097|issue:44493", + "issue:43874|issue:44261", + "issue:41628|issue:45071", + "issue:44263|issue:44485", + "issue:42673|issue:44977", + "issue:45071|issue:45542", + "issue:42673|issue:43906", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43012|issue:43408", + "issue:44484|issue:45478", + "issue:43441|issue:44829", + "issue:42371|issue:42831", + "issue:43335|issue:45071", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:44933|issue:46231", + "issue:44117|issue:44987", + "issue:43874|issue:44263", + "issue:43986|issue:44484", + "issue:43408|issue:44368", + "issue:43976|issue:44945", + "issue:45440|issue:46172", + "issue:43097|issue:46050", + "issue:43097|issue:45588", + "issue:43064|issue:44315", + "issue:42673|issue:45200", + "issue:44062|issue:44117", + "issue:38617|issue:42757", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:43931|issue:44410", + "issue:43502|issue:43992" ], - "prepared_review_unit_hash": "041bd16f579a6bd46df2fdcf8130b016a7fce8aa61aff62f0f595eb909c5d990", + "prepared_review_unit_hash": "8401b3fcaad7dfb1206b362bd7b44c64a2873c4c0f665bdf50d01aa7637c17f4", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36874, - "estimated_input_tokens": 9219, - "estimated_eval_tokens": 18694 + "soft_pair_count": 35, + "serialized_chars": 38082, + "estimated_input_tokens": 9521, + "estimated_eval_tokens": 19298 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": { - "summary": "This is a loose collection of mostly unrelated Transformers issues. Several share broad themes like generation, tokenizers, or model-family regressions, but none of the soft pairs look like the same concrete bug/change, so I reject all soft edges.", - "confidence": 0.86, - "canonical_issue_reason": "issue 43873 is the strongest representative issue here: it is detailed, active, has inbound references, and describes a concrete reproducible bug with broader impact.", - "canonical_pr_reason": null, - "best_issue_reason": "issue 43873 is the best standalone triage candidate in this set because it is well-documented, still open, and actionable.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43673", - "right": "issue:44734", - "accept": false, - "reason": "Both involve generation/KV-cache behavior, but they fail in different code paths: chunked-prefill cache handling vs serve continuation tensor indexing." - }, - { - "left": "issue:44530", - "right": "issue:46170", - "accept": false, - "reason": "Completely different problems: Qwen3.5 paged attention group parsing versus Windows/ROCm import and torch.distributed dependency issues." - }, - { - "left": "issue:43065", - "right": "issue:46123", - "accept": false, - "reason": "Different subsystems and symptoms: SAM3 pixel decoder dummy layer versus pipeline batching dropping final results." - }, - { - "left": "issue:44297", - "right": "issue:44623", - "accept": false, - "reason": "Both are save_pretrained-related, but one is tokenizer metadata/class mismatch and the other is processor file emission; not the same bug." - }, - { - "left": "issue:44933", - "right": "issue:45459", - "accept": false, - "reason": "Different issues: a missing/nonexistent image_utils import versus tokenizer error handling that hides protobuf-related exceptions." - }, - { - "left": "issue:44361", - "right": "issue:44749", - "accept": false, - "reason": "Unrelated failures: MLukeTokenizer task AttributeError versus a performance regression after upgrading Transformers." - }, - { - "left": "issue:44869", - "right": "issue:45356", - "accept": false, - "reason": "Both mention token decoding/codec behavior, but they are different model-specific regressions with different failure modes." - }, - { - "left": "issue:43646", - "right": "issue:44162", - "accept": false, - "reason": "Different areas entirely: trust_remote_code config field loss versus an ESM2 model breakage report." - }, - { - "left": "issue:43232", - "right": "issue:43673", - "accept": false, - "reason": "Both are generation-related, but one is after sync_gpus bookkeeping and the other is missing generation cache in chunked prefill." - }, - { - "left": "issue:44623", - "right": "issue:45656", - "accept": false, - "reason": "No shared bug: missing processor save files versus optimizer stepping twice under deepspeed." - }, - { - "left": "issue:44749", - "right": "issue:45656", - "accept": false, - "reason": "A data-filtering slowdown regression is unrelated to the deepspeed double-step optimizer bug." - }, - { - "left": "issue:43701", - "right": "issue:44749", - "accept": false, - "reason": "Checkpoint key mismatch and upgrade-related filtering slowdown are different failure modes." - }, - { - "left": "issue:43673", - "right": "issue:43827", - "accept": false, - "reason": "Generation cache bug versus documentation still referencing removed pipeline APIs; one is runtime, the other docs." - }, - { - "left": "issue:44871", - "right": "issue:46132", - "accept": false, - "reason": "Gemma eos_token_id inconsistency is unrelated to AttentionInterface.register changing callback behavior." - }, - { - "left": "issue:45230", - "right": "issue:45397", - "accept": false, - "reason": "Issue 45230 is too vague to match, and 45397 is a specific gemma-4 ZeRO3 from_pretrained failure." - }, - { - "left": "issue:42994", - "right": "issue:43482", - "accept": false, - "reason": "Related to quantized models in a broad sense, but saving failure and GGUF loading failure are different concrete bugs." - }, - { - "left": "issue:43475", - "right": "issue:43643", - "accept": false, - "reason": "Different objects and code paths: SAM3 vision encoder output missing an attribute versus AutoConfig trust_remote_code dropping fields." - }, - { - "left": "issue:43475", - "right": "issue:45381", - "accept": false, - "reason": "Both are vision/video-related, but SAM3 output attributes and Qwen2.5-VL vision_position_ids are unrelated bugs." - }, - { - "left": "issue:44038", - "right": "issue:44623", - "accept": false, - "reason": "Qwen3-VL-Moe loading failure and processor save_pretrained missing files do not describe the same issue." - }, - { - "left": "issue:28282", - "right": "issue:30990", - "accept": false, - "reason": "An immediate PyTorch ImportError is not the same as Sentence Transformers getting stuck during loading." - }, - { - "left": "issue:46077", - "right": "issue:46123", - "accept": false, - "reason": "Attention mask construction for Gemma4 is unrelated to MaskGenerationPipeline's final-batch handling." - }, - { - "left": "issue:45406", - "right": "issue:46202", - "accept": false, - "reason": "Gemma4 processor initialization failure and Gemma pipeline roundtrip tokenization failure are different bugs." - }, - { - "left": "issue:42371", - "right": "issue:45092", - "accept": false, - "reason": "TF32 API guidance is unrelated to remote-code checkpoint incompatibility with v5 meta initialization." - }, - { - "left": "issue:41628", - "right": "issue:44933", - "accept": false, - "reason": "Both are import-related, but they concern different symbols and different failure surfaces; not the same underlying export bug." - }, - { - "left": "issue:43475", - "right": "issue:44661", - "accept": false, - "reason": "A missing SAM3 output attribute is unrelated to add-new-model-like failing on TOKENIZER_MAPPING_NAMES membership." - }, - { - "left": "issue:42994", - "right": "issue:43525", - "accept": false, - "reason": "Quantized saving failure and missing pad_token_id on Llama4Config are different model/config bugs." - }, - { - "left": "issue:45375", - "right": "issue:45478", - "accept": false, - "reason": "Same model family, but one is a specific missing config field and the other is a generic from_pretrained error; too little evidence they are the same bug." - }, - { - "left": "issue:45081", - "right": "issue:45103", - "accept": false, - "reason": "Both produce AttributeError, but they are in unrelated components: tokenizer regex patching versus auto_docstring processing." - }, - { - "left": "issue:45310", - "right": "issue:45375", - "accept": false, - "reason": "Both involve Qwen3.5-Moe, but one is a generic from_pretrained failure while the other is a specific vision-config field omission." - }, - { - "left": "issue:43873", - "right": "issue:44945", - "accept": false, - "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are different code paths and symptoms." - }, - { - "left": "issue:43232", - "right": "issue:44188", - "accept": false, - "reason": "Generation kwargs bookkeeping and attention kernel divergence under torch.compile are not the same bug." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -11931,2933 +11124,124 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 38, + "review_unit_index": 45, "review_unit_count": 50, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ - "issue:30333", - "issue:30990", - "issue:33290", - "issue:35141", - "issue:36010", - "issue:41628", - "issue:42175", - "issue:42222", - "issue:42673", - "issue:42831", - "issue:42898", - "issue:42994", - "issue:43232", - "issue:43278", - "issue:43377", - "issue:43479", - "issue:43504", + "issue:38617", + "issue:42490", + "issue:42617", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43208", "issue:43526", - "issue:43673", - "issue:43704", - "issue:43723", - "issue:43784", + "issue:43550", + "issue:43792", "issue:43824", - "issue:43976", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43986", + "issue:43992", "issue:44038", - "issue:44079", - "issue:44188", + "issue:44117", + "issue:44162", "issue:44222", - "issue:44242", + "issue:44230", + "issue:44261", "issue:44351", - "issue:44496", - "issue:44568", - "issue:44623", - "issue:44734", - "issue:44792", - "issue:44869", - "issue:44933", - "issue:44945", + "issue:44368", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44704", + "issue:44938", "issue:44964", "issue:45103", - "issue:45137", - "issue:45200", - "issue:45310", - "issue:45356", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45478", "issue:45561", - "issue:45712", + "issue:45588", + "issue:45698", "issue:45753", - "issue:45812" + "issue:45859", + "issue:46123", + "issue:46172", + "issue:46178" ], "soft_pairs": [ - "issue:41628|issue:44351", - "issue:42673|issue:43704", - "issue:44964|issue:45137", - "issue:42994|issue:43824", - "issue:42831|issue:44222", - "issue:44945|issue:45753", - "issue:36010|issue:41628", - "issue:44222|issue:45310", - "issue:43232|issue:44792", - "issue:44038|issue:45310", - "issue:43673|issue:44188", - "issue:42175|issue:45712", - "issue:43526|issue:45561", - "issue:44496|issue:45561", - "issue:43504|issue:45561", - "issue:42175|issue:44933", - "issue:43377|issue:44242", - "issue:42898|issue:44568", - "issue:42222|issue:45200", - "issue:43976|issue:44933", - "issue:30990|issue:35141", - "issue:43278|issue:45137", - "issue:43479|issue:44869", - "issue:43479|issue:44079", - "issue:44623|issue:45310", - "issue:30333|issue:33290", - "issue:42898|issue:45812", - "issue:43784|issue:43824", - "issue:44734|issue:45103", - "issue:43723|issue:44568", - "issue:42898|issue:45356" - ], - "prepared_review_unit_hash": "bb784333617437e71ac4740af354522633a7e49c3c399bedd0e2a0d9dbfc7f2f", - "component_budget": { - "node_count": 431, - "item_count": 431, - "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36897, - "estimated_input_tokens": 9225, - "estimated_eval_tokens": 18706 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs. The only clear duplicate pair is the repeated Qwen3ForCausalLM VRAM leak report; the rest are similar in subsystem at best, but describe different concrete failures.", - "confidence": 0.87, - "canonical_issue_reason": "issue:42673 is the earliest and fuller report of the exact same Qwen3ForCausalLM VRAM leak problem; issue:43704 repeats the same title later with less context.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest representative because it is the original, detailed report for the only clear duplicate issue in this set.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:41628", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but they reference different missing symbols (`AutoImageProcessor` vs `HybridCache`) and likely different export gaps." - }, - { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Same title and same underlying bug: Qwen3ForCausalLM leaks VRAM when used across multiple dataloader threads." - }, - { - "left": "issue:44964", - "right": "issue:45137", - "accept": false, - "reason": "Model loading failure vs DeepSpeed ZeRO3 deque error; these are unrelated code paths." - }, - { - "left": "issue:42994", - "right": "issue:43824", - "accept": false, - "reason": "Quantized model saving failure and a Qwen2.5-VL import error are different problems." - }, - { - "left": "issue:42831", - "right": "issue:44222", - "accept": false, - "reason": "Both mention FP8, but one is an accuracy regression and the other is a save_pretrained/MoE serialization issue." - }, - { - "left": "issue:44945", - "right": "issue:45753", - "accept": false, - "reason": "Pipeline parallelism output corruption and a Qwen3.5 image infinite loop are different bugs." - }, - { - "left": "issue:36010", - "right": "issue:41628", - "accept": false, - "reason": "Both are import failures, but for different missing APIs and likely different root causes." - }, - { - "left": "issue:44222", - "right": "issue:45310", - "accept": false, - "reason": "Different symptoms and model families: FP8 MoE save_pretrained vs Qwen3.5 MoE from_pretrained error." - }, - { - "left": "issue:43232", - "right": "issue:44792", - "accept": false, - "reason": "Generation kwargs/cache handling and a janus image-generation test failure do not describe the same bug." - }, - { - "left": "issue:44038", - "right": "issue:45310", - "accept": false, - "reason": "Related model family naming, but the reported failures are different and not the same concrete issue." - }, - { - "left": "issue:43673", - "right": "issue:44188", - "accept": false, - "reason": "Chunked prefill cache behavior and torch.compile attention-kernel branching are unrelated." - }, - { - "left": "issue:42175", - "right": "issue:45712", - "accept": false, - "reason": "Packaging/backend dependency issues and leftover dummy classes are different maintenance problems." - }, - { - "left": "issue:43526", - "right": "issue:45561", - "accept": false, - "reason": "BeitImageProcessorFast label reduction and a pytest-xdist file race are unrelated." - }, - { - "left": "issue:44496", - "right": "issue:45561", - "accept": false, - "reason": "Model config loading failure vs xdist race; no shared underlying bug." - }, - { - "left": "issue:43504", - "right": "issue:45561", - "accept": false, - "reason": "Legacy BEiT preset loading and xdist capture-file race are different issues." - }, - { - "left": "issue:42175", - "right": "issue:44933", - "accept": false, - "reason": "Torch extra/backend packaging and a missing image_utils import are not the same defect." - }, - { - "left": "issue:43377", - "right": "issue:44242", - "accept": false, - "reason": "Missing padding-mask support in MIMI encoder and missing load-balancing loss when router logits are off are different code paths." - }, - { - "left": "issue:42898", - "right": "issue:44568", - "accept": false, - "reason": "Tokenizer cleanup behavior change and BOS/EOS insertion regression are distinct tokenizer bugs." - }, - { - "left": "issue:42222", - "right": "issue:45200", - "accept": false, - "reason": "VitPose breakage and Gemma 4 multimodal token type defaults are unrelated." - }, - { - "left": "issue:43976", - "right": "issue:44933", - "accept": false, - "reason": "Python version compatibility and missing image_utils import are unrelated." - }, - { - "left": "issue:30990", - "right": "issue:35141", - "accept": false, - "reason": "Sentence-Transformers loading hang and embedding resize reinitialization are different issues." - }, - { - "left": "issue:43278", - "right": "issue:45137", - "accept": false, - "reason": "Embedding dtype drift in evaluation and a ZeRO3 deque IndexError are unrelated." - }, - { - "left": "issue:43479", - "right": "issue:44869", - "accept": false, - "reason": "Phi4 multimodal config defaults and Whisper timestamp decode crash are different bugs." - }, - { - "left": "issue:43479", - "right": "issue:44079", - "accept": false, - "reason": "Config initialization bug and ModelOutput key assignment bug are separate problems." - }, - { - "left": "issue:44623", - "right": "issue:45310", - "accept": false, - "reason": "Processor save_pretrained missing files and Qwen3.5 MoE from_pretrained error are different failures." - }, - { - "left": "issue:30333", - "right": "issue:33290", - "accept": false, - "reason": "MLFlow reporting after training failure and Adafactor OOM in DeepSpeed are unrelated." - }, - { - "left": "issue:42898", - "right": "issue:45812", - "accept": false, - "reason": "Both are tokenizer regressions, but they affect different behaviors and different model families." - }, - { - "left": "issue:43784", - "right": "issue:43824", - "accept": false, - "reason": "Sentence-Transformers import NameError and Qwen2.5-VL import error are unrelated import issues." - }, - { - "left": "issue:44734", - "right": "issue:45103", - "accept": false, - "reason": "KV-cache continuation indexing in serve and auto_docstring annotation handling are unrelated." - }, - { - "left": "issue:43723", - "right": "issue:44568", - "accept": false, - "reason": "Tokenizer loading in v5 and BOS/EOS token insertion regression are distinct tokenizer issues." - }, - { - "left": "issue:42898", - "right": "issue:45356", - "accept": false, - "reason": "v5 cleanup behavior and Kimi-K2.5 codec handling are different tokenizer regressions." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet: the only accepted duplicate pair is indeed issue:42673 / issue:43704, with 42673 being earlier and more detailed. The other soft-edge rejections are conservative and consistent with the titles and descriptions, and there are no PR mergeability concerns here." - }, - "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 17, - "review_unit_index": 39, - "review_unit_count": 50, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", - "nodes": [ - "issue:22355", - "issue:28282", - "issue:30333", - "issue:34689", - "issue:35141", - "issue:36331", - "issue:41628", - "issue:42757", - "issue:42831", - "issue:42898", - "issue:43122", - "issue:43232", - "issue:43479", - "issue:43644", - "issue:43723", - "issue:43761", - "issue:43874", - "issue:44060", - "issue:44190", - "issue:44206", - "issue:44222", - "issue:44263", - "issue:44295", - "issue:44297", - "issue:44373", - "issue:44448", - "issue:44483", - "issue:44484", - "issue:44485", - "issue:44514", - "issue:44623", - "issue:44779", - "issue:44933", - "issue:44977", - "issue:45071", - "issue:45092", - "issue:45103", - "issue:45125", - "issue:45245", - "issue:45310", - "issue:45405", - "issue:45406", - "issue:45656", - "issue:45712", - "issue:45834", - "issue:46082", - "issue:46132", - "issue:46209" - ], - "soft_pairs": [ - "issue:42898|issue:44779", - "issue:43874|issue:45092", - "issue:44060|issue:45125", - "issue:42898|issue:44448", - "issue:45405|issue:45712", - "issue:44295|issue:45656", - "issue:44448|issue:46132", - "issue:44933|issue:45712", - "issue:44222|issue:44297", - "issue:44297|issue:45656", - "issue:43479|issue:43644", - "issue:44190|issue:46082", - "issue:44222|issue:44623", - "issue:30333|issue:34689", - "issue:42831|issue:44623", - "issue:43122|issue:46209", - "issue:30333|issue:36331", - "issue:22355|issue:28282", - "issue:28282|issue:30333", - "issue:45245|issue:46132", - "issue:30333|issue:35141", - "issue:45071|issue:46082", - "issue:41628|issue:42757", - "issue:44206|issue:45103", - "issue:44297|issue:45310", - "issue:43723|issue:44977", - "issue:43232|issue:45834", - "issue:44263|issue:45092", - "issue:43761|issue:46082", - "issue:44222|issue:44484", - "issue:44295|issue:44623", - "issue:44373|issue:44485", - "issue:44483|issue:45406", - "issue:44514|issue:45103" - ], - "prepared_review_unit_hash": "6483c58bd454d63b558fbe46a04d83e6b4295b01ff7ee44825e202d348e814f2", - "component_budget": { - "node_count": 431, - "item_count": 431, - "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37646, - "estimated_input_tokens": 9412, - "estimated_eval_tokens": 19080 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "These items are not a duplicate set; they span unrelated bugs and regressions across tokenization, model loading, multimodal processors, config validation, FP8, and tooling. The soft pairs mostly share only broad subsystem similarity, not the same underlying defect.", - "confidence": 0.17, - "canonical_issue_reason": "issue:42898 is the closest broad v5 tokenizer-regression candidate, but it still only represents one narrow symptom and does not unify the rest of the cluster.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the best single representative by breadth of nearby v5/tokenization reports, though the cluster is too heterogeneous to treat it as a real canonical duplicate.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:42898", - "right": "issue:44779", - "accept": false, - "reason": "Both are v5 tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is Deepseek output drift; different code paths." - }, - { - "left": "issue:43874", - "right": "issue:45092", - "accept": false, - "reason": "Missing image-patch method in an image processor is unrelated to remote-code checkpoint meta-initialization incompatibility." - }, - { - "left": "issue:44060", - "right": "issue:45125", - "accept": false, - "reason": "Tied-weights warning in Qwen3-Next is a different defect from missing _tp_plan in Qwen3_5Moe." - }, - { - "left": "issue:42898", - "right": "issue:44448", - "accept": false, - "reason": "Tokenization cleanup behavior change is not the same as Pegasus output differences across v4/v5." - }, - { - "left": "issue:45405", - "right": "issue:45712", - "accept": false, - "reason": "A version pin bump for PEFT is unrelated to leftover dummy class cleanup and dir() leakage." - }, - { - "left": "issue:44295", - "right": "issue:45656", - "accept": false, - "reason": "Reading a registered position_ids buffer is unrelated to deepspeed causing optimizer.step to run twice." - }, - { - "left": "issue:44448", - "right": "issue:46132", - "accept": false, - "reason": "Pegasus output drift and AttentionInterface.register behavior changes are separate code paths." - }, - { - "left": "issue:44933", - "right": "issue:45712", - "accept": false, - "reason": "Nonexistent image_utils import and dummy_pt_objects cleanup are different import-layer issues." - }, - { - "left": "issue:44222", - "right": "issue:44297", - "accept": false, - "reason": "FP8 save_pretrained for MoE is not the same as tokenizer_class mismatch in tokenizer_config.json." - }, - { - "left": "issue:44297", - "right": "issue:45656", - "accept": false, - "reason": "Tokenizer save metadata mismatch and deepspeed double-step are unrelated failures." - }, - { - "left": "issue:43479", - "right": "issue:43644", - "accept": false, - "reason": "Defaulting multimodal configs when None is unrelated to non-persistent buffers being filled with junk." - }, - { - "left": "issue:44190", - "right": "issue:46082", - "accept": false, - "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." - }, - { - "left": "issue:44222", - "right": "issue:44623", - "accept": false, - "reason": "FP8 save_pretrained on MoE and processor.save_pretrained missing files are different serialization bugs." - }, - { - "left": "issue:30333", - "right": "issue:34689", - "accept": false, - "reason": "MLFlow job status reporting and Llama 3.2 Vision model-loading breakage do not share the same bug." - }, - { - "left": "issue:42831", - "right": "issue:44623", - "accept": false, - "reason": "FineGrainedFP8 accuracy issues are unrelated to missing processor save_pretrained artifacts." - }, - { - "left": "issue:43122", - "right": "issue:46209", - "accept": false, - "reason": "Tokenizer behavior drift from 4.57.3 to 5.0 is unrelated to FP8 inference failure on B200." - }, - { - "left": "issue:30333", - "right": "issue:36331", - "accept": false, - "reason": "MLFlow reporting after failed training is not the same as compute_loss signature breakage." - }, - { - "left": "issue:22355", - "right": "issue:28282", - "accept": false, - "reason": "Missing transformers.onnx and missing torch for AutoModel are both import issues, but they affect different modules and causes." - }, - { - "left": "issue:28282", - "right": "issue:30333", - "accept": false, - "reason": "PyTorch-not-found ImportError and MLFlow job reporting are unrelated." - }, - { - "left": "issue:45245", - "right": "issue:46132", - "accept": false, - "reason": "Category-count overflow is unrelated to AttentionInterface.register changing registered function behavior." - }, - { - "left": "issue:30333", - "right": "issue:35141", - "accept": false, - "reason": "MLFlow failure reporting and embedding reinitialization in post_init are different training/model-init bugs." - }, - { - "left": "issue:45071", - "right": "issue:46082", - "accept": false, - "reason": "PretrainedConfig type-checking regression is unrelated to LlamaConfig head_dim rejection." - }, - { - "left": "issue:41628", - "right": "issue:42757", - "accept": false, - "reason": "AutoImageProcessor import failure and is_offline_mode import failure come from different packages and symbols." - }, - { - "left": "issue:44206", - "right": "issue:45103", - "accept": false, - "reason": "Unsupported center arg in a feature extractor is unrelated to auto_docstring crashing on future annotations." - }, - { - "left": "issue:44297", - "right": "issue:45310", - "accept": false, - "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained error are separate serialization/load failures." - }, - { - "left": "issue:43723", - "right": "issue:44977", - "accept": false, - "reason": "Tokenizer loading regression and Qwen3.5 flash-attention generation failure are different runtime paths." - }, - { - "left": "issue:43232", - "right": "issue:45834", - "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to Kosmos2.5 OCR long-input indexing." - }, - { - "left": "issue:44263", - "right": "issue:45092", - "accept": false, - "reason": "torch.split indexing semantics in GlmMoeDsaIndexer do not match remote-code meta-init incompatibility." - }, - { - "left": "issue:43761", - "right": "issue:46082", - "accept": false, - "reason": "CLIPVision hidden_states regression and LlamaConfig head_dim validation are unrelated." - }, - { - "left": "issue:44222", - "right": "issue:44484", - "accept": false, - "reason": "FP8 MoE save_pretrained and max_shard_size default policy are different concerns." - }, - { - "left": "issue:44295", - "right": "issue:44623", - "accept": false, - "reason": "position_ids buffer read errors are unrelated to processor.save_pretrained missing files." - }, - { - "left": "issue:44373", - "right": "issue:44485", - "accept": false, - "reason": "A docstring mistake for position_ids is not the same as a GLM-5 RoPE implementation discussion." - }, - { - "left": "issue:44483", - "right": "issue:45406", - "accept": false, - "reason": "chat/completions endpoint rejection is unrelated to Gemma4Processor missing _tokenizer." - }, - { - "left": "issue:44514", - "right": "issue:45103", - "accept": false, - "reason": "Batched apply_chat_template crash and auto_docstring future-annotations crash are different processor/documentation code paths." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 17, - "review_unit_index": 40, - "review_unit_count": 50, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", - "nodes": [ - "issue:22355", - "issue:28218", - "issue:30990", - "issue:33357", - "issue:38175", - "issue:39401", - "issue:41628", - "issue:42371", - "issue:42757", - "issue:42831", - "issue:42886", - "issue:42907", - "issue:42994", - "issue:43066", - "issue:43122", - "issue:43232", - "issue:43479", - "issue:43576", - "issue:43646", - "issue:43723", - "issue:43756", - "issue:43784", - "issue:43824", - "issue:44038", - "issue:44060", - "issue:44117", - "issue:44261", - "issue:44263", - "issue:44360", - "issue:44373", - "issue:44442", - "issue:44521", - "issue:44568", - "issue:44671", - "issue:44704", - "issue:44829", - "issue:44871", - "issue:44913", - "issue:44991", - "issue:45092", - "issue:45278", - "issue:45310", - "issue:45357", - "issue:45593", - "issue:45753", - "issue:46002", - "issue:46050", - "issue:46132" - ], - "soft_pairs": [ - "issue:44263|issue:44360", - "issue:45092|issue:45357", - "issue:43723|issue:44871", - "issue:30990|issue:38175", - "issue:42907|issue:46050", - "issue:44261|issue:45092", - "issue:43723|issue:44991", - "issue:44829|issue:46002", - "issue:43723|issue:44442", - "issue:43479|issue:44913", - "issue:42831|issue:45310", - "issue:41628|issue:43824", - "issue:44263|issue:44373", - "issue:42831|issue:44038", - "issue:39401|issue:44568", - "issue:42757|issue:45278", - "issue:43232|issue:45593", - "issue:42886|issue:42994", - "issue:42886|issue:43066", - "issue:22355|issue:28218", - "issue:43756|issue:44060", - "issue:42831|issue:45753", - "issue:44117|issue:44704", - "issue:44671|issue:46132", - "issue:43576|issue:43784", - "issue:43646|issue:46002", - "issue:43122|issue:44521", - "issue:42371|issue:44263", - "issue:30990|issue:33357" - ], - "prepared_review_unit_hash": "c898a99c8bc5cf522786cc95a8ea7193c11748fb8e4c6e65cd90486292feb846", - "component_budget": { - "node_count": 431, - "item_count": 431, - "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 35928, - "estimated_input_tokens": 8982, - "estimated_eval_tokens": 18220 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "The set is mostly a mix of unrelated Transformers v5 regressions; none of the soft pairs look like true duplicates of the same underlying bug/change, so all soft edges are rejected. The most representative issue is the broad tokenizer-loading regression in issue 43723.", - "confidence": 0.62, - "canonical_issue_reason": "issue:43723 is the broadest, most central tokenizer-loading regression in this set and overlaps conceptually with several nearby tokenizer-related reports, making it the best canonical issue candidate.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 best captures the shared theme of v5 tokenizer/from_pretrained breakage without being too model-specific.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:44263", - "right": "issue:44360", - "accept": false, - "reason": "Same DSA/GLM-MoE area, but the titles indicate different defects: split return handling vs missing ReLU." - }, - { - "left": "issue:45092", - "right": "issue:45357", - "accept": false, - "reason": "Both are multimodal checkpoint/config issues, but one is meta-init incompatibility and the other is incorrect visual-encoder save keys." - }, - { - "left": "issue:43723", - "right": "issue:44871", - "accept": false, - "reason": "Both involve tokenizer/model loading in v5, but one is an AutoTokenizer load failure and the other is an eos_token_id config mismatch." - }, - { - "left": "issue:30990", - "right": "issue:38175", - "accept": false, - "reason": "Unrelated model-loading stall vs zero-probability inference bug." - }, - { - "left": "issue:42907", - "right": "issue:46050", - "accept": false, - "reason": "Both touch quantized save/load, but the concrete failure modes differ: dequantized Ministrals/Devstrals saving vs sinq round-trip corruption." - }, - { - "left": "issue:44261", - "right": "issue:45092", - "accept": false, - "reason": "Different problems: RMS norm epsilon precision mismatch vs remote-code checkpoint meta-init incompatibility." - }, - { - "left": "issue:43723", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer-load regressions, but the affected code paths and model-specific failures are not shown to be the same." - }, - { - "left": "issue:44829", - "right": "issue:46002", - "accept": false, - "reason": "Different training pathologies: flash_attention_3 degeneration vs NaNs in classification heads after checkout/init." - }, - { - "left": "issue:43723", - "right": "issue:44442", - "accept": false, - "reason": "Both are AutoTokenizer load issues, but they appear model-specific and there is no evidence they share the same root cause." - }, - { - "left": "issue:43479", - "right": "issue:44913", - "accept": false, - "reason": "Different configuration bugs: multimodal sub-config initialization vs rotary_pct not persisting on reload." - }, - { - "left": "issue:42831", - "right": "issue:45310", - "accept": false, - "reason": "Accuracy problem in FineGrainedFP8 vs a Qwen3.5 MoE from_pretrained error; unrelated failures." - }, - { - "left": "issue:41628", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different export paths." - }, - { - "left": "issue:44263", - "right": "issue:44373", - "accept": false, - "reason": "Different issue types: runtime tensor indexing behavior vs a docstring correction." - }, - { - "left": "issue:42831", - "right": "issue:44038", - "accept": false, - "reason": "Separate bugs in different areas: FP8 accuracy vs Qwen3-VL-Moe loading." - }, - { - "left": "issue:39401", - "right": "issue:44568", - "accept": false, - "reason": "Different tokenizer regressions: offset_mapping vs add_special_tokens/BOS-EOS handling." - }, - { - "left": "issue:42757", - "right": "issue:45278", - "accept": false, - "reason": "Related only at a very broad 'import error' level; the specific missing symbol and scope are different." - }, - { - "left": "issue:43232", - "right": "issue:45593", - "accept": false, - "reason": "Generation-state update bug vs loss-computation bug in D-FINE; unrelated." - }, - { - "left": "issue:42886", - "right": "issue:42994", - "accept": false, - "reason": "Cache/offline tokenizer loading bug vs quantized model saving failure." - }, - { - "left": "issue:42886", - "right": "issue:43066", - "accept": false, - "reason": "Both tokenizer-related, but one is offline cache loading and the other is a decoder-type mismatch in v5." - }, - { - "left": "issue:22355", - "right": "issue:28218", - "accept": false, - "reason": "Completely different areas: missing onnx module import vs tokenizer spacing behavior." - }, - { - "left": "issue:43756", - "right": "issue:44060", - "accept": false, - "reason": "Different model families and different logic errors: RoPE layer dropout vs tied-weights warning behavior." - }, - { - "left": "issue:42831", - "right": "issue:45753", - "accept": false, - "reason": "Unrelated: FP8 accuracy issue vs Qwen3_5 infinite-loop generation on a specific image." - }, - { - "left": "issue:44117", - "right": "issue:44704", - "accept": false, - "reason": "Both are from_pretrained plumbing issues, but one is tokenizer mapping resolution and the other is cached_file kwargs forwarding." - }, - { - "left": "issue:44671", - "right": "issue:46132", - "accept": false, - "reason": "CamemBERT MLM regression and AttentionInterface.register behavior change are different bugs." - }, - { - "left": "issue:43576", - "right": "issue:43784", - "accept": false, - "reason": "Different failures: env CLI breakage vs import-time NameError in sentence-transformers integration." - }, - { - "left": "issue:43646", - "right": "issue:46002", - "accept": false, - "reason": "Custom model initialization breakage is not the same as NaNs in classification heads." - }, - { - "left": "issue:43122", - "right": "issue:44521", - "accept": false, - "reason": "Tokenizer output drift vs multimodal assistant-mask failure; not the same code path." - }, - { - "left": "issue:42371", - "right": "issue:44263", - "accept": false, - "reason": "TF32 settings warning/behavior issue vs a tensor split/indexer bug." - }, - { - "left": "issue:30990", - "right": "issue:33357", - "accept": false, - "reason": "Different model/runtime failures: sentence-transformers load hang vs MacOS bus error with a CLIP model." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 17, - "review_unit_index": 41, - "review_unit_count": 50, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", - "nodes": [ - "issue:22355", - "issue:28218", - "issue:29159", - "issue:30990", - "issue:36296", - "issue:39401", - "issue:41628", - "issue:42757", - "issue:42907", - "issue:43116", - "issue:43122", - "issue:43232", - "issue:43278", - "issue:43408", - "issue:43452", - "issue:43475", - "issue:43784", - "issue:43824", - "issue:43906", - "issue:43937", - "issue:43976", - "issue:44038", - "issue:44188", - "issue:44222", - "issue:44261", - "issue:44295", - "issue:44297", - "issue:44351", - "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:44964", - "issue:45200", - "issue:45216", - "issue:45278", - "issue:45290", - "issue:45446", - "issue:45478", - "issue:45600" - ], - "soft_pairs": [ - "issue:44295|issue:44297", - "issue:44704|issue:45290", - "issue:44188|issue:44373", - "issue:42907|issue:44945", - "issue:43232|issue:44743", - "issue:43784|issue:45600", - "issue:44261|issue:44373", - "issue:39401|issue:44488", - "issue:41628|issue:45278", - "issue:43976|issue:44945", - "issue:43122|issue:44514", - "issue:43408|issue:43475", - "issue:42907|issue:43937", - "issue:39401|issue:44521", - "issue:43116|issue:45200", - "issue:44625|issue:44829", - "issue:42907|issue:44964", - "issue:44360|issue:44485", - "issue:44038|issue:44297", - "issue:44038|issue:44295", - "issue:28218|issue:30990", - "issue:43122|issue:44779", - "issue:36296|issue:43116", - "issue:42907|issue:43452", - "issue:44038|issue:44222", - "issue:43824|issue:44351", - "issue:43122|issue:43906", - "issue:45216|issue:45478", - "issue:43784|issue:45446", - "issue:42757|issue:44351", - "issue:22355|issue:29159", - "issue:43278|issue:44945" - ], - "prepared_review_unit_hash": "1fba7439c5fa4cd99654846ff334152de6aee76fb043526134c75173af5fb137", - "component_budget": { - "node_count": 431, - "item_count": 431, - "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36902, - "estimated_input_tokens": 9226, - "estimated_eval_tokens": 18708 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "No duplicate cluster emerges here: the items span unrelated tokenizer, import, model-loading, and training bugs. I rejected every soft edge as a true duplicate match; the only strong standalone issue is the open multimodal assistant_mask bug.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 44521 is the clearest current bug report: open, detailed, reproducible, and already attracting references, so it is the best anchor issue among this otherwise unrelated set.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the most actionable and representative standalone issue in the group; the others are either narrower, already closed, or clearly on different code paths.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:44295", - "right": "issue:44297", - "accept": false, - "reason": "Different bugs: one is about reading a bufferized position_ids tensor, the other about tokenizer_config metadata written by save_pretrained." - }, - { - "left": "issue:44704", - "right": "issue:45290", - "accept": false, - "reason": "Different code paths: cached_file kwargs passthrough vs apply_chat_template crashing on tool-call assistant messages." - }, - { - "left": "issue:44188", - "right": "issue:44373", - "accept": false, - "reason": "One is an attention-kernel branching issue under torch.compile; the other is just a docstring problem for position_ids." - }, - { - "left": "issue:42907", - "right": "issue:44945", - "accept": false, - "reason": "Unrelated failures: dequantized model saving vs incorrect output under pipeline parallelism." - }, - { - "left": "issue:43232", - "right": "issue:44743", - "accept": false, - "reason": "Both are generation-state bugs, but the symptoms and affected logic differ: sync_gpus kwargs handling vs recurrent state reset in modular_qwen3_5." - }, - { - "left": "issue:43784", - "right": "issue:45600", - "accept": false, - "reason": "Different regressions: a missing nn import in sentence-transformers integration vs stale auto_mappings references to removed configs." - }, - { - "left": "issue:44261", - "right": "issue:44373", - "accept": false, - "reason": "Model numerical precision/config issue vs a docstring mismatch; not the same underlying bug." - }, - { - "left": "issue:39401", - "right": "issue:44488", - "accept": false, - "reason": "Both touch tokenization, but they concern different models and different failures (offset_mapping vs load failure)." - }, - { - "left": "issue:41628", - "right": "issue:45278", - "accept": false, - "reason": "The second is a broad upgrade regression with many import errors; the first is a specific missing export. Too broad to treat as the same bug." - }, - { - "left": "issue:43976", - "right": "issue:44945", - "accept": false, - "reason": "Different problem domains: Python-version compatibility vs incorrect outputs from pipeline parallelism." - }, - { - "left": "issue:43122", - "right": "issue:44514", - "accept": false, - "reason": "Both involve tokenization/chat handling, but one is a version-to-version tokenization regression and the other is an apply_chat_template crash on batched multimodal input." - }, - { - "left": "issue:43408", - "right": "issue:43475", - "accept": false, - "reason": "Same model family, but different concrete bugs: model-type warning vs missing fpn_position_embeddings attribute." - }, - { - "left": "issue:42907", - "right": "issue:43937", - "accept": false, - "reason": "Different Qwen/Mistral-related failures: saving dequantized models vs invalid GenerationConfig for GLM-5." - }, - { - "left": "issue:39401", - "right": "issue:44521", - "accept": false, - "reason": "Both are tokenizer/template issues, but one is Qwen3 offset_mapping and the other is assistant_masks being all-zero for multimodal inputs." - }, - { - "left": "issue:43116", - "right": "issue:45200", - "accept": false, - "reason": "Different tasks and symptoms: run_classification.py multi-label inference vs Gemma 4 fine-tuning token type defaults." - }, - { - "left": "issue:44625", - "right": "issue:44829", - "accept": false, - "reason": "Different bugs: num_labels propagation in Qwen3.5 config vs degenerate training with flash_attention_3." - }, - { - "left": "issue:42907", - "right": "issue:44964", - "accept": false, - "reason": "Both are model-loading failures, but for different models and different causes; not the same code-path problem." - }, - { - "left": "issue:44360", - "right": "issue:44485", - "accept": false, - "reason": "Completely different topics: DSA indexer activation vs GLM-5 RoPE implementation." - }, - { - "left": "issue:44038", - "right": "issue:44297", - "accept": false, - "reason": "One is a Qwen3-VL-Moe bug; the other is tokenizer_config metadata mismatch. Different root causes." - }, - { - "left": "issue:44038", - "right": "issue:44295", - "accept": false, - "reason": "Different failures: Qwen3-VL-Moe bug vs reading position_ids after buffer registration." - }, - { - "left": "issue:28218", - "right": "issue:30990", - "accept": false, - "reason": "Tokenizer spacing issue vs Sentence Transformers loading hang; no shared underlying bug." - }, - { - "left": "issue:43122", - "right": "issue:44779", - "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different behaviors (general tokenization drift vs DeepSeek incorrect results)." - }, - { - "left": "issue:36296", - "right": "issue:43116", - "accept": false, - "reason": "Different training bugs in unrelated workflows: tensor parallel training vs example-script multi-label classification output." - }, - { - "left": "issue:42907", - "right": "issue:43452", - "accept": false, - "reason": "Different loading/saving paths and different model APIs; not the same concrete bug." - }, - { - "left": "issue:44038", - "right": "issue:44222", - "accept": false, - "reason": "Different MoE-related issues: Qwen3-VL-Moe behavior vs FP8 save_pretrained handling." - }, - { - "left": "issue:43824", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but they involve different missing symbols from different packages and likely different fixes." - }, - { - "left": "issue:43122", - "right": "issue:43906", - "accept": false, - "reason": "The second is just an isolated reproduction of another issue; the titles do not indicate the same concrete failure as the tokenization regression." - }, - { - "left": "issue:45216", - "right": "issue:45478", - "accept": false, - "reason": "Related Qwen3.5 family, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading error; too different to merge as one bug." - }, - { - "left": "issue:43784", - "right": "issue:45446", - "accept": false, - "reason": "Sentence-transformers import failure vs a PyTorch version-check bug in flex_attention; unrelated code paths." - }, - { - "left": "issue:42757", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but one is from huggingface_hub and the other is a transformers symbol export; different dependencies and fixes." - }, - { - "left": "issue:22355", - "right": "issue:29159", - "accept": false, - "reason": "Module import failure for transformers.onnx vs slow/fast tokenizer inconsistency; unrelated issues." - }, - { - "left": "issue:43278", - "right": "issue:44945", - "accept": false, - "reason": "Different runtime problems: dtype drift between train/eval and incorrect outputs under pipeline parallelism." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 17, - "review_unit_index": 42, - "review_unit_count": 50, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", - "nodes": [ - "issue:22355", - "issue:29127", - "issue:33453", - "issue:38617", - "issue:39401", - "issue:42175", - "issue:42222", - "issue:42371", - "issue:42673", - "issue:43064", - "issue:43066", - "issue:43116", - "issue:43441", - "issue:43450", - "issue:43493", - "issue:43611", - "issue:43673", - "issue:43825", - "issue:43827", - "issue:43874", - "issue:43906", - "issue:43937", - "issue:43976", - "issue:43986", - "issue:43992", - "issue:44038", - "issue:44075", - "issue:44117", - "issue:44291", - "issue:44380", - "issue:44485", - "issue:44704", - "issue:44779", - "issue:44936", - "issue:44938", - "issue:44977", - "issue:45071", - "issue:45072", - "issue:45083", - "issue:45278", - "issue:45357", - "issue:45446", - "issue:45478", - "issue:45563", - "issue:45588", - "issue:45753", - "issue:46002", - "issue:46077" - ], - "soft_pairs": [ - "issue:42175|issue:44938", - "issue:42673|issue:45072", - "issue:43992|issue:44704", - "issue:43493|issue:45753", - "issue:43066|issue:44779", - "issue:22355|issue:29127", - "issue:38617|issue:45278", - "issue:43611|issue:46002", - "issue:43937|issue:44485", - "issue:42222|issue:43441", - "issue:43976|issue:45446", - "issue:43116|issue:43493", - "issue:42371|issue:43874", - "issue:44075|issue:44936", - "issue:44038|issue:45478", - "issue:45357|issue:45478", - "issue:43064|issue:43673", - "issue:43116|issue:43825", - "issue:45083|issue:45446", - "issue:44380|issue:46077", - "issue:43937|issue:45563", - "issue:44117|issue:45588", - "issue:33453|issue:39401", - "issue:39401|issue:44779", - "issue:43827|issue:45446", - "issue:42673|issue:43906", - "issue:44291|issue:45071", - "issue:43450|issue:43986", - "issue:43937|issue:44977" - ], - "prepared_review_unit_hash": "3f164a69579ba898b28382b9a8803a66a051bc6ffe672328c413546302636b0b", - "component_budget": { - "node_count": 431, - "item_count": 431, - "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36040, - "estimated_input_tokens": 9010, - "estimated_eval_tokens": 18276 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is a grab-bag of Transformers v5 regression reports across imports, tokenizers, model-specific bugs, docs, and training/runtime issues. The soft pairs mostly share broad vocabulary but not the same concrete code path, so I would reject all as duplicates; the broadest umbrella issue is the v5 upgrade/import-regression report.", - "confidence": 0.24, - "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set: it describes multiple import failures after upgrading to Transformers 5.5.0, which is the closest match to the recurring v5 breakage pattern across the cluster.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best representative because it is high-level and can subsume several v5 import/load regressions, unlike the narrower model- or tokenizer-specific reports.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:42175", - "right": "issue:44938", - "accept": false, - "reason": "Different failures: missing TensorFlow backend in an install extra vs Python 3.14 load failure. Same release context, not the same bug." - }, - { - "left": "issue:42673", - "right": "issue:45072", - "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM multi-threaded dataloading is unrelated to bfloat16 dtype mismatches in CI." - }, - { - "left": "issue:43992", - "right": "issue:44704", - "accept": false, - "reason": "Missing embed_tokens.weight during UMT5 loading is a model-specific checkpoint issue, not the same as AutoProcessor kwargs forwarding." - }, - { - "left": "issue:43493", - "right": "issue:45753", - "accept": false, - "reason": "Both concern Qwen-related behavior, but one is a SigLIP2 implementation discrepancy and the other is a Qwen3_5 generation loop on a specific image." - }, - { - "left": "issue:43066", - "right": "issue:44779", - "accept": false, - "reason": "Wrong tokenizer decoder type in v5 is not the same as Deepseek tokenizer output regressions; different tokenizer code paths." - }, - { - "left": "issue:22355", - "right": "issue:29127", - "accept": false, - "reason": "Import error for transformers.onnx is unrelated to a LayoutLMv3 box-validation error message." - }, - { - "left": "issue:38617", - "right": "issue:45278", - "accept": false, - "reason": "The former is a specific missing symbol import; the latter is a broad multi-import regression report. Not the same concrete failure." - }, - { - "left": "issue:43611", - "right": "issue:46002", - "accept": false, - "reason": "Base_model_prefix loading breakage is a model-loading compatibility bug, while NaNs in classification heads are an initialization/numerics issue." - }, - { - "left": "issue:43937", - "right": "issue:44485", - "accept": false, - "reason": "GenerationConfig validation for GLM-5 is not the same as a RoPE implementation discussion." - }, - { - "left": "issue:42222", - "right": "issue:43441", - "accept": false, - "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are distinct model-specific bugs." - }, - { - "left": "issue:43976", - "right": "issue:45446", - "accept": false, - "reason": "Python version compatibility regression is unrelated to a flex_attention version-check bug." - }, - { - "left": "issue:43116", - "right": "issue:43493", - "accept": false, - "reason": "Classification script returning empty multi-label results is unrelated to SigLIP2 HF/JAX discrepancy." - }, - { - "left": "issue:42371", - "right": "issue:43874", - "accept": false, - "reason": "TF32 API warning changes and missing get_number_of_image_patches are different issues in different subsystems." - }, - { - "left": "issue:44075", - "right": "issue:44936", - "accept": false, - "reason": "SGD optimizer arguments not used is not the same as trainer.evaluate() failing after train()." - }, - { - "left": "issue:44038", - "right": "issue:45478", - "accept": false, - "reason": "Qwen3-VL-Moe compatibility and Qwen3.5 Moe from_pretrained error are related only by model family, not the same code-path bug." - }, - { - "left": "issue:45357", - "right": "issue:45478", - "accept": false, - "reason": "Incorrect visual encoder keys on save_pretrained is a save bug; from_pretrained loading failure is a separate load bug." - }, - { - "left": "issue:43064", - "right": "issue:43673", - "accept": false, - "reason": "Wrong optimizer state/params in FSDP2+PEFT training is unrelated to missing GenerationMixin cache in chunked prefill." - }, - { - "left": "issue:43116", - "right": "issue:43825", - "accept": false, - "reason": "Empty multi-label classification results are not the same as the pipeline() translation-support error message problem." - }, - { - "left": "issue:45083", - "right": "issue:45446", - "accept": false, - "reason": "Feature-extract output length behavior in qwen3_omni_moe is unrelated to the flex_attention PyTorch version check." - }, - { - "left": "issue:44380", - "right": "issue:46077", - "accept": false, - "reason": "GPT2 attention scaling under SDPA/FlashAttention and Gemma4 bidirectional attention masking are different attention bugs." - }, - { - "left": "issue:43937", - "right": "issue:45563", - "accept": false, - "reason": "GLM-5 generation config invalidity is not the same as a paged generate warning for num_return_sequences." - }, - { - "left": "issue:44117", - "right": "issue:45588", - "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None is unrelated to flash_attention.py crashing on s_aux=None." - }, - { - "left": "issue:33453", - "right": "issue:39401", - "accept": false, - "reason": "Tokenizer loading regression and Qwen3 offset_mapping bug are different tokenizer failures with different symptoms." - }, - { - "left": "issue:39401", - "right": "issue:44779", - "accept": false, - "reason": "Both are tokenizer bugs, but offset_mapping corruption and Deepseek incorrect results are not the same underlying defect." - }, - { - "left": "issue:43827", - "right": "issue:45446", - "accept": false, - "reason": "Docs still referencing pipeline() and a flex_attention version check are unrelated." - }, - { - "left": "issue:42673", - "right": "issue:43906", - "accept": false, - "reason": "Multi-thread VRAM leak and an isolated reproduction of another issue are not the same bug." - }, - { - "left": "issue:44291", - "right": "issue:45071", - "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to PretrainedConfig type-checking breakage." - }, - { - "left": "issue:43450", - "right": "issue:43986", - "accept": false, - "reason": "Batched video processor shape bug and missing torchvision crash on AutoProcessor loading are different failures." - }, - { - "left": "issue:43937", - "right": "issue:44977", - "accept": false, - "reason": "GenerationConfig validation for GLM-5 is unrelated to Qwen3.5 flash-attention generation issues." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 17, - "review_unit_index": 43, - "review_unit_count": 50, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", - "nodes": [ - "issue:38617", - "issue:39401", - "issue:41628", - "issue:42175", - "issue:42222", - "issue:42371", - "issue:42490", - "issue:42617", - "issue:42673", - "issue:42831", - "issue:43012", - "issue:43066", - "issue:43097", - "issue:43122", - "issue:43408", - "issue:43421", - "issue:43577", - "issue:43582", - "issue:43673", - "issue:43742", - "issue:43937", - "issue:44075", - "issue:44117", - "issue:44220", - "issue:44261", - "issue:44410", - "issue:44466", - "issue:44483", - "issue:44484", - "issue:44493", - "issue:44496", - "issue:44829", - "issue:44933", - "issue:45071", - "issue:45081", - "issue:45216", - "issue:45278", - "issue:45310", - "issue:45341", - "issue:45405", - "issue:45446", - "issue:45464", - "issue:45478", - "issue:45542", - "issue:45561", - "issue:45656", - "issue:46002", - "issue:46178" - ], - "soft_pairs": [ - "issue:44466|issue:46002", - "issue:45405|issue:45446", - "issue:44117|issue:45081", - "issue:45341|issue:45561", - "issue:42222|issue:46178", - "issue:44410|issue:45310", - "issue:38617|issue:41628", - "issue:44829|issue:45216", - "issue:42617|issue:45341", - "issue:42673|issue:43582", - "issue:39401|issue:43421", - "issue:42490|issue:42673", - "issue:43408|issue:43742", - "issue:42371|issue:44261", - "issue:38617|issue:44220", - "issue:44484|issue:45310", - "issue:44933|issue:45278", - "issue:43937|issue:44496", - "issue:42222|issue:45542", - "issue:43066|issue:43122", - "issue:42371|issue:42831", - "issue:44483|issue:45464", - "issue:42175|issue:42222", - "issue:44075|issue:45656", - "issue:43012|issue:43577", - "issue:44410|issue:45478", - "issue:43673|issue:45341", - "issue:43097|issue:44493", - "issue:41628|issue:45071" - ], - "prepared_review_unit_hash": "a8b87e2b8d342371f640ea493fa1750468c62184483b4456d5789d26a8c231d2", - "component_budget": { - "node_count": 431, - "item_count": 431, - "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36144, - "estimated_input_tokens": 9036, - "estimated_eval_tokens": 18328 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is a loose collection of Transformers v5 regressions and API/import/model-loading complaints, but most items are not duplicates of one another. The soft edges are mostly false positives from broad lexical similarity rather than the same concrete bug.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s recurring API/import regression theme, making it the best single issue anchor among otherwise heterogeneous reports.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 best fits as a cluster representative because it captures the widest user-facing regression pattern (post-upgrade import failures) seen across several nearby issues.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:44466", - "right": "issue:46002", - "accept": false, - "reason": "Different bugs: lm_head serialization inconsistency vs NaNs in classification heads after checkout/init." - }, - { - "left": "issue:45405", - "right": "issue:45446", - "accept": false, - "reason": "Unrelated: a PEFT version bump issue vs a PyTorch version check bug in flex_attention." - }, - { - "left": "issue:44117", - "right": "issue:45081", - "accept": false, - "reason": "Both tokenizer-related, but one is a TOKENIZER_MAPPING_NAMES None-handling bug and the other is a Mistral regex patch crash." - }, - { - "left": "issue:45341", - "right": "issue:45561", - "accept": false, - "reason": "Both mention testing utils, but one is a vague general bug and the other is a specific pytest-xdist race on captured_info.txt." - }, - { - "left": "issue:42222", - "right": "issue:46178", - "accept": false, - "reason": "Different model/backend failures: vitpose breakage vs missing tensorflow_text in BACKENDS_MAPPING." - }, - { - "left": "issue:44410", - "right": "issue:45310", - "accept": false, - "reason": "Different Qwen variants and different failure modes: missing projections vs from_pretrained error." - }, - { - "left": "issue:38617", - "right": "issue:41628", - "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different code paths." - }, - { - "left": "issue:44829", - "right": "issue:45216", - "accept": false, - "reason": "Training degeneration under flash_attention_3 is not the same as incorrect save_pretrained checkpoint serialization." - }, - { - "left": "issue:42617", - "right": "issue:45341", - "accept": false, - "reason": "Unrelated: a runtime script failure vs a testing_utils bug." - }, - { - "left": "issue:42673", - "right": "issue:43582", - "accept": false, - "reason": "Different issues entirely: VRAM leak in dataloader threads vs Apple Silicon TypeError in allocator warmup." - }, - { - "left": "issue:39401", - "right": "issue:43421", - "accept": false, - "reason": "Both tokenizer-related, but offset_mapping is a different problem from post-processor updates after runtime special-token changes." - }, - { - "left": "issue:42490", - "right": "issue:42673", - "accept": false, - "reason": "Local-path import warning is unrelated to the Qwen3ForCausalLM VRAM leak." - }, - { - "left": "issue:43408", - "right": "issue:43742", - "accept": false, - "reason": "Different model-loading problems: wrong model type warning vs a key error for MobileLLM." - }, - { - "left": "issue:42371", - "right": "issue:44261", - "accept": false, - "reason": "TF32 behavior settings and RMS norm epsilon precision are unrelated issues." - }, - { - "left": "issue:38617", - "right": "issue:44220", - "accept": false, - "reason": "Missing configuration_utils import and _torch_extract_fbank_features are different code-path failures." - }, - { - "left": "issue:44484", - "right": "issue:45310", - "accept": false, - "reason": "A shard-size question is unrelated to the Qwen3.5 MoE from_pretrained error." - }, - { - "left": "issue:44933", - "right": "issue:45278", - "accept": false, - "reason": "Both concern imports, but one is a specific missing image_utils export and the other is a broad upgrade-wide import regression; not enough to treat as the same bug." - }, - { - "left": "issue:43937", - "right": "issue:44496", - "accept": false, - "reason": "Different model/config failures: invalid GenerationConfig vs missing model_type in config.json." - }, - { - "left": "issue:42222", - "right": "issue:45542", - "accept": false, - "reason": "Vitpose breakage is unrelated to the missing TensorFlow backend when only tensorboard is installed." - }, - { - "left": "issue:43066", - "right": "issue:43122", - "accept": false, - "reason": "Related tokenization regression area, but one is decoder type selection and the other is broader tokenization differences across versions." - }, - { - "left": "issue:42371", - "right": "issue:42831", - "accept": false, - "reason": "TF32 API usage and FineGrainedFP8 accuracy are distinct issues." - }, - { - "left": "issue:44483", - "right": "issue:45464", - "accept": false, - "reason": "Different API failures: generic /v1/chat/completions rejection vs a Qwen3.5 streaming inference failure." - }, - { - "left": "issue:42175", - "right": "issue:42222", - "accept": false, - "reason": "Backend installation packaging issue vs vitpose model breakage are unrelated." - }, - { - "left": "issue:44075", - "right": "issue:45656", - "accept": false, - "reason": "Optimizer args being ignored is different from optimizer.step being called twice with deepspeed." - }, - { - "left": "issue:43012", - "right": "issue:43577", - "accept": false, - "reason": "Both dtype-related, but one is a compile-time warning and the other is incorrect dtype propagation on load." - }, - { - "left": "issue:44410", - "right": "issue:45478", - "accept": false, - "reason": "Both are Qwen-related, but they describe different model families and different from_pretrained failures." - }, - { - "left": "issue:43673", - "right": "issue:45341", - "accept": false, - "reason": "Chunked_prefill GenerationMixin cache regression is unrelated to the testing_utils bug." - }, - { - "left": "issue:43097", - "right": "issue:44493", - "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder and unexpected position-id keys are different regressions." - }, - { - "left": "issue:41628", - "right": "issue:45071", - "accept": false, - "reason": "Different regressions: missing AutoImageProcessor export vs PretrainedConfig type-checking breakage." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 17, - "review_unit_index": 44, - "review_unit_count": 50, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", - "nodes": [ - "issue:38617", - "issue:42757", - "issue:43012", - "issue:43064", - "issue:43066", - "issue:43097", - "issue:43335", - "issue:43408", - "issue:43441", - "issue:43452", - "issue:43502", - "issue:43531", - "issue:43673", - "issue:43824", - "issue:43873", - "issue:43874", - "issue:43906", - "issue:43931", - "issue:43986", - "issue:43992", - "issue:44038", - "issue:44062", - "issue:44117", - "issue:44261", - "issue:44263", - "issue:44315", - "issue:44351", - "issue:44360", - "issue:44368", - "issue:44410", - "issue:44484", - "issue:44485", - "issue:44704", - "issue:44829", - "issue:44987", - "issue:45003", - "issue:45071", - "issue:45103", - "issue:45341", - "issue:45372", - "issue:45375", - "issue:45440", - "issue:45478", - "issue:45542", - "issue:45588", - "issue:46050", - "issue:46123", - "issue:46172" - ], - "soft_pairs": [ - "issue:43874|issue:44261", - "issue:44263|issue:44485", - "issue:45071|issue:45542", - "issue:44263|issue:46172", - "issue:44360|issue:46172", - "issue:43012|issue:43408", - "issue:43441|issue:44829", - "issue:44484|issue:45478", - "issue:43931|issue:44410", - "issue:43335|issue:45071", - "issue:43931|issue:44038", - "issue:43673|issue:46123", - "issue:43097|issue:43452", - "issue:45003|issue:45341", - "issue:43986|issue:45341", - "issue:44117|issue:44987", - "issue:43986|issue:44484", - "issue:43874|issue:44263", - "issue:43408|issue:44368", - "issue:43986|issue:45372", - "issue:43531|issue:45341", - "issue:45440|issue:46172", - "issue:44261|issue:44485", - "issue:43097|issue:46050", - "issue:43064|issue:44315", - "issue:43097|issue:45588", - "issue:38617|issue:42757", - "issue:44062|issue:44117", - "issue:44410|issue:45375", - "issue:44038|issue:44410", - "issue:38617|issue:44351", - "issue:43502|issue:43992", - "issue:43097|issue:43873", - "issue:44704|issue:45103", - "issue:43986|issue:44117", - "issue:43824|issue:43986", - "issue:43066|issue:43906" - ], - "prepared_review_unit_hash": "23b0b8c37900f10c7d24cca0aef44a14d3b005b23c4a9753ec0a824f772aa960", - "component_budget": { - "node_count": 431, - "item_count": 431, - "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 37, - "serialized_chars": 38784, - "estimated_input_tokens": 9696, - "estimated_eval_tokens": 19648 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "Mostly unrelated transformer issues with superficial overlap in model names, loading paths, or dependency/import errors. None of the soft-edge pairs look like the same underlying bug or fix, so I would not merge any of them; issue 45071 is the best representative because it is a broad core-regression report.", - "confidence": 0.95, - "canonical_issue_reason": "Broad, cross-cutting regression in core config/type checking; more central than the model-specific and dependency-specific reports in this set.", - "canonical_pr_reason": null, - "best_issue_reason": "Impacts a core code path and is likely to be the most generally useful anchor for triage among these mostly narrow issues.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43874", - "right": "issue:44261", - "accept": false, - "reason": "Different models and failures: missing image-patch method vs LayerNorm epsilon precision issue." - }, - { - "left": "issue:44263", - "right": "issue:44485", - "accept": false, - "reason": "Unrelated GLM-MoE indexing behavior vs GLM-5 RoPE implementation." - }, - { - "left": "issue:45071", - "right": "issue:45542", - "accept": false, - "reason": "Core config type-checking regression vs TensorFlow backend detection error." - }, - { - "left": "issue:44263", - "right": "issue:46172", - "accept": false, - "reason": "Different bugs in different model families and tensor math paths." - }, - { - "left": "issue:44360", - "right": "issue:46172", - "accept": false, - "reason": "DSA ReLU complaint is unrelated to deepseek-v4 transpose behavior." - }, - { - "left": "issue:43012", - "right": "issue:43408", - "accept": false, - "reason": "Precision warning during bfloat16 compilation vs tokenizer/model type mismatch warning." - }, - { - "left": "issue:43441", - "right": "issue:44829", - "accept": false, - "reason": "FlashAttention inference failure for Ministral-3 vs flash_attention_3 training degeneration." - }, - { - "left": "issue:44484", - "right": "issue:45478", - "accept": false, - "reason": "save_pretrained shard-size question is unrelated to Qwen3.5-Moe loading failure." - }, - { - "left": "issue:43931", - "right": "issue:44410", - "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs Qwen3next missing projections." - }, - { - "left": "issue:43335", - "right": "issue:45071", - "accept": false, - "reason": "SwitchTransformers config edge case vs global PreTrainedConfig type-check regression." - }, - { - "left": "issue:43931", - "right": "issue:44038", - "accept": false, - "reason": "Different Qwen multimodal loading problems with different symptoms and code paths." - }, - { - "left": "issue:43673", - "right": "issue:46123", - "accept": false, - "reason": "Generation cache/chunked prefill issue vs pipeline partial-batch result dropping." - }, - { - "left": "issue:43097", - "right": "issue:43452", - "accept": false, - "reason": "Removed tie_embeddings API warning is unrelated to gguf_file loading breakage." - }, - { - "left": "issue:45003", - "right": "issue:45341", - "accept": false, - "reason": "sys.modules access bug in modeling_utils vs a testing_utils bug." - }, - { - "left": "issue:43986", - "right": "issue:45341", - "accept": false, - "reason": "Missing torchvision crash vs an unrelated testing utility bug." - }, - { - "left": "issue:44117", - "right": "issue:44987", - "accept": false, - "reason": "Tokenizer mapping None handling vs loading failure for a specific model repo." - }, - { - "left": "issue:43986", - "right": "issue:44484", - "accept": false, - "reason": "Video-model processor dependency crash is unrelated to save_pretrained shard sizing." - }, - { - "left": "issue:43874", - "right": "issue:44263", - "accept": false, - "reason": "Different GLM-related failures: image processor method missing vs tensor split return handling." - }, - { - "left": "issue:43408", - "right": "issue:44368", - "accept": false, - "reason": "Model-type warning mismatch vs tie_word_embeddings warning during Qwen3.5 LoRA." - }, - { - "left": "issue:43986", - "right": "issue:45372", - "accept": false, - "reason": "Different missing-dependency/import issues affecting different processor paths." - }, - { - "left": "issue:43531", - "right": "issue:45341", - "accept": false, - "reason": "Qwen3-MoE sliding window behavior is unrelated to a testing utility bug." - }, - { - "left": "issue:45440", - "right": "issue:46172", - "accept": false, - "reason": "DeepSeekV3 MoE divergence vs deepseek-v4 comb transpose bug." - }, - { - "left": "issue:44261", - "right": "issue:44485", - "accept": false, - "reason": "LayerNorm epsilon precision issue is unrelated to RoPE implementation." - }, - { - "left": "issue:43097", - "right": "issue:46050", - "accept": false, - "reason": "Removed API warning is unrelated to quantized model save/load corruption." - }, - { - "left": "issue:43064", - "right": "issue:44315", - "accept": false, - "reason": "Distributed optimizer-state bug vs Liger Kernel not applied in model_init." - }, - { - "left": "issue:43097", - "right": "issue:45588", - "accept": false, - "reason": "Tie-embeddings deprecation/removal warning is unrelated to flash_attention.py crash on sink-less models." - }, - { - "left": "issue:38617", - "right": "issue:42757", - "accept": false, - "reason": "Both are import errors, but for different missing symbols from different modules." - }, - { - "left": "issue:44062", - "right": "issue:44117", - "accept": false, - "reason": "AddedToken keyword collision is unrelated to tokenizer mapping None handling." - }, - { - "left": "issue:44410", - "right": "issue:45375", - "accept": false, - "reason": "Different Qwen-family issues: missing projections vs missing config field being dropped." - }, - { - "left": "issue:44038", - "right": "issue:44410", - "accept": false, - "reason": "Qwen3-VL-Moe loading bug is unrelated to qwen3next missing attention projections." - }, - { - "left": "issue:38617", - "right": "issue:44351", - "accept": false, - "reason": "Distinct import errors from different modules and symbols." - }, - { - "left": "issue:43502", - "right": "issue:43992", - "accept": false, - "reason": "local_files_only still making requests vs missing embed_tokens weight on UMT5Encoder." - }, - { - "left": "issue:43097", - "right": "issue:43873", - "accept": false, - "reason": "Embedding-tying removal warning is unrelated to quantization offloading behavior." - }, - { - "left": "issue:44704", - "right": "issue:45103", - "accept": false, - "reason": "AutoProcessor kwargs passthrough bug vs auto_docstring annotation crash." - }, - { - "left": "issue:43986", - "right": "issue:44117", - "accept": false, - "reason": "Missing torchvision processor crash vs tokenizer mapping assumption bug." - }, - { - "left": "issue:43824", - "right": "issue:43986", - "accept": false, - "reason": "Qwen2.5-VL import error is unrelated to video-model loading without torchvision." - }, - { - "left": "issue:43066", - "right": "issue:43906", - "accept": false, - "reason": "Tokenizer decoder type issue is unrelated to the reproduced issue referenced by 38071." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 17, - "review_unit_index": 45, - "review_unit_count": 50, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", - "nodes": [ - "issue:36683", - "issue:38617", - "issue:42490", - "issue:42757", - "issue:42907", - "issue:43012", - "issue:43064", - "issue:43066", - "issue:43208", - "issue:43299", - "issue:43352", - "issue:43475", - "issue:43502", - "issue:43526", - "issue:43550", - "issue:43582", - "issue:43618", - "issue:43756", - "issue:43761", - "issue:43792", - "issue:43824", - "issue:43825", - "issue:43867", - "issue:43976", - "issue:43992", - "issue:44038", - "issue:44162", - "issue:44222", - "issue:44230", - "issue:44368", - "issue:44380", - "issue:44483", - "issue:44484", - "issue:44485", - "issue:44514", - "issue:44655", - "issue:44683", - "issue:44938", - "issue:45290", - "issue:45478", - "issue:45479", - "issue:45698", - "issue:45753", - "issue:46123", - "issue:46132", - "issue:46172", - "issue:46178", - "issue:46209" - ], - "soft_pairs": [ - "issue:44938|issue:46178", - "issue:43208|issue:43550", - "issue:43992|issue:44484", - "issue:43825|issue:44655", - "issue:43012|issue:43550", - "issue:43012|issue:44368", - "issue:42907|issue:44655", - "issue:43352|issue:44380", - "issue:42907|issue:45753", - "issue:44162|issue:46172", - "issue:43352|issue:43976", - "issue:44380|issue:46132", - "issue:43792|issue:46123", - "issue:44380|issue:45479", - "issue:43064|issue:44380", - "issue:44483|issue:44514", - "issue:43208|issue:43526", - "issue:44222|issue:45478", - "issue:36683|issue:43582", - "issue:43012|issue:44683", - "issue:43618|issue:43761", - "issue:42490|issue:43012", - "issue:42757|issue:43824", - "issue:43618|issue:44380", - "issue:45698|issue:46172", - "issue:38617|issue:43502", - "issue:44038|issue:44230", - "issue:44483|issue:45290", - "issue:43756|issue:44485", - "issue:43066|issue:46209", - "issue:43299|issue:43867", - "issue:36683|issue:43475" - ], - "prepared_review_unit_hash": "629f81c964ea2c00b47db2b4ed31927c8aec16bfeedb159c16d59a7dad6f42f8", - "component_budget": { - "node_count": 431, - "item_count": 431, - "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36944, - "estimated_input_tokens": 9236, - "estimated_eval_tokens": 18728 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports around v5 regressions, loading/saving, imports, and model-specific failures. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.56, - "canonical_issue_reason": "issue:45698 is the broadest and most active open report here, centered on from_pretrained/save_pretrained custom-module loading behavior, which is the closest thing to a representative theme across the mostly serialization/loading-adjacent items in this set.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best global issue candidate because it is open, has substantial discussion and inbound references, and covers a concrete user-facing loading/saving regression rather than a model-specific edge case.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:44938", - "right": "issue:46178", - "accept": false, - "reason": "Python 3.14 load failure and invalid backend-name error are unrelated import/dispatch problems." - }, - { - "left": "issue:43208", - "right": "issue:43550", - "accept": false, - "reason": "xLSTM training bugs and Bamba compile/SDPA failure affect different models and code paths." - }, - { - "left": "issue:43992", - "right": "issue:44484", - "accept": false, - "reason": "Missing embed_tokens.weight on from_pretrained is unrelated to a max_shard_size question." - }, - { - "left": "issue:43825", - "right": "issue:44655", - "accept": false, - "reason": "Incorrect pipeline task error messaging is different from saving Pipeline objects." - }, - { - "left": "issue:43012", - "right": "issue:43550", - "accept": false, - "reason": "A bf16 compile warning is not the same as a model-specific torch.compile SDPA failure." - }, - { - "left": "issue:43012", - "right": "issue:44368", - "accept": false, - "reason": "General bf16 compile warning and tie_word_embeddings warning are different symptoms with different causes." - }, - { - "left": "issue:42907", - "right": "issue:44655", - "accept": false, - "reason": "Both are save-related, but dequantized model saving and Pipeline.save_pretrained are distinct code paths." - }, - { - "left": "issue:43352", - "right": "issue:44380", - "accept": false, - "reason": "Nemotron Flash Attention 2 support and GPT2 attention scaling under SDPA/FA are different bugs." - }, - { - "left": "issue:42907", - "right": "issue:45753", - "accept": false, - "reason": "A dequantized-save failure is unrelated to a Qwen3.5 image-induced infinite loop." - }, - { - "left": "issue:44162", - "right": "issue:46172", - "accept": false, - "reason": "ESM2 loading breakage and a DeepSeek tensor-op bug are different model-specific issues." - }, - { - "left": "issue:43352", - "right": "issue:43976", - "accept": false, - "reason": "Flash Attention support warning and Python version incompatibility are unrelated." - }, - { - "left": "issue:44380", - "right": "issue:46132", - "accept": false, - "reason": "Attention scaling being ignored is not the same as AttentionInterface.register changing registered function behavior." - }, - { - "left": "issue:43792", - "right": "issue:46123", - "accept": false, - "reason": "Whisper runtime failure and partial-batch pipeline result dropping are different pipeline bugs." - }, - { - "left": "issue:44380", - "right": "issue:45479", - "accept": false, - "reason": "Attention backend scaling and degenerate zero loss classification are unrelated regressions." - }, - { - "left": "issue:43064", - "right": "issue:44380", - "accept": false, - "reason": "FSDP2 optimizer-state corruption and GPT2 attention-scaling bugs do not share a concrete code path." - }, - { - "left": "issue:44483", - "right": "issue:44514", - "accept": false, - "reason": "Chat-completions request rejection and chat-template batching crash are both chat-related but distinct failures." - }, - { - "left": "issue:43208", - "right": "issue:43526", - "accept": false, - "reason": "xLSTM training issues and BeitImageProcessorFast reduce_labels behavior are unrelated." - }, - { - "left": "issue:44222", - "right": "issue:45478", - "accept": false, - "reason": "FP8 save_pretrained failure and Qwen3.5 MoE from_pretrained failure are different operations and symptoms." - }, - { - "left": "issue:36683", - "right": "issue:43582", - "accept": false, - "reason": "Missing Gemma3Config vocab_size and Apple Silicon TypeError are unrelated." - }, - { - "left": "issue:43012", - "right": "issue:44683", - "accept": false, - "reason": "A precision warning is not the same as compiled flex_attention failing on torch >= 2.9." - }, - { - "left": "issue:43618", - "right": "issue:43761", - "accept": false, - "reason": "Both affect CLIP, but one drops attentions while the other drops hidden_states; not the same bug." - }, - { - "left": "issue:42490", - "right": "issue:43012", - "accept": false, - "reason": "Local-model-path slash warning and bf16 compile warning are unrelated." - }, - { - "left": "issue:42757", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different failure modes." - }, - { - "left": "issue:43618", - "right": "issue:44380", - "accept": false, - "reason": "CLIP attentions regression and GPT2 attention-scaling regression are separate model-specific bugs." - }, - { - "left": "issue:45698", - "right": "issue:46172", - "accept": false, - "reason": "Custom module loading after save_pretrained and a DeepSeek tensor transform error are unrelated." - }, - { - "left": "issue:38617", - "right": "issue:43502", - "accept": false, - "reason": "ImportError for layer_type_validation and API calls despite local_files_only=True are different problems." - }, - { - "left": "issue:44038", - "right": "issue:44230", - "accept": false, - "reason": "Qwen3-VL-Moe loading breakage and FP8 inference support are related only by model family, not by the same bug." - }, - { - "left": "issue:44483", - "right": "issue:45290", - "accept": false, - "reason": "Chat API request handling and apply_chat_template tool-call crash are different layers of the stack." - }, - { - "left": "issue:43756", - "right": "issue:44485", - "accept": false, - "reason": "Smollm3 RoPE-layer omission and GLM-5 RoPE implementation discussion are not the same underlying issue." - }, - { - "left": "issue:43066", - "right": "issue:46209", - "accept": false, - "reason": "Wrong tokenizer decoder type and FP8 inference on B200 are unrelated." - }, - { - "left": "issue:43299", - "right": "issue:43867", - "accept": false, - "reason": "Qwen3VL-Moe loading regression and sorted-state_dict load error are distinct loading failures." - }, - { - "left": "issue:36683", - "right": "issue:43475", - "accept": false, - "reason": "Gemma3Config vocab_size missing and SAM3 output missing fpn_position_embeddings are unrelated attribute errors." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 17, - "review_unit_index": 46, - "review_unit_count": 50, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", - "nodes": [ - "issue:36010", - "issue:36296", - "issue:36683", - "issue:41669", - "issue:42490", - "issue:42757", - "issue:42890", - "issue:42994", - "issue:43010", - "issue:43064", - "issue:43299", - "issue:43352", - "issue:43525", - "issue:43575", - "issue:43611", - "issue:43618", - "issue:43867", - "issue:43901", - "issue:43931", - "issue:43937", - "issue:43976", - "issue:43992", - "issue:44075", - "issue:44077", - "issue:44242", - "issue:44246", - "issue:44355", - "issue:44380", - "issue:44492", - "issue:44625", - "issue:44655", - "issue:44855", - "issue:44938", - "issue:45071", - "issue:45216", - "issue:45276", - "issue:45278", - "issue:45310", - "issue:45357", - "issue:45375", - "issue:45478", - "issue:45561", - "issue:45593", - "issue:45753", - "issue:45850", - "issue:46077", - "issue:46082", - "issue:46202" - ], - "soft_pairs": [ - "issue:45276|issue:46077", - "issue:42994|issue:44655", - "issue:43901|issue:44655", - "issue:43299|issue:45753", - "issue:44077|issue:44380", - "issue:36010|issue:42757", - "issue:36683|issue:44077", - "issue:44625|issue:46077", - "issue:43611|issue:44655", - "issue:43352|issue:43937", - "issue:43867|issue:45216", - "issue:46077|issue:46082", - "issue:43976|issue:44938", - "issue:36683|issue:43525", - "issue:43352|issue:45593", - "issue:43618|issue:45216", - "issue:36683|issue:44242", - "issue:43352|issue:43931", - "issue:43064|issue:44492", - "issue:43010|issue:45278", - "issue:43992|issue:45310", - "issue:43867|issue:46202", - "issue:44355|issue:44855", - "issue:43867|issue:45375", - "issue:41669|issue:44246", - "issue:36683|issue:43064", - "issue:44938|issue:45071", - "issue:42890|issue:45561", - "issue:43010|issue:45850", - "issue:43867|issue:45357", - "issue:42490|issue:44075", - "issue:43992|issue:45478", - "issue:43618|issue:44077", - "issue:43010|issue:43976", - "issue:36296|issue:43575" + "issue:45341|issue:45859", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:44261|issue:44485", + "issue:44964|issue:45341", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:42617|issue:45341", + "issue:43986|issue:45290", + "issue:43066|issue:43906", + "issue:43986|issue:45372", + "issue:43208|issue:43550", + "issue:45341|issue:45588", + "issue:45341|issue:45561", + "issue:43992|issue:44484", + "issue:43986|issue:45341", + "issue:43012|issue:43550", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:44162|issue:46172", + "issue:43792|issue:46123", + "issue:44938|issue:46178", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:44222|issue:45478", + "issue:43012|issue:44683", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:45698|issue:46172", + "issue:44038|issue:44230" ], - "prepared_review_unit_hash": "c6c7548030a3345045d0e95195321b04f619e71b7fc26e4592b9c6e0c4a20acf", + "prepared_review_unit_hash": "2a6852092a97bd43e988fe41f214422ce2ae60ad60ab173afb7cc0c55d51fe88", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37687, - "estimated_input_tokens": 9422, - "estimated_eval_tokens": 19100 + "soft_pair_count": 32, + "serialized_chars": 36966, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 }, "overflow_policy": "truncate_then_skip", "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is mostly a loose collection of transformer v5 regression reports across import, config, loading, and save/pretrained paths. The only plausible duplicate edge is the import-time slowdown pair; the rest are distinct model- or bug-specific issues and should stay separate.", - "confidence": 0.64, - "canonical_issue_reason": "issue:45278 is the broadest and most representative issue in the cluster: it captures the general post-upgrade import-regression theme ('many import errors after update from 4.57.0 to 5.5.0') that several other items orbit around.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best single issue to represent the cluster because it is broad, actionable, and closer to the shared version-regression theme than the many model-specific reports.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:45276", - "right": "issue:46077", - "accept": false, - "reason": "Different Gemma4 bugs: token embedding resize propagation vs causal attention-mask construction." - }, - { - "left": "issue:42994", - "right": "issue:44655", - "accept": false, - "reason": "One is quantized-model saving failure; the other is pipeline save_pretrained serialization." - }, - { - "left": "issue:43901", - "right": "issue:44655", - "accept": false, - "reason": "Docs mismatch about return_all_scores is not the same bug as pipeline save_pretrained failing." - }, - { - "left": "issue:43299", - "right": "issue:45753", - "accept": false, - "reason": "Different Qwen3VL issues: MoE model loading regression vs an image-triggered infinite loop." - }, - { - "left": "issue:44077", - "right": "issue:44380", - "accept": false, - "reason": "Unrelated: patchtsmixer post_init validation versus GPT2 attention scaling in SDPA/FlashAttention." - }, - { - "left": "issue:36010", - "right": "issue:42757", - "accept": false, - "reason": "Both are import errors, but they involve different missing symbols from different packages and different fixes." - }, - { - "left": "issue:36683", - "right": "issue:44077", - "accept": false, - "reason": "Gemma3 missing vocab_size and patchtsmixer post_init are unrelated config issues." - }, - { - "left": "issue:44625", - "right": "issue:46077", - "accept": false, - "reason": "Qwen3.5 num_labels propagation and Gemma4 attention-mask behavior are different model bugs." - }, - { - "left": "issue:43611", - "right": "issue:44655", - "accept": false, - "reason": "Base_model_prefix loading regression and pipeline save_pretrained are different code paths." - }, - { - "left": "issue:43352", - "right": "issue:43937", - "accept": false, - "reason": "Flash Attention 2 support gate and invalid GenerationConfig are unrelated failures." - }, - { - "left": "issue:43867", - "right": "issue:45216", - "accept": false, - "reason": "State_dict ordering load error versus incorrect Qwen3.5 checkpoint saving are different serialization bugs." - }, - { - "left": "issue:46077", - "right": "issue:46082", - "accept": false, - "reason": "Gemma4 attention-mask bug and LlamaConfig head_dim validation are unrelated." - }, - { - "left": "issue:43976", - "right": "issue:44938", - "accept": false, - "reason": "Both mention Python compatibility, but they are different version-specific failures with different causes." - }, - { - "left": "issue:36683", - "right": "issue:43525", - "accept": false, - "reason": "Different missing config attributes in different model families (Gemma3 vs Llama4)." - }, - { - "left": "issue:43352", - "right": "issue:45593", - "accept": false, - "reason": "Flash Attention support for Nemotron and D-FINE auxiliary-loss behavior are unrelated." - }, - { - "left": "issue:43618", - "right": "issue:45216", - "accept": false, - "reason": "CLIPOutput attentions assignment and Qwen3.5 save_pretrained corruption are separate bugs." - }, - { - "left": "issue:36683", - "right": "issue:44242", - "accept": false, - "reason": "Missing Gemma3Config vocab_size is unrelated to MoE load-balancing loss gating." - }, - { - "left": "issue:43352", - "right": "issue:43931", - "accept": false, - "reason": "Nemotron Flash Attention support and Qwen3-VL weight-shape mismatch are different model-loading problems." - }, - { - "left": "issue:43064", - "right": "issue:44492", - "accept": false, - "reason": "Distributed optimizer-state corruption and a cache-strategy typo are not the same issue." - }, - { - "left": "issue:43010", - "right": "issue:45278", - "accept": false, - "reason": "Cache update no_grad behavior and import errors after upgrade are different parts of the stack." - }, - { - "left": "issue:43992", - "right": "issue:45310", - "accept": false, - "reason": "UMT5 missing embed_tokens.weight is unrelated to Qwen3.5 MoE from_pretrained failures." - }, - { - "left": "issue:43867", - "right": "issue:46202", - "accept": false, - "reason": "State_dict sorting load error and Gemma pipeline roundtrip on \u2581 are different serialization/pathology reports." - }, - { - "left": "issue:44355", - "right": "issue:44855", - "accept": false, - "reason": "Compiled Python file execution errors are distinct from the Python 3.13 decorator/comment parsing regression." - }, - { - "left": "issue:43867", - "right": "issue:45375", - "accept": false, - "reason": "State_dict load failure and missing Qwen3.5 vision config field are different issues." - }, - { - "left": "issue:41669", - "right": "issue:44246", - "accept": true, - "reason": "These look like the same import-time slowdown problem: 41669 identifies the import-star root cause and 44246 reports the same slow-import symptom." - }, - { - "left": "issue:44938", - "right": "issue:45071", - "accept": false, - "reason": "Python 3.14 load failure and PretrainedConfig type-checking breakage are different regressions." - }, - { - "left": "issue:42890", - "right": "issue:45561", - "accept": false, - "reason": "SAM HQ test flakiness from missing set_seed and an xdist file race are different test issues." - }, - { - "left": "issue:43010", - "right": "issue:45850", - "accept": false, - "reason": "A cache update behavior change and a vague 'breaks too many models' complaint are not the same concrete bug." - }, - { - "left": "issue:43867", - "right": "issue:45357", - "accept": false, - "reason": "State_dict sorting load error and Qwen3.5 visual-encoder save key corruption are different save/load regressions." - }, - { - "left": "issue:42490", - "right": "issue:44075", - "accept": false, - "reason": "Local-path slash import warning and SGD args not being used are unrelated." - }, - { - "left": "issue:43992", - "right": "issue:45478", - "accept": false, - "reason": "UMT5Encoder weight-missing and Qwen3.5 MoE from_pretrained errors are different model-specific failures." - }, - { - "left": "issue:43618", - "right": "issue:44077", - "accept": false, - "reason": "CLIPOutput attentions regression and patchtsmixer post_init gating are unrelated." - }, - { - "left": "issue:43010", - "right": "issue:43976", - "accept": false, - "reason": "Cache no_grad behavior and Python-version compatibility failure are unrelated." - }, - { - "left": "issue:36296", - "right": "issue:43575", - "accept": false, - "reason": "Both mention tensor parallelism, but one is a generic training bug and the other is a specific TP load OOM; not the same concrete issue." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The summary stays within the packet evidence: it frames the cluster conservatively as a mixed set of v5 regression reports and picks 45278 as the broadest representative issue without overclaiming. The only accepted soft edge, 41669\u219444246, is well-grounded by the shared import-time slowdown symptom. The rest of the pairwise rejections are cautious and supported by the titles, with no obvious overstatement." - }, - "evaluator_used": true, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -14865,370 +11249,352 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 47, + "review_unit_index": 46, "review_unit_count": 50, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ - "issue:28282", - "issue:30333", - "issue:30990", - "issue:31795", - "issue:33453", - "issue:34689", - "issue:36296", - "issue:41628", - "issue:42548", + "issue:36010", + "issue:36683", + "issue:38617", "issue:42757", - "issue:42831", - "issue:42890", - "issue:43010", - "issue:43065", - "issue:43232", + "issue:42994", + "issue:43064", + "issue:43066", "issue:43299", + "issue:43352", + "issue:43441", + "issue:43475", "issue:43502", - "issue:43576", + "issue:43525", + "issue:43611", "issue:43618", - "issue:43723", - "issue:43824", - "issue:43827", - "issue:43874", - "issue:44062", - "issue:44112", - "issue:44222", - "issue:44230", - "issue:44315", - "issue:44351", + "issue:43673", + "issue:43761", + "issue:43867", + "issue:43881", + "issue:43901", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44117", + "issue:44242", "issue:44355", - "issue:44360", - "issue:44387", + "issue:44380", + "issue:44483", "issue:44485", - "issue:44556", + "issue:44625", "issue:44655", - "issue:44749", - "issue:44857", - "issue:44961", - "issue:44964", - "issue:44977", - "issue:45071", - "issue:45125", - "issue:45341", + "issue:44855", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45310", "issue:45375", - "issue:45440", "issue:45478", - "issue:45600", - "issue:46132" + "issue:45479", + "issue:45753", + "issue:46077", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46202", + "issue:46209" ], "soft_pairs": [ - "issue:28282|issue:33453", - "issue:43618|issue:44857", - "issue:43618|issue:44977", - "issue:44360|issue:45440", - "issue:42890|issue:44964", - "issue:43502|issue:44062", - "issue:42890|issue:44112", - "issue:42890|issue:45600", - "issue:43723|issue:44556", - "issue:43576|issue:46132", - "issue:44387|issue:44556", - "issue:44222|issue:45125", - "issue:43010|issue:43065", - "issue:42890|issue:45341", - "issue:42548|issue:44351", + "issue:38617|issue:43502", + "issue:43673|issue:46123", + "issue:44483|issue:45290", + "issue:43618|issue:43761", + "issue:43064|issue:44380", + "issue:43066|issue:46209", + "issue:43299|issue:43867", + "issue:36683|issue:43475", + "issue:45276|issue:46077", + "issue:42994|issue:44655", + "issue:43901|issue:44655", + "issue:36010|issue:42757", + "issue:44625|issue:46077", + "issue:43611|issue:44655", + "issue:43352|issue:43937", + "issue:43867|issue:45216", + "issue:46077|issue:46082", "issue:43502|issue:44485", - "issue:44355|issue:44749", - "issue:45125|issue:45478", - "issue:30333|issue:33453", - "issue:43010|issue:43232", - "issue:45125|issue:45375", - "issue:30990|issue:31795", - "issue:43502|issue:44222", - "issue:43299|issue:44556", - "issue:42831|issue:43874", - "issue:43502|issue:44961", - "issue:43827|issue:44961", - "issue:30333|issue:36296", - "issue:44355|issue:45071", - "issue:44315|issue:44360", - "issue:44355|issue:44655", - "issue:33453|issue:34689", - "issue:42757|issue:43576", - "issue:43576|issue:45071", - "issue:33453|issue:36296", - "issue:44222|issue:44230", - "issue:43576|issue:43824", - "issue:41628|issue:42548" + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:44380|issue:46132", + "issue:36683|issue:44242", + "issue:36683|issue:43881", + "issue:43906|issue:45753", + "issue:43299|issue:45753", + "issue:43352|issue:43976", + "issue:43992|issue:45310", + "issue:43441|issue:44380", + "issue:43352|issue:45478", + "issue:43867|issue:46202", + "issue:44355|issue:44855", + "issue:44380|issue:45479", + "issue:43352|issue:44380", + "issue:43867|issue:45375", + "issue:36683|issue:44117", + "issue:43618|issue:44380" ], - "prepared_review_unit_hash": "85e6b0ca235e677902de5001c0407305fe8c2d5f8e550c6447cf77e076b12955", + "prepared_review_unit_hash": "58629337240049e1f657d8836b2b308214e53cd548ac34cc23a4082c82d36322", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 38, - "serialized_chars": 38478, - "estimated_input_tokens": 9620, - "estimated_eval_tokens": 19496 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37674, + "estimated_input_tokens": 9419, + "estimated_eval_tokens": 19094 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers issues that only share broad v5-era breakage themes (imports, loading, CLI, quantization, tensor parallelism). I found one plausible duplicate edge in the Qwen3.5 MoE from_pretrained/tensor-parallel-plan reports; the rest are too coarse or describe different code paths.", - "confidence": 0.62, - "canonical_issue_reason": "issue:44556 is the clearest representative of the recurring v5 loading/regression theme: a concrete upgrade-related failure to reload checkpoints after moving from v4.57 to v5.2/5.3.", + "summary": "This cluster is a heterogeneous mix of unrelated Transformers v5 regression reports and API breakages. None of the soft-edge pairs looks like the same underlying bug or change, so all proposed merges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue cleanly serves as a canonical duplicate target; the items span unrelated models, APIs, and failure modes.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44556 is the best single issue to stand in for the cluster because it is concrete, user-facing, and directly captures the v4\u2192v5 model-loading breakage pattern seen across several nearby reports.", + "best_issue_reason": "Issue 43502 is the strongest standalone report: it has a clear user-facing repro and likely actionable fix scope, but it does not subsume the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:28282", - "right": "issue:33453", - "accept": false, - "reason": "Different failures: missing PyTorch dependency vs tokenizer-loading regression." - }, - { - "left": "issue:43618", - "right": "issue:44857", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Unrelated model/output bug vs FP16 AMP crash." + "reason": "ImportError for a missing internal helper vs unexpected hub API calls under local_files_only; different modules and failure modes." }, { - "left": "issue:43618", - "right": "issue:44977", + "left": "issue:43673", + "right": "issue:46123", "accept": false, - "reason": "Different code paths; CLIPOutput attention assignment is not the same as Qwen3.5 flash-attention generation." + "reason": "GenerationMixin cache/chunked prefill bug vs final partial batch bookkeeping in MaskGenerationPipeline; unrelated code paths." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "Different models and failures; DSA ReLU discussion is not the same as DeepSeekV3MoE divergence." + "reason": "Chat/completions API request validation vs tokenizer chat template crash on tool-call messages; different layers and symptoms." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Different test stability issue vs Phi-4 multimodal load failure." + "reason": "CLIPOutput attentions field regression vs CLIPVisionModel hidden_states regression; both CLIP-related but not the same bug." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "Different bugs: offline/local-files behavior vs AddedToken constructor argument collision." + "reason": "FSDP2/PEFT optimizer-state issue vs GPT2 attention scaling ignored in SDPA/FlashAttention; unrelated training vs inference behavior." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:43066", + "right": "issue:46209", "accept": false, - "reason": "CI flakiness in a test file is unrelated to GraniteSpeech device override behavior." + "reason": "Wrong tokenizer decoder type in v5 vs FP8 inference failure on B200; no shared underlying code path." }, { - "left": "issue:42890", - "right": "issue:45600", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Different scope: seed-dependent test flakiness vs auto_mappings referencing removed configs." + "reason": "Qwen3VL MoE model loading break vs state_dict sorting load error; both loading-related but distinct causes." }, { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "Both are loading-related, but tokenizer.from_pretrained breakage is a different symptom and likely a different fix than checkpoint reload compatibility." + "reason": "Gemma3Config missing vocab_size vs SAM3 vision output missing fpn_position_embeddings; different models and missing attributes." }, { - "left": "issue:43576", - "right": "issue:46132", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "CLI/environment command breakage is unrelated to AttentionInterface.register behavior change." + "reason": "Token embedding resize propagation bug vs bidirectional attention mask construction bug; different Gemma4 issues." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "Memory/OOM under int4 quantization is a different failure than checkpoint reload compatibility." + "reason": "Quantized model saving failure vs Pipeline.save_pretrained serialization failure; different save paths and object types." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:43901", + "right": "issue:44655", "accept": false, - "reason": "FP8 save_pretrained support and missing tensor-parallel plan are different problems." + "reason": "Documentation mismatch for return_all_scores vs runtime pipeline save_pretrained failure; not the same bug." }, { - "left": "issue:43010", - "right": "issue:43065", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Cache/layer no_grad decoration and Sam3PixelDecoder dummy Conv2d are unrelated." + "reason": "Missing GenerationMixin import vs missing is_offline_mode import; separate import regressions in different packages." }, { - "left": "issue:42890", - "right": "issue:45341", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "Different test bug entirely." + "reason": "Qwen3.5 num_labels propagation vs Gemma4 attention-mask bug; unrelated model configs." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and do not look like the same underlying bug." + "reason": "base_model_prefix loading regression vs pipeline serialization regression; both save/load-adjacent but different code paths." }, { - "left": "issue:43502", - "right": "issue:44485", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "API/local_files_only bug is unrelated to GLM-5 RoPE implementation." + "reason": "FlashAttention 2 unsupported for NemotronHForCausalLM vs GLM-5 GenerationConfig validation error; different models and problems." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "Compiled-Python-file errors are unrelated to the slowdown/filtering regression." - }, - { - "left": "issue:45125", - "right": "issue:45478", - "accept": true, - "reason": "Same underlying Qwen3.5 MoE from_pretrained failure in v5.4.0; the missing _tp_plan tensor-parallel fix matches the concrete error report." + "reason": "State_dict ordering load failure vs incorrect Qwen3.5 checkpoint save; load-order bug and save-pretrained regression are distinct." }, { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:46077", + "right": "issue:46082", "accept": false, - "reason": "MLflow reporting after failed training and tokenizer loading are unrelated." + "reason": "Gemma4 attention-mask regression vs LlamaConfig head_dim validation; unrelated configuration issues." }, { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:43502", + "right": "issue:44485", "accept": false, - "reason": "No_grad decoration for cache/layer updates is unrelated to the generation kwargs sync issue." + "reason": "Local-files-only network leak vs GLM-5 RoPE implementation discussion; no shared bug." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:36683", + "right": "issue:43525", "accept": false, - "reason": "Tensor-parallel loading failure is not the same as missing deepstack_visual_indexes in config." + "reason": "Gemma3Config missing vocab_size vs Llama4Config missing pad_token_id; separate model config omissions." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:43618", + "right": "issue:45216", "accept": false, - "reason": "Sentence-transformers stuck loading and documentation confusion are unrelated." + "reason": "CLIP attentions field regression vs Qwen3.5 checkpoint save regression; different models and failure modes." }, { - "left": "issue:43502", - "right": "issue:44222", + "left": "issue:44380", + "right": "issue:46132", "accept": false, - "reason": "Local-files-only network calls and FP8 save_pretrained bugs are unrelated." + "reason": "GPT2 backend attention scaling vs AttentionInterface.register behavior change; different attention subsystems." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:36683", + "right": "issue:44242", "accept": false, - "reason": "Qwen3VL MoE loading and generic checkpoint reload breakage are different model-specific failures." + "reason": "Missing Gemma3Config attribute vs MoE load-balancing loss omission; unrelated model/config bugs." }, { - "left": "issue:42831", - "right": "issue:43874", + "left": "issue:36683", + "right": "issue:43881", "accept": false, - "reason": "FineGrainedFP8 accuracy and GLM46V image-patch counting are unrelated." + "reason": "Gemma3Config missing vocab_size vs GLM-4V-9B loading failure; different models and symptoms." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:43906", + "right": "issue:45753", "accept": false, - "reason": "API-request leakage is unrelated to the placeholder issue titled racoon." + "reason": "Reproduction of an external issue vs Qwen3_5 infinite loop on a specific image; not the same problem." }, { - "left": "issue:43827", - "right": "issue:44961", + "left": "issue:43299", + "right": "issue:45753", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to racoon." + "reason": "Qwen3VL MoE loading failure vs Qwen3_5 image-generation loop; distinct model families and bugs." }, { - "left": "issue:30333", - "right": "issue:36296", + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "MLflow failure reporting and tensor-parallel training are different bugs." + "reason": "FlashAttention support error vs Python version compatibility break; unrelated issues." }, { - "left": "issue:44355", - "right": "issue:45071", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Compiled file execution errors are unrelated to PretrainedConfig type-checking regressions." + "reason": "UMT5Encoder missing embed_tokens weight vs Qwen3.5 MoE from_pretrained error; different models and load failures." }, { - "left": "issue:44315", - "right": "issue:44360", + "left": "issue:43441", + "right": "issue:44380", "accept": false, - "reason": "Liger Kernel application with model_init and DSA ReLU discussion are unrelated." + "reason": "Model-specific FlashAttention2 unsupported error vs GPT2 attention scaling config ignored; different attention backend bugs." }, { - "left": "issue:44355", - "right": "issue:44655", + "left": "issue:43352", + "right": "issue:45478", "accept": false, - "reason": "Compiled Python file errors and Pipeline.save_pretrained failures are different issues." + "reason": "Nemotron FlashAttention2 incompatibility vs duplicate-titled Qwen3.5 MoE from_pretrained regression; unrelated." }, { - "left": "issue:33453", - "right": "issue:34689", + "left": "issue:43867", + "right": "issue:46202", "accept": false, - "reason": "Tokenizer-loading regression and Llama 3.2 vision model loading regression are different model/code paths." + "reason": "State_dict-sorting load error vs Gemma pipeline roundtrip failure on \u2581; different serialization/loading paths." }, { - "left": "issue:42757", - "right": "issue:43576", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "Missing is_offline_mode import and broken transformers env command are different failures." + "reason": "General compiled-file import errors vs Python 3.13 IndentationError from @torch.jit.script parsing; not the same root cause." }, { - "left": "issue:43576", - "right": "issue:45071", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "CLI command breakage and PretrainedConfig type checking are unrelated." + "reason": "Attention backend config ignored vs zero-loss classification with num_labels=1; unrelated inference vs training bug." }, { - "left": "issue:33453", - "right": "issue:36296", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "Tokenizer-loading regression and tensor-parallel training bug are unrelated." + "reason": "FlashAttention2 unsupported model vs GPT2 attention scaling ignored; same broad area only, not one fix." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "Both mention FP8/MoE, but one is save_pretrained and the other is inference support; not the same bug." + "reason": "State_dict ordering load failure vs missing deepstack_visual_indexes in Qwen3.5 vision config; different bugs." }, { - "left": "issue:43576", - "right": "issue:43824", + "left": "issue:36683", + "right": "issue:44117", "accept": false, - "reason": "CLI/env command breakage and Qwen2_5_VL import failure are different issues." + "reason": "Missing config attribute vs tokenizer mapping sometimes returning None; unrelated subsystems." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "Different missing imports: AutoImageProcessor vs PreTrainedModel." + "reason": "CLIP output regression vs GPT2 attention scaling backend issue; both model-internal but distinct." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall: the summary reflects the packet\u2019s mix of mostly unrelated v5-era issues, and the only accepted soft edge (issue:45125 \u2194 issue:45478) is cautiously stated and plausible from the titles. The other verdicts stay conservative rather than overreaching." - }, - "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 }, @@ -15236,325 +11602,457 @@ "label": "issue", "component_index": 1, "component_count": 17, - "review_unit_index": 48, + "review_unit_index": 47, "review_unit_count": 50, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", "issue:31795", + "issue:33453", "issue:36296", - "issue:38617", "issue:41669", - "issue:42371", + "issue:42548", "issue:42890", + "issue:43010", + "issue:43064", + "issue:43097", "issue:43352", - "issue:43408", - "issue:43525", - "issue:43526", - "issue:43572", + "issue:43502", + "issue:43575", "issue:43576", - "issue:43673", - "issue:43901", + "issue:43618", + "issue:43723", + "issue:43867", "issue:43976", - "issue:44038", - "issue:44230", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", "issue:44246", - "issue:44273", - "issue:44297", - "issue:44315", + "issue:44351", "issue:44355", - "issue:44393", - "issue:44485", + "issue:44360", + "issue:44387", "issue:44492", "issue:44556", - "issue:44623", - "issue:44704", - "issue:44908", + "issue:44655", + "issue:44749", + "issue:44857", "issue:44938", - "issue:44961", - "issue:45003", - "issue:45071", - "issue:45092", + "issue:44964", + "issue:44977", "issue:45125", - "issue:45230", "issue:45278", - "issue:45362", - "issue:45468", - "issue:45542", - "issue:45753", - "issue:45850", - "issue:46095", - "issue:46143", - "issue:46144", - "issue:46178", - "issue:46209", - "issue:46218" + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:46132" ], "soft_pairs": [ - "issue:44961|issue:45468", - "issue:31795|issue:38617", - "issue:44355|issue:46178", - "issue:43576|issue:44938", - "issue:44315|issue:46209", - "issue:46143|issue:46144", - "issue:44908|issue:44961", - "issue:44485|issue:44961", - "issue:36296|issue:43901", - "issue:43673|issue:44492", - "issue:36296|issue:43526", - "issue:45362|issue:45850", - "issue:44623|issue:45230", - "issue:44273|issue:45542", - "issue:44038|issue:45125", - "issue:44230|issue:46095", - "issue:44273|issue:45003", - "issue:44393|issue:45071", - "issue:43576|issue:44556", - "issue:43525|issue:45850", - "issue:44393|issue:45753", - "issue:41669|issue:43673", - "issue:44556|issue:45092", - "issue:43572|issue:45850", - "issue:42371|issue:44492", - "issue:44492|issue:45850", - "issue:45278|issue:45850", - "issue:41669|issue:46218", - "issue:44246|issue:44273", - "issue:42890|issue:44908", - "issue:43408|issue:44315", - "issue:44704|issue:44908", - "issue:44297|issue:45230", - "issue:43976|issue:44393", - "issue:43352|issue:44393" + "issue:41669|issue:44246", + "issue:43097|issue:43352", + "issue:42890|issue:45561", + "issue:43064|issue:44492", + "issue:43976|issue:44938", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:36296|issue:43575", + "issue:43064|issue:44655", + "issue:28282|issue:33453", + "issue:43618|issue:44857", + "issue:44655|issue:44938", + "issue:43618|issue:44977", + "issue:43618|issue:44077", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:43502|issue:44062", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:44222|issue:45125", + "issue:42890|issue:45341", + "issue:43576|issue:46132", + "issue:42548|issue:44351", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44387|issue:44556", + "issue:45125|issue:45375", + "issue:43010|issue:45278", + "issue:30990|issue:31795", + "issue:43723|issue:44556", + "issue:43502|issue:44222" ], - "prepared_review_unit_hash": "cd3e3c3de119bbcb89a4d53cff76182f0866b3cb0de7cb460ea8e672b816384b", + "prepared_review_unit_hash": "3b3d8e077dbd25f9a3a2803a570cb7e83b593e6d8346a0fa2da65738f7a8e3a8", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37488, - "estimated_input_tokens": 9372, - "estimated_eval_tokens": 19000 + "soft_pair_count": 32, + "serialized_chars": 36755, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are largely separate bug reports/regressions across different models, APIs, and environments. None of the soft pairs look like the same underlying defect, so there is no safe duplicate merge among them.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45850 is the broadest umbrella report ('Since 5.0 version it breaks too many models') and best matches the cluster\u2019s general v5-regression theme, even though the individual reports are not duplicates.", + "summary": "Most items are unrelated product bugs, regressions, or docs/test issues. The only strong duplicate-like pair is the import-time slowdown reports; the rest are too semantically distant to merge confidently.", + "confidence": 0.71, + "canonical_issue_reason": "issue:41669 is the clearest root-cause report for the import slowdown, with a concrete symptom and likely fix path; issue:44246 reads like a broader duplicate symptom report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best global issue anchor because it is the most general, open-ended regression report covering many downstream breakages.", + "best_issue_reason": "issue:41669 is the best representative issue because it is specific, actionable, and describes the underlying performance regression rather than just the user-facing slowdown.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe transformers import being unexpectedly slow; 41669 gives the likely cause (import * in models) and 44246 reports the same user-visible slowdown." + }, + { + "left": "issue:43097", + "right": "issue:43352", "accept": false, - "reason": "Unrelated issue content: a one-word/non-descriptive report vs a Gemma-4 positional-encoding bug." + "reason": "Different problems: one is about a removed tie_embeddings API indication, the other about Flash Attention support in a specific model." }, { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:42890", + "right": "issue:45561", "accept": false, - "reason": "Documentation confusion about forward inputs vs an import error for layer_type_validation." + "reason": "One is flaky model integration tests from missing set_seed, the other is a pytest-xdist race in patched testing utils; different code paths." }, { - "left": "issue:44355", - "right": "issue:46178", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "Compiled Python-file loading errors vs a backend mapping error for tensorflow_text; different failure modes." + "reason": "FSDP/PEFT optimizer-state corruption and a cache-strategy typo are unrelated." }, { - "left": "issue:43576", + "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Broken `transformers env` command vs Python 3.14 import/load failure; not the same code path." + "reason": "Both mention Python version incompatibility, but the failing versions and underlying issues are different." }, { - "left": "issue:44315", - "right": "issue:46209", + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "Model-init/Liger-kernel behavior vs FP8 inference failure on B200; different problems." + "reason": "One is a load failure with sorted state_dicts; the other is incorrect save_pretrained keys for Qwen3.5 visual encoder state." }, { - "left": "issue:46143", - "right": "issue:46144", + "left": "issue:43992", + "right": "issue:45478", "accept": false, - "reason": "Passing `**kwargs` through RoFormer methods vs attention-interface usage; related subsystem but distinct bug." + "reason": "Different model families and different from_pretrained failures; too little evidence they share the same code path." }, { - "left": "issue:44908", - "right": "issue:44961", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "Scheduler keyword handling vs an unrelated issue titled 'racoon'." + "reason": "Tensor-parallel bugs are only broadly similar; one is a generic training bug and the other is an OOM when loading a specific large model." }, { - "left": "issue:44485", - "right": "issue:44961", + "left": "issue:43064", + "right": "issue:44655", "accept": false, - "reason": "RoPE implementation discussion vs an unrelated issue; no shared bug." + "reason": "Optimizer-state corruption during training and inability to save Pipeline objects are unrelated." }, { - "left": "issue:36296", - "right": "issue:43901", + "left": "issue:28282", + "right": "issue:33453", "accept": false, - "reason": "Tensor-parallel training bug vs docs mentioning `return_all_scores`; completely different concerns." + "reason": "An ImportError for missing PyTorch is unrelated to a tokenizer loading regression." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:43618", + "right": "issue:44857", "accept": false, - "reason": "Chunked-prefill cache behavior vs a cache-strategies typo; not the same defect." + "reason": "CLIP attentions assignment and an AMP/CUDA loss crash are different failures." }, { - "left": "issue:36296", - "right": "issue:43526", + "left": "issue:44655", + "right": "issue:44938", "accept": false, - "reason": "Tensor-parallel training issue vs BeitImageProcessorFast label reduction bug; different code paths." + "reason": "Saving Pipeline objects and Python 3.14 load failures are unrelated." }, { - "left": "issue:45362", - "right": "issue:45850", + "left": "issue:43618", + "right": "issue:44977", "accept": false, - "reason": "Qwen3.5 chat crash is a specific model failure, while 45850 is a broad v5 regression umbrella." + "reason": "CLIP attentions regression and Qwen3.5 flash-attention generation issues are different model paths." }, { - "left": "issue:44623", - "right": "issue:45230", + "left": "issue:43618", + "right": "issue:44077", "accept": false, - "reason": "`processor.save_pretrained` missing files vs a generic 'Bug report' with no concrete shared symptom." + "reason": "Different features and failure modes; no shared underlying bug is evident." }, { - "left": "issue:44273", - "right": "issue:45542", + "left": "issue:44360", + "right": "issue:45440", "accept": false, - "reason": "Lazy loading malfunction vs undefined TensorFlow backend from tensorboard-only install; unrelated." + "reason": "A missing ReLU in the DSA indexer is not the same as DeepSeekV3MoE divergence from the remote implementation." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "Qwen3-VL-Moe bug vs missing `_tp_plan` for tensor parallelism; same family, but not the same concrete issue." + "reason": "A flaky SAM-HQ test seed issue is unrelated to a model loading failure for Phi-4 multimodal." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:43502", + "right": "issue:44062", "accept": false, - "reason": "FP8 inference support request vs a weight-conversion-script question; not duplicates." + "reason": "Offline download behavior and AddedToken argument handling are separate bugs." }, { - "left": "issue:44273", - "right": "issue:45003", + "left": "issue:42890", + "right": "issue:44112", "accept": false, - "reason": "Lazy loading problems vs unsafe `sys.modules` access in modeling_utils; different underlying bug." + "reason": "Test flakiness causes differ: missing seeds vs CI device override race." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:42890", + "right": "issue:45600", "accept": false, - "reason": "Qwen3-VL bounding-box hallucination/error vs PretrainedConfig type-checking breakage; unrelated." + "reason": "A test seeding issue and stale auto_mappings references are unrelated." }, { - "left": "issue:43576", - "right": "issue:44556", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "`transformers env` command breakage vs checkpoint reload incompatibility after upgrade; different symptoms and code paths." + "reason": "FP8 save_pretrained behavior and missing tensor-parallel plan support are different code paths." }, { - "left": "issue:43525", - "right": "issue:45850", + "left": "issue:42890", + "right": "issue:45341", "accept": false, - "reason": "Missing `pad_token_id` on Llama4Config is a specific config bug, not the broad v5 regression umbrella." + "reason": "A specific model test seed flake is not the same as a generic testing_utils bug." }, { - "left": "issue:43572", - "right": "issue:45850", + "left": "issue:43576", + "right": "issue:46132", "accept": false, - "reason": "Missing `pad_token_idx` in StableLmConfig is a specific model config issue, not the same as the generic v5-breakage report." + "reason": "The transformers env CLI and AttentionInterface.register behavior are unrelated." }, { - "left": "issue:42371", - "right": "issue:44492", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "TF32 behavior settings vs a typo in cache strategies; no common underlying bug." + "reason": "Both are import errors, but for different missing symbols and likely different export regressions." }, { - "left": "issue:44492", - "right": "issue:45850", + "left": "issue:44355", + "right": "issue:44749", "accept": false, - "reason": "A typo issue is not the same as a general claim that v5 breaks many models." + "reason": "Compiled Python file errors and a slowdown after upgrading versions are not the same issue." }, { - "left": "issue:45278", - "right": "issue:45850", + "left": "issue:45125", + "right": "issue:45478", "accept": false, - "reason": "Both are broad v5-regression complaints, but one is about import errors after upgrade and the other about many models; too general to treat as the same bug." + "reason": "Same model family, but one is a missing _tp_plan detail and the other is a broader from_pretrained error; not enough evidence for one fix." }, { - "left": "issue:41669", - "right": "issue:46218", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "Import-star usage/performance issue vs a specific missing-module import error for Qwen3_5ForCausalLM." + "reason": "MLflow reporting on failed training jobs and tokenizer loading regression are unrelated." }, { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "Slow import timing vs lazy-loading malfunction; related theme, different defect." + "reason": "Int4 quantization memory regression and checkpoint reload failures are different problems." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "Missing `set_seed()` in tests vs scheduler kwarg handling; unrelated." + "reason": "One is tensor-parallel support, the other is a config field dropped by strict parsing; distinct bugs." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "sam3_video/sam3_tracker warning vs Liger kernel application with model_init; different bugs." + "reason": "A no_grad decoration request on cache updates is unrelated to import errors after upgrade." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "`AutoProcessor.from_pretrained` kwargs forwarding vs inverse-sqrt scheduler kwargs; not the same component or bug." + "reason": "Sentence Transformers loading stalls and forward-argument documentation confusion are unrelated." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "Tokenizer class mismatch on save vs a vague bug report with no matching failure mode." + "reason": "Tokenizer loading regression and checkpoint reload incompatibility are related in theme but not clearly the same underlying bug." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "Python-version compatibility problem vs Qwen3-VL bounding-box output bug; unrelated." + "reason": "Both involve v5 regressions, but one is memory usage under int4 and the other is reload compatibility; different fixes." }, { - "left": "issue:43352", - "right": "issue:44393", + "left": "issue:44222", + "right": "issue:45375", "accept": false, - "reason": "Flash Attention 2 support gap vs Qwen3-VL output hallucination/error; different issues." + "reason": "FP8 save_pretrained issues and missing vision config fields are separate model serialization problems." } ] }, "evaluator_result": null, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 48, + "review_unit_count": 50, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43299", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44373", + "issue:44393", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45468", + "issue:45542", + "issue:45656", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46209" + ], + "soft_pairs": [ + "issue:42831|issue:43874", + "issue:43827|issue:44961", + "issue:43502|issue:44961", + "issue:43010|issue:45850", + "issue:43010|issue:44368", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:44315|issue:44360", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:43299|issue:44556", + "issue:43576|issue:45071", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43010|issue:45656", + "issue:43576|issue:43824", + "issue:44222|issue:44230", + "issue:44961|issue:45468", + "issue:31795|issue:38617", + "issue:41628|issue:42548", + "issue:43010|issue:43976", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:44315|issue:46209", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44230|issue:46095", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:44373|issue:44961", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:44393|issue:45753" + ], + "prepared_review_unit_hash": "5c468d85e1f85216a18a0b3bf73d2d532c1bfedf7a2ca3cc46263c4169f1ae24", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 37801, + "estimated_input_tokens": 9451, + "estimated_eval_tokens": 19158 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "evaluator_result": null, "evaluator_used": false, "retried": false, "accepted_nontrivial_soft_edge": false, @@ -15572,381 +12070,374 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ - "issue:31515", "issue:31795", "issue:33453", "issue:34689", "issue:41669", "issue:42371", - "issue:42757", - "issue:42913", - "issue:43066", - "issue:43298", - "issue:43502", + "issue:42890", + "issue:43352", + "issue:43408", "issue:43519", + "issue:43572", "issue:43576", - "issue:43606", - "issue:43618", + "issue:43673", "issue:43704", "issue:43827", "issue:43874", "issue:43976", "issue:44077", - "issue:44261", - "issue:44263", + "issue:44246", "issue:44273", "issue:44295", + "issue:44297", "issue:44315", "issue:44351", "issue:44360", "issue:44393", "issue:44485", "issue:44492", - "issue:44623", + "issue:44556", "issue:44655", + "issue:44704", "issue:44829", "issue:44861", "issue:44908", - "issue:44945", - "issue:44998", "issue:45071", + "issue:45092", "issue:45230", + "issue:45278", "issue:45310", "issue:45341", + "issue:45362", "issue:45468", "issue:45478", "issue:45850", "issue:46018", - "issue:46095", + "issue:46143", + "issue:46144", "issue:46172", "issue:46218" ], "soft_pairs": [ + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:45362|issue:45850", + "issue:41669|issue:46218", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43408|issue:44315", + "issue:44704|issue:44908", + "issue:44297|issue:45230", + "issue:43976|issue:44393", "issue:44295|issue:45230", + "issue:43352|issue:44393", "issue:43576|issue:44908", - "issue:41669|issue:44351", "issue:44908|issue:45071", + "issue:41669|issue:44351", "issue:41669|issue:45341", + "issue:45278|issue:45850", + "issue:43673|issue:44492", "issue:43874|issue:45850", - "issue:44492|issue:44945", + "issue:46143|issue:46144", "issue:43976|issue:46218", - "issue:44077|issue:44861", "issue:44393|issue:45478", + "issue:44077|issue:44861", "issue:43827|issue:44908", "issue:31795|issue:33453", + "issue:41669|issue:44492", "issue:44315|issue:44829", + "issue:42371|issue:44492", "issue:43576|issue:44273", "issue:44655|issue:44861", "issue:44360|issue:45468", "issue:45230|issue:45310", "issue:44273|issue:44908", - "issue:46018|issue:46172", "issue:43576|issue:46218", + "issue:43827|issue:44492", + "issue:46018|issue:46172", "issue:43519|issue:44485", "issue:43519|issue:44908", "issue:41669|issue:43704", - "issue:31795|issue:34689", - "issue:31515|issue:31795", - "issue:44485|issue:45468", - "issue:43298|issue:46095", - "issue:43704|issue:44485", - "issue:45850|issue:46218", - "issue:43502|issue:43519", - "issue:42371|issue:43704", - "issue:43519|issue:44623", - "issue:43519|issue:43704", - "issue:43606|issue:45468", - "issue:44263|issue:45468", - "issue:44261|issue:45468", - "issue:44351|issue:46218", - "issue:42757|issue:46218", - "issue:42913|issue:43066", - "issue:44908|issue:44998", - "issue:44492|issue:44998", - "issue:43618|issue:44998" + "issue:31795|issue:34689" ], - "prepared_review_unit_hash": "9b1cb3bbf8a47bd46822211466a77931fcb573c72f797ca28cb41edb897a9787", + "prepared_review_unit_hash": "d1758d31ffe0c03b041d508512242a970377e04d86bdfa69ccdf9cf33025d4c9", "component_budget": { - "node_count": 431, - "item_count": 431, + "node_count": 433, + "item_count": 433, "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 42, - "serialized_chars": 39418, - "estimated_input_tokens": 9855, - "estimated_eval_tokens": 19966 + "soft_pair_count": 41, + "serialized_chars": 39265, + "estimated_input_tokens": 9817, + "estimated_eval_tokens": 19890 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous, with many unrelated loading, tokenizer, docs, import, and model-specific issues. The clearest canonical thread is the Qwen3.5 MoE from_pretrained regression, while the soft-edge pairs mostly share only broad Transformers-v5 or loading-related wording and should stay separate.", - "confidence": 0.56, - "canonical_issue_reason": "issue:45310 is the most concrete, reproducible bug report in the cluster: it names a specific failing path (Qwen3.5 MoE + transformers>=5.4.0 + from_pretrained) and is representative of the loading-regression theme.", + "summary": "This cluster is mostly a mix of broad Transformers v5 regression/import-compatibility issues plus a handful of unrelated model-specific bugs. There are no strong duplicate PRs here, and most soft pairs are only loosely similar by subsystem or upgrade version.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45278 is the best umbrella candidate: it clearly captures the common v5 upgrade/regression theme with a concrete symptom (many import errors after moving from 4.57.0 to 5.5.0).", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best overall representative because it is specific enough to anchor the cluster, describes an actionable failure mode, and is more precise than the surrounding broad/vague loading complaints.", + "best_issue_reason": "issue:45278 is the most actionable representative of the cluster; broader catch-all titles like 45850 are too vague to serve as a good canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44295", - "right": "issue:45230", - "accept": false, - "reason": "One is a position_ids buffer access bug; the other is only a generic bug report with no matching failure mode." - }, - { - "left": "issue:43576", - "right": "issue:44908", - "accept": false, - "reason": "Broken env command and scheduler kwargs bug are unrelated subsystems and concrete failures." - }, { "left": "issue:41669", - "right": "issue:44351", + "right": "issue:43673", "accept": false, - "reason": "Import-star performance issue and missing HybridCache export are different problems." + "reason": "Different problems: import-time bloat from `import *` vs missing cache state during chunked prefill." }, { - "left": "issue:44908", - "right": "issue:45071", + "left": "issue:44556", + "right": "issue:45092", "accept": false, - "reason": "Scheduler keyword handling and PretrainedConfig type-checking are distinct code paths." + "reason": "Both are v5 loading regressions, but they describe different load paths and different failure modes." }, { - "left": "issue:41669", - "right": "issue:45341", + "left": "issue:43572", + "right": "issue:45850", "accept": false, - "reason": "Model import cleanup/performance and a testing_utils typo are unrelated." + "reason": "Specific config regression vs broad complaint about many broken models; not the same bug." }, { - "left": "issue:43874", + "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "A missing image-processor method in one model is not the same as a broad complaint that many models break in v5." + "reason": "Model-specific chat crash, not the same underlying issue as a generic v5 breakage complaint." }, { - "left": "issue:44492", - "right": "issue:44945", + "left": "issue:41669", + "right": "issue:46218", "accept": false, - "reason": "Cache-strategy typo and pipeline-parallelism output corruption do not describe the same bug." + "reason": "Import-performance regression vs a missing model class import; related area, different defect." }, { - "left": "issue:43976", - "right": "issue:46218", + "left": "issue:44246", + "right": "issue:44273", "accept": false, - "reason": "Python version compatibility and a missing Qwen3_5 module import are separate import/runtime issues." + "reason": "Both mention import/lazy loading, but one is slow import and the other is lazy loading misbehavior; too vague to merge." }, { - "left": "issue:44077", - "right": "issue:44861", + "left": "issue:42890", + "right": "issue:44908", "accept": false, - "reason": "Optional post_init enforcement and tied-weights list handling are different model-init bugs." + "reason": "Unrelated test flakiness vs scheduler kwargs handling." }, { - "left": "issue:44393", - "right": "issue:45478", + "left": "issue:43408", + "right": "issue:44315", "accept": false, - "reason": "Qwen3-VL bounding-box hallucination is unrelated to a Qwen3.5 MoE from_pretrained failure." + "reason": "Different model instantiation issues with different causes and code paths." }, { - "left": "issue:43827", + "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing pipeline() and scheduler kwargs handling are unrelated." + "reason": "AutoProcessor kwargs forwarding vs scheduler kwargs forwarding; same pattern, different APIs." }, { - "left": "issue:31795", - "right": "issue:33453", + "left": "issue:44297", + "right": "issue:45230", "accept": false, - "reason": "Documentation confusion for model.forward and tokenizer-loading regression are not the same underlying problem." + "reason": "Tokenizer save metadata bug vs a placeholder bug report with no clear shared root cause." }, { - "left": "issue:44315", - "right": "issue:44829", + "left": "issue:43976", + "right": "issue:44393", "accept": false, - "reason": "Liger Kernel application in model_init and flash_attention_3 degenerate training are different training-path issues." + "reason": "Python version compatibility issue vs Qwen3-VL bounding-box output bug." }, { - "left": "issue:43576", - "right": "issue:44273", + "left": "issue:44295", + "right": "issue:45230", "accept": false, - "reason": "Broken env command and lazy loading malfunction are not the same bug." + "reason": "Position_ids buffer access error is unrelated to the generic bug report." }, { - "left": "issue:44655", - "right": "issue:44861", + "left": "issue:43352", + "right": "issue:44393", "accept": false, - "reason": "Saving pipeline objects and crashing on _tied_weights_keys list are unrelated save/load behaviors." + "reason": "Flash Attention support error vs a multimodal output correctness issue." }, { - "left": "issue:44360", - "right": "issue:45468", + "left": "issue:43576", + "right": "issue:44908", "accept": false, - "reason": "DSA indexer ReLU discussion and Gemma-4 audio positional encoding are different model internals." + "reason": "Broken env command vs scheduler kwargs handling; different subsystems." }, { - "left": "issue:45230", - "right": "issue:45310", + "left": "issue:44908", + "right": "issue:45071", "accept": false, - "reason": "A generic bug report is not a duplicate of a specific from_pretrained error report." + "reason": "Scheduler parameter plumbing vs PretrainedConfig type-checking regression." }, { - "left": "issue:44273", - "right": "issue:44908", + "left": "issue:41669", + "right": "issue:44351", "accept": false, - "reason": "Lazy loading failure and scheduler kwargs ignoring are unrelated." + "reason": "Import performance regression is not the same as a missing exported symbol." }, { - "left": "issue:46018", - "right": "issue:46172", + "left": "issue:41669", + "right": "issue:45341", "accept": false, - "reason": "DeepSeek-V4 gating behavior and a comb transpose bug are different DeepSeek issues." + "reason": "No clear overlap: import slowdown vs a testing utility bug." }, { - "left": "issue:43576", - "right": "issue:46218", + "left": "issue:45278", + "right": "issue:45850", "accept": false, - "reason": "Broken env command and missing Qwen3_5 import are unrelated commands/imports." + "reason": "Both are broad v5 breakage reports, but one is specifically import errors and the other is generic model breakage." }, { - "left": "issue:43519", - "right": "issue:44485", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different vision/text model bugs." + "reason": "Chunked-prefill cache regression vs a cache-strategy typo." }, { - "left": "issue:43519", - "right": "issue:44908", + "left": "issue:43874", + "right": "issue:45850", "accept": false, - "reason": "Timestamp math in a processor and scheduler kwargs handling are unrelated." + "reason": "Missing image-processor method for one model, not the same as a broad v5 breakage umbrella." }, { - "left": "issue:41669", - "right": "issue:43704", + "left": "issue:46143", + "right": "issue:46144", "accept": false, - "reason": "Import-star performance regression and VRAM leak in multi-threaded use are different issues." + "reason": "Related RoFormer area, but one is kwargs forwarding and the other is attention-interface usage." }, { - "left": "issue:31795", - "right": "issue:34689", + "left": "issue:43976", + "right": "issue:46218", "accept": false, - "reason": "Forward-doc confusion and Llama 3.2 model-loading breakage are not the same bug." + "reason": "Python compatibility vs a specific missing Qwen3.5 class import." }, { - "left": "issue:31515", - "right": "issue:31795", + "left": "issue:44393", + "right": "issue:45478", "accept": false, - "reason": "Slow checkpoint loading and documentation confusion about forward inputs are unrelated." + "reason": "Different Qwen3.5/Qwen3-VL model bugs with distinct failure modes." }, { - "left": "issue:44485", - "right": "issue:45468", + "left": "issue:44077", + "right": "issue:44861", "accept": false, - "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are different architecture bugs." + "reason": "Optional `post_init` validation vs `_tied_weights_keys` type handling." }, { - "left": "issue:43298", - "right": "issue:46095", + "left": "issue:43827", + "right": "issue:44908", "accept": false, - "reason": "Continuous batching for audio models and DeepSeek-V4 weight-conversion question are not the same underlying issue." + "reason": "Documentation mentioning removed `pipeline()` APIs vs scheduler kwargs behavior." }, { - "left": "issue:43704", - "right": "issue:44485", + "left": "issue:31795", + "right": "issue:33453", "accept": false, - "reason": "VRAM leak in threaded inference and GLM-5 RoPE implementation do not match." + "reason": "Documentation confusion vs tokenizer-loading regression; not the same underlying issue." }, { - "left": "issue:45850", - "right": "issue:46218", + "left": "issue:41669", + "right": "issue:44492", "accept": false, - "reason": "Broad complaint that v5 breaks many models and a specific missing module import are not duplicates." + "reason": "Import-time performance regression vs a typo in cache-strategy text." }, { - "left": "issue:43502", - "right": "issue:43519", + "left": "issue:44315", + "right": "issue:44829", "accept": false, - "reason": "Offline file-loading network requests and Qwen3VL timestamp calculation are unrelated." + "reason": "Liger kernel application in `model_init` vs flash-attention-3 training degeneration." }, { "left": "issue:42371", - "right": "issue:43704", + "right": "issue:44492", "accept": false, - "reason": "TF32 config migration and VRAM leak in threaded inference are separate concerns." + "reason": "TF32 settings migration vs cache-strategy typo." }, { - "left": "issue:43519", - "right": "issue:44623", + "left": "issue:43576", + "right": "issue:44273", "accept": false, - "reason": "Timestamp calculation in a processor and missing processor save files are different processor bugs." + "reason": "Broken `transformers env` command vs lazy-loading behavior; similar theme, different issue." }, { - "left": "issue:43519", - "right": "issue:43704", + "left": "issue:44655", + "right": "issue:44861", "accept": false, - "reason": "Processor timestamp math and multi-thread VRAM leak are unrelated." + "reason": "Pipeline save/export problem vs tied-weights key handling." }, { - "left": "issue:43606", + "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to Gemma-4 audio positional encoding." + "reason": "DSA/ReLU discussion vs Gemma-4 audio positional encoding bug; unrelated." }, { - "left": "issue:44263", - "right": "issue:45468", + "left": "issue:45230", + "right": "issue:45310", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split behavior and Gemma-4 audio positional encoding are different internals." + "reason": "Generic bug report vs Qwen3.5 MoE from_pretrained regression." }, { - "left": "issue:44261", - "right": "issue:45468", + "left": "issue:44273", + "right": "issue:44908", "accept": false, - "reason": "MLA q_a_layernorm epsilon precision issue and Gemma-4 audio positional encoding are not the same bug." + "reason": "Lazy loading/import behavior vs scheduler kwargs handling." }, { - "left": "issue:44351", + "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Missing HybridCache export and missing Qwen3_5ForCausalLM import are separate import/export failures." + "reason": "Broken CLI command vs missing model class import." }, { - "left": "issue:42757", - "right": "issue:46218", + "left": "issue:43827", + "right": "issue:44492", "accept": false, - "reason": "huggingface_hub is_offline_mode import breakage is unrelated to Qwen3_5 module import failure." + "reason": "Docs still referencing removed pipeline APIs vs a typo in cache strategies." }, { - "left": "issue:42913", - "right": "issue:43066", + "left": "issue:46018", + "right": "issue:46172", "accept": false, - "reason": "Both mention tokenizer v5 behavior, but they describe different concrete tokenizer regressions." + "reason": "Different DeepSeek-related model bugs with different symptoms and code paths." }, { - "left": "issue:44908", - "right": "issue:44998", + "left": "issue:43519", + "right": "issue:44485", "accept": false, - "reason": "Scheduler kwargs handling and an unrelated placeholder issue title are not the same bug." + "reason": "Qwen3VL timestamp calculation vs GLM-5 RoPE implementation; different model math bugs." }, { - "left": "issue:44492", - "right": "issue:44998", + "left": "issue:43519", + "right": "issue:44908", "accept": false, - "reason": "Cache-strategy typo and unrelated placeholder issue are not duplicates." + "reason": "Timestamp calculation bug vs scheduler kwargs bug." }, { - "left": "issue:43618", - "right": "issue:44998", + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-performance regression vs VRAM leak in multi-threaded dataloader use." + }, + { + "left": "issue:31795", + "right": "issue:34689", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." + "reason": "Documentation issue vs a model-loading breakage in a specific release." } ] }, @@ -15963,47 +12454,82 @@ "component_count": 17, "review_unit_index": 50, "review_unit_count": 50, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-431", + "cluster_id": "cluster-10000-433", "nodes": [ "issue:30333", "issue:31515", + "issue:31795", "issue:33453", "issue:36296", "issue:37934", "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", "issue:42936", + "issue:43066", "issue:43240", "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", "issue:43525", "issue:43572", + "issue:43606", "issue:43668", + "issue:43704", "issue:43717", "issue:43813", "issue:44031", "issue:44230", - "issue:44556", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", "issue:44623", "issue:44861", + "issue:44908", "issue:44998", "issue:45290", "issue:45310", + "issue:45468", "issue:45850", "issue:46018", - "issue:46144" + "issue:46095", + "issue:46144", + "issue:46218" ], "soft_pairs": [ + "issue:31515|issue:31795", + "issue:44485|issue:45468", + "issue:43298|issue:46095", + "issue:43704|issue:44485", + "issue:45850|issue:46218", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", "issue:44861|issue:45290", - "issue:44998|issue:45850", - "issue:44556|issue:44998", "issue:43525|issue:44861", + "issue:43704|issue:44998", "issue:43572|issue:44861", + "issue:43066|issue:44998", + "issue:41669|issue:44998", "issue:31515|issue:38617", "issue:44230|issue:44623", + "issue:44998|issue:46218", "issue:30333|issue:31515", "issue:31515|issue:36296", "issue:44230|issue:45310", @@ -16022,181 +12548,28 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "420eecf687ba8d7b1338d36000ace2d9034f9b4b1a15dbc9e64c5a98ea8c03bb", + "prepared_review_unit_hash": "faa97116d452c534f309484d9fa3122e60be3225c4b1b51890eb3976a6ec6bd5", "component_budget": { - "node_count": 431, - "item_count": 431, - "soft_pair_count": 1595, - "serialized_chars": 825278, - "estimated_input_tokens": 206320, - "estimated_eval_tokens": 412896 - }, - "budget": { - "node_count": 25, - "item_count": 25, - "soft_pair_count": 24, - "serialized_chars": 21130, - "estimated_input_tokens": 5283, - "estimated_eval_tokens": 10822 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated issues spanning loading regressions, config/API breakages, model-specific bugs, and a few generic feature requests. I do not see any true duplicate pair here; the soft-similarity matches are mostly surface-level topic overlap.", - "confidence": 0.91, - "canonical_issue_reason": "issue:44556 is the best representative because it is a concrete, user-facing version-regression report about checkpoint reloads, which is the closest substantive theme shared by several other items in this set.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:44556 is the most actionable and broadly representative issue in the set: it names the failure mode, the affected upgrade path, and a clear regression scenario.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:44861", - "right": "issue:45290", - "accept": false, - "reason": "Different bugs in different code paths: tied-weight key extraction crash vs chat template crashes on tool-call assistant messages." - }, - { - "left": "issue:44998", - "right": "issue:45850", - "accept": false, - "reason": "Unemployment is not a technical bug report; the other is a broad model-regression complaint, so they are unrelated." - }, - { - "left": "issue:44556", - "right": "issue:44998", - "accept": false, - "reason": "A checkpoint reload regression is unrelated to the non-technical \"Unemployment\" issue." - }, - { - "left": "issue:43525", - "right": "issue:44861", - "accept": false, - "reason": "Missing pad_token_id on Llama4Config and an AttributeError in _get_tied_weight_keys are different failures in different subsystems." - }, - { - "left": "issue:43572", - "right": "issue:44861", - "accept": false, - "reason": "StableLmConfig padding attribute regression is not the same bug as tied-weight key handling." - }, - { - "left": "issue:31515", - "right": "issue:38617", - "accept": false, - "reason": "Slow from_pretrained checkpoint loading and an ImportError for layer_type_validation are distinct problems." - }, - { - "left": "issue:44230", - "right": "issue:44623", - "accept": false, - "reason": "FP8 inference support for Qwen models is unrelated to missing files in processor.save_pretrained()." - }, - { - "left": "issue:30333", - "right": "issue:31515", - "accept": false, - "reason": "MLflow reporting after failed training and slow checkpoint loading are different code paths and outcomes." - }, - { - "left": "issue:31515", - "right": "issue:36296", - "accept": false, - "reason": "from_pretrained performance and tensor-parallel training bugs are not the same underlying defect." - }, - { - "left": "issue:44230", - "right": "issue:45310", - "accept": false, - "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are different model-specific issues." - }, - { - "left": "issue:31515", - "right": "issue:33453", - "accept": false, - "reason": "Checkpoint load slowness and tokenizer loading regression are both loading-related but not the same concrete bug." - }, - { - "left": "issue:43298", - "right": "issue:44230", - "accept": false, - "reason": "Continuous batching audio-model support is a different feature gap than FP8 inference support." - }, - { - "left": "issue:43717", - "right": "issue:46144", - "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are unrelated model implementation issues." - }, - { - "left": "issue:42936", - "right": "issue:46018", - "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated model bugs." - }, - { - "left": "issue:43668", - "right": "issue:44031", - "accept": false, - "reason": "A type-hint bug in ModernBERTConfig and a tokenizer regex warning regression are different issues." - }, - { - "left": "issue:42936", - "right": "issue:43240", - "accept": false, - "reason": "Ignored loss parameter handling and kwargs not forwarded to loss calculation are separate bugs, though both touch loss code." - }, - { - "left": "issue:43240", - "right": "issue:46144", - "accept": false, - "reason": "Loss kwargs forwarding and attention-interface usage are different subsystems with no shared concrete failure." - }, - { - "left": "issue:42936", - "right": "issue:44031", - "accept": false, - "reason": "Mask2Former ignore_value handling does not match the tokenizer regex warning issue." - }, - { - "left": "issue:42936", - "right": "issue:46144", - "accept": false, - "reason": "Different model code paths: Mask2Former loss handling vs RoFormer attention implementation." - }, - { - "left": "issue:42936", - "right": "issue:43813", - "accept": false, - "reason": "Mask2Former ignore_value handling and a typo in quantization_operation are unrelated." - }, - { - "left": "issue:43240", - "right": "issue:43668", - "accept": false, - "reason": "Loss kwargs forwarding bug and ModernBERTConfig type-hint bug are unrelated." - }, - { - "left": "issue:43668", - "right": "issue:43813", - "accept": false, - "reason": "A config type-hint issue and a typo fix are not the same underlying bug." - }, - { - "left": "issue:37934", - "right": "issue:43668", - "accept": false, - "reason": "A question about Llama4TextL2Norm being RMSNorm is unrelated to ModernBERTConfig norm_eps typing." - }, - { - "left": "issue:42936", - "right": "issue:43668", - "accept": false, - "reason": "Mask2Former loss logic and ModernBERTConfig typing are unrelated." - } - ] + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 42, + "item_count": 42, + "soft_pair_count": 42, + "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": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -16210,7 +12583,7 @@ "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -16226,55 +12599,28 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "79bcc05d6892c55ae0f82f5045e5df4de37c28db7f56536151c44d798f1bac3d", + "prepared_review_unit_hash": "542dc3b8a12a47fd5fb99f2ed264916110dc535ed7b64aed468c502307d8f99c", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "The three issues are unrelated feature requests/questions: truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets. They do not describe the same underlying bug or change, so this cluster should not be merged as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good canonical representative here because the topics are unrelated; if forced to pick a single issue, #10519 is the most broadly phrased feature request, but it is not a duplicate of the others.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:10519", - "right": "issue:11307", - "accept": false, - "reason": "Different domains and requested behaviors: truncation from beginning vs Wav2Vec2 word boundary timestamps." - }, - { - "left": "issue:10519", - "right": "issue:11005", - "accept": false, - "reason": "One is about token truncation strategy, the other about learning-rate scheduling functionality; no shared underlying bug." - }, - { - "left": "issue:11005", - "right": "issue:11307", - "accept": false, - "reason": "Unrelated requests in different parts of the library: scheduler behavior versus Wav2Vec2 time offsets." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -16303,12 +12649,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "7ad21377992da39338aa6ae60ff20a09973bd02e4a2cf2ce374067a67088fcc8", + "prepared_review_unit_hash": "f5ca8884235bbe4b4cf0ee9e2cda2cd9a87d3f0e3bca9c0d541027e739f56f82", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -16316,7 +12662,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -16325,24 +12671,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues do not look like the same bug: one is about Tapas tokenization differing from TensorFlow code, one is about an unhelpful auth error when downloading a private model, and one is a generic model-loading failure for bert-base-uncased. The only loose commonality is model loading, but the concrete failure modes differ.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 16618 is the broadest and most representative of the cluster because it concerns a core model-loading failure, whereas 15980 is specifically an authentication/error-message problem and 13244 is about tokenizer behavior.", + "summary": "These three issues do not look like duplicates: one is about Tapas tokenization mismatch, one about a login/authentication error when downloading a private model, and one about failing to load bert-base-uncased. The soft similarities are too broad to treat as the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": "No strong duplicate cluster emerges here; if forced to pick a representative, issue 16618 is the most concrete and user-visible model-loading failure.", "canonical_pr_reason": null, - "best_issue_reason": "16618 is the best issue to keep as the cluster representative since it is the most general user-facing model-load problem; however, it should not be treated as a duplicate of the other two issues.", + "best_issue_reason": "Issue 16618 is the best standalone representative because it describes a specific, reproducible loading problem with a common model name and broad user impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization mismatch vs. bert-base-uncased loading failure are different subsystems and different failure modes." + "reason": "Tapas tokenization mismatch is a tokenizer/behavior discrepancy, while 16618 is a model loading failure; they are different code paths and underlying problems." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Private-model login/download error message is an auth/UX issue, while 16618 is a model-load failure for a public model; not the same underlying bug." + "reason": "15980 is about an unauthenticated private-model download error message, not the same failure as being unable to load bert-base-uncased." } ] }, @@ -16372,7 +12718,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "942127d98fb66aec749c5cdf0b97b35ed2e84f2a4a283b6f10921fd2ac58f293", + "prepared_review_unit_hash": "4fdee17ccfcf2e4ba70d02fcbd47b45d175bcb865189f7755979f87536f9bf74", "component_budget": { "node_count": 2, "item_count": 2, @@ -16394,18 +12740,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different community-contribution feature requests: one for Flash Attention 2 support on more architectures, the other for GGUF support on more architectures. They share the same broad pattern but not the same underlying change or bug.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "These are two distinct community-contribution feature requests: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They share the broad theme of adding architecture support, but they target different subsystems and concrete changes, so they should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #26350 is the stronger canonical candidate because it has much higher discussion activity and is the earlier, more established request, but it is still a separate feature request from the GGUF item.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue #26350 is the best representative issue for this cluster because it is the most active and central item, even though the cluster is not a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different requested features and code paths: Flash Attention 2 architecture support vs GGUF architecture support. Similar wording and contribution framing are too broad to treat as duplicates." + "reason": "Both are support-expansion requests, but Flash Attention 2 and GGUF are different features with different code paths and implementation work; they are not the same underlying issue." } ] }, @@ -16465,12 +12811,12 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "39ffaa3671b3302b6ae30b5b6f477b0dfefee359a99ddec76c620cb8c377b66c", + "prepared_review_unit_hash": "652de6602a3b79daa0ca4a4e0dc498579f7841d196f01535cb43e394cfaa4384", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 25, - "serialized_chars": 13678, + "serialized_chars": 13679, "estimated_input_tokens": 3420, "estimated_eval_tokens": 7096 }, @@ -16478,7 +12824,7 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 25, - "serialized_chars": 13678, + "serialized_chars": 13679, "estimated_input_tokens": 3420, "estimated_eval_tokens": 7096 }, @@ -16487,169 +12833,169 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of i18n translation request issues for different languages. The titles/body templates are highly similar, but they represent separate translation tasks rather than the same underlying bug or change, so none should be merged as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "No canonical issue: the items are separate translation requests for different languages, and the similarity is mostly from a shared issue template.", + "summary": "Most items are separate i18n translation tracking issues for different languages and should not be merged. The only clear duplicate set is the generic template issues with the exact same placeholder title; the Thai-titled issue does not look like the same tracker.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 46222 is the best canonical representative of the exact generic template cluster: it matches the same placeholder title as 43834/44365/44370, is still open, and appears to be the most current active copy.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global duplicate target; the closest matches are generic template issues, but they still do not represent the same underlying translation task.", + "best_issue_reason": "46222 is the strongest global issue candidate because it is open, current, and exactly matches the duplicate template issues, while the language-specific issues are distinct translation requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language-request issues; same template, but no evidence they track the same translation task." + "reason": "Different target languages and different translation requests; same broad i18n subsystem but not the same issue." }, { "left": "issue:27088", "right": "issue:46222", "accept": false, - "reason": "Different language-request issues; superficial template similarity only." + "reason": "Turkish-specific translation issue vs a generic placeholder-template translation tracker." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish vs another translation request; not the same underlying issue." + "reason": "Different language-specific translation issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Different language request; similar template does not make them duplicates." + "reason": "Different language-specific translation issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Turkish vs Romanian translation requests are distinct tasks." + "reason": "Different language-specific translation issue." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish vs Spanish translation requests are separate issues." + "reason": "Different language-specific translation issue." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request vs generic template issue; no same-language/task evidence." + "reason": "Spanish translation tracker is not the same as the generic placeholder issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Same translation template, but likely different language-specific task." + "reason": "Different language-specific translation issue." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish and Romanian translation requests are distinct." + "reason": "Different language-specific translation issue." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Shared template only; no sign these are the same translation work item." + "reason": "Different language-specific translation issue." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Different translation requests; similarity is only from the i18n template." + "reason": "Romanian translation tracker is distinct from the generic placeholder issue." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different language-specific translation tasks." + "reason": "Different language-specific translation issue vs generic placeholder tracker." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian translation request vs another language request; not duplicates." + "reason": "Different language-specific translation issue." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Same i18n template, but not the same underlying request." + "reason": "Different language-specific translation issue." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian translation request vs unrelated Thai text; clearly not duplicates." + "reason": "No evidence this Thai-titled issue is the same translation request; titles do not match." }, { "left": "issue:43834", "right": "issue:44370", - "accept": false, - "reason": "Both are generic translation templates, but there is no evidence they refer to the same language or task." + "accept": true, + "reason": "Exact same placeholder template title and same underlying generic i18n translation tracker." }, { "left": "issue:43834", "right": "issue:46222", - "accept": false, - "reason": "Template similarity only; no explicit target-language match." + "accept": true, + "reason": "Exact same placeholder template title; both appear to be the same tracker copy." }, { "left": "issue:43834", "right": "issue:44365", - "accept": false, - "reason": "Separate translation issues despite near-identical wording." + "accept": true, + "reason": "Exact same placeholder template title and same underlying request." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Generic i18n template vs unrelated Thai title; not the same issue." + "reason": "Thai-titled issue does not clearly match the generic placeholder translation tracker." }, { "left": "issue:44365", "right": "issue:44370", - "accept": false, - "reason": "Near-identical placeholder titles, but no evidence they are the same language request." + "accept": true, + "reason": "Exact same placeholder template title; same duplicate tracker." }, { "left": "issue:44365", "right": "issue:46222", - "accept": false, - "reason": "Same template, but distinct translation tasks are plausible and should not be merged." + "accept": true, + "reason": "Exact same placeholder template title; same duplicate tracker." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Generic translation issue vs unrelated Thai text; not duplicates." + "reason": "No clear evidence the Thai-titled issue is the same tracker." }, { "left": "issue:44370", "right": "issue:46222", - "accept": false, - "reason": "Exact template match is not enough; could still be separate language-specific issues." + "accept": true, + "reason": "Exact same placeholder template title; same underlying issue." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Generic template issue vs unrelated Thai title; no duplicate signal." + "reason": "No clear evidence the Thai-titled issue is the same tracker." }, { "left": "issue:46222", "right": "issue:46226", "accept": false, - "reason": "Generic i18n translation request vs unrelated Thai text; not the same underlying issue." + "reason": "Different titles and no evidence they are the same translation request." } ] }, "evaluator_result": null, - "evaluator_used": false, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -16659,7 +13005,7 @@ "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -16710,264 +13056,39 @@ "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:43837|issue:43909", "issue:43909|issue:44205", + "issue:43671|issue:43909", "issue:44121|issue:45322", + "issue:43837|issue:44121", "issue:43837|issue:45027", "issue:37015|issue:45027", "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "960c4a8c45a236dfad14c057b8df5f2898ebe5d7fda74da47fc03e15dd5c465d", + "prepared_review_unit_hash": "8435704b1d7491c09b9b6cc3ebfb149a7f65f757c0231093b4977cebf2751e0f", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21657, - "estimated_input_tokens": 5415, - "estimated_eval_tokens": 11086 + "serialized_chars": 21656, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21657, - "estimated_input_tokens": 5415, - "estimated_eval_tokens": 11086 + "serialized_chars": 21656, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "This cluster is a loose collection of model-support request issues, but the items are for different models and often different modalities/tasks. They are not duplicates of one another; at most they share the generic pattern of requesting new model additions.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: these are distinct model-request issues, not the same underlying bug/change.", - "canonical_pr_reason": null, - "best_issue_reason": "No single best issue stands out as a representative duplicate target; the requests span unrelated models, so a canonical merge point would be misleading.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:36817", - "right": "issue:41211", - "accept": false, - "reason": "EuroBert config vs DEIMv2 request; different models and code paths." - }, - { - "left": "issue:36817", - "right": "issue:43671", - "accept": false, - "reason": "BERT config request vs Qwen3-TTS support; different model families and tasks." - }, - { - "left": "issue:36817", - "right": "issue:36879", - "accept": false, - "reason": "EuroBert vs RF-DETR; unrelated architectures and modalities." - }, - { - "left": "issue:36879", - "right": "issue:41211", - "accept": false, - "reason": "RF-DETR object detection vs DEIMv2; different concrete models." - }, - { - "left": "issue:36879", - "right": "issue:43909", - "accept": false, - "reason": "RF-DETR vs LFM2.5 Audio; detection and audio are unrelated." - }, - { - "left": "issue:36879", - "right": "issue:44121", - "accept": false, - "reason": "RF-DETR vs weight-sparse transformer; no same underlying change." - }, - { - "left": "issue:36879", - "right": "issue:43837", - "accept": false, - "reason": "RF-DETR vs Qwen3-ASR; different models and tasks." - }, - { - "left": "issue:36879", - "right": "issue:43671", - "accept": false, - "reason": "RF-DETR vs Qwen3-TTS; different model families." - }, - { - "left": "issue:37015", - "right": "issue:43837", - "accept": false, - "reason": "NeoBERT config request vs Qwen3-ASR support; unrelated models." - }, - { - "left": "issue:37015", - "right": "issue:44121", - "accept": false, - "reason": "NeoBERT vs sparse transformer; different architecture requests." - }, - { - "left": "issue:37015", - "right": "issue:43909", - "accept": false, - "reason": "NeoBERT vs LFM2.5 Audio; unrelated model types." - }, - { - "left": "issue:36879", - "right": "issue:37015", - "accept": false, - "reason": "RF-DETR and NeoBERT are different models with different integration work." - }, - { - "left": "issue:37015", - "right": "issue:42503", - "accept": false, - "reason": "NeoBERT vs ModernVBERT; similar naming only, not the same model." - }, - { - "left": "issue:41115", - "right": "issue:43837", - "accept": false, - "reason": "MiniCPM3 architecture request vs Qwen3-ASR support; different targets." - }, - { - "left": "issue:41115", - "right": "issue:44121", - "accept": false, - "reason": "MiniCPM3 vs weight-sparse transformer; distinct model additions." - }, - { - "left": "issue:41115", - "right": "issue:42503", - "accept": false, - "reason": "MiniCPM3 vs ModernVBERT; both model requests, but not duplicates." - }, - { - "left": "issue:41115", - "right": "issue:45027", - "accept": false, - "reason": "MiniCPM3 vs Voxtral TTS; different model families and modalities." - }, - { - "left": "issue:41211", - "right": "issue:43671", - "accept": false, - "reason": "DEIMv2 vs Qwen3-TTS; unrelated model support requests." - }, - { - "left": "issue:42503", - "right": "issue:43837", - "accept": false, - "reason": "ModernVBERT vs Qwen3-ASR; different models/tasks." - }, - { - "left": "issue:42503", - "right": "issue:43671", - "accept": false, - "reason": "ModernVBERT vs Qwen3-TTS; no shared code-path problem." - }, - { - "left": "issue:42503", - "right": "issue:42738", - "accept": false, - "reason": "Specific model request vs generic BERT-like/RoPE discussion; not duplicates." - }, - { - "left": "issue:42738", - "right": "issue:45027", - "accept": false, - "reason": "Generic BERT-like model request vs audio TTS model; unrelated." - }, - { - "left": "issue:43671", - "right": "issue:43837", - "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are different tasks and likely separate implementations." - }, - { - "left": "issue:43671", - "right": "issue:45027", - "accept": false, - "reason": "Both are TTS-related, but they request different models and code paths." - }, - { - "left": "issue:43671", - "right": "issue:45177", - "accept": false, - "reason": "Qwen3-TTS vs DeepSeek-OCR2; different model domains." - }, - { - "left": "issue:43671", - "right": "issue:44121", - "accept": false, - "reason": "Audio model support vs sparse transformer request; not the same change." - }, - { - "left": "issue:43671", - "right": "issue:43909", - "accept": false, - "reason": "Qwen3-TTS vs LFM2.5 Audio; both audio-related but different models." - }, - { - "left": "issue:43837", - "right": "issue:43909", - "accept": false, - "reason": "Qwen3-ASR vs LFM2.5 Audio; different audio models and tasks." - }, - { - "left": "issue:43837", - "right": "issue:45322", - "accept": false, - "reason": "ASR model request vs EUPE vision-language encoder; unrelated." - }, - { - "left": "issue:43837", - "right": "issue:44121", - "accept": false, - "reason": "Qwen3-ASR support vs sparse transformer request; different change types." - }, - { - "left": "issue:43909", - "right": "issue:44205", - "accept": false, - "reason": "Audio model request vs SAM3-LiteText; different modalities and code paths." - }, - { - "left": "issue:44121", - "right": "issue:45322", - "accept": false, - "reason": "Weight-sparse transformer request vs EUPE encoder; not the same model or bug." - }, - { - "left": "issue:43837", - "right": "issue:45027", - "accept": false, - "reason": "Qwen3-ASR vs Voxtral TTS; both audio, but distinct tasks and models." - }, - { - "left": "issue:37015", - "right": "issue:45027", - "accept": false, - "reason": "NeoBERT config vs Voxtral TTS support; unrelated requests." - }, - { - "left": "issue:43837", - "right": "issue:45177", - "accept": false, - "reason": "ASR support vs OCR2 model request; different model families." - }, - { - "left": "issue:45322", - "right": "issue:46133", - "accept": false, - "reason": "EUPE and TIPSv2 are different vision-language models; not the same underlying change." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -16994,7 +13115,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "821b46ba1d6c91d6ac20e6b66383e8caaf38ae153b2457351055f8ccee9b5fba", + "prepared_review_unit_hash": "ee226305fe4a1ca2ab43d1733cc7bd5a686c9921810b6d828c20f03f8a88c9f0", "component_budget": { "node_count": 2, "item_count": 2, @@ -17016,18 +13137,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one is about enabling block decoding, the other is a request for DeepSeek v3.2 model support. They describe different features/problems with no shared targets or code path evidence.", + "summary": "The two issues are about different feature requests in different areas: one is about block decoding, the other about DeepSeek v3.2 support. They do not appear to describe the same underlying bug or change.", "confidence": 0.97, - "canonical_issue_reason": "Issue #41084 is the more technical, implementation-oriented request and is the better representative of the cluster if one must be chosen, though it is not actually the same underlying problem as #43037.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #41084 is the best single issue candidate because it is more concrete and likely to map to an actionable code change; #43037 is a separate model-support request.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different topics and likely different implementation paths: block decoding vs DeepSeek v3.2 support. No explicit links, shared targets, filenames, or bug signature indicate the same underlying issue." + "reason": "Unrelated requests with no shared code-path or concrete symptom overlap; one asks for block decoding, the other for model/version support." } ] }, @@ -17057,12 +13178,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "c0e5508c1f4822971e9ede5aa5046d65b0dc84485d6215f7ccd51dfffbe3bf1f", + "prepared_review_unit_hash": "a416742cae6e73b849247cda8a3df086475de376602d953d7259ddf739049584", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -17070,7 +13191,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -17079,18 +13200,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a high level (custom trainers in Trainer), but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation handling custom trainers. Not duplicates.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "The two issues are related only at a high level (custom Trainer behavior), but they target different functionality: unused-column removal vs FLOPs estimation. They should not be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43598 is the better anchor because it is a concrete Trainer customization problem and represents the broader API/behavior change more directly than the FLOPs-specific report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43598 is the more central and broadly framed Trainer customization concern; issue 43600 is a narrower follow-on about FLOPS estimation rather than the core customization behavior.", + "best_issue_reason": "Issue 43598 is the strongest representative of the cluster since it focuses on a clear Trainer extensibility concern, while 43600 is a separate metric-accounting issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They share the theme of custom trainers, but the concrete issues differ: one targets `remove_unused_column` behavior, the other targets FLOPS estimation logic. Not the same underlying bug or change." + "reason": "Related theme, but different code paths and outcomes: 43598 is about `remove_unused_column` behavior in `Trainer`, while 43600 is about FLOPs estimation for custom trainers. Not the same underlying bug or change." } ] }, @@ -17120,7 +13241,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "a0c78dc5e184c9f67fc294b2025bd85402428f14de21f09c6380b00864748cb7", + "prepared_review_unit_hash": "5c2dad1d956705e0f27579685a936eed830b8f9c23155718ebc58409539d2262", "component_budget": { "node_count": 2, "item_count": 2, @@ -17142,18 +13263,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one requests auto-class registration for Qwen3-Omni, while the other asks for sequence-classification support for Qwen3.5. They touch different model families and different AutoModel paths.", + "summary": "These are two distinct feature requests for different Qwen model families and tasks, so they are not duplicates.", "confidence": 0.96, - "canonical_issue_reason": "Issue 43684 is the broader and more central request around auto-model registration, so it is the better representative issue if one must be chosen.", + "canonical_issue_reason": "Issue 43684 is the broader model-registration request and is the better representative of the cluster, but it is still separate from 44405.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the cleaner cluster representative because it concerns generic AutoModel/AutoModelForConditionalGeneration registration rather than a single task-specific head.", + "best_issue_reason": "43684 is the more general support request (AutoModel and AutoModelForConditionalGeneration registration) and is the best single issue to anchor the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying changes: Qwen3-Omni auto registration vs Qwen3.5 sequence-classification support. They are not the same bug or fix and would not be merged into one PR." + "reason": "Different model targets and different capabilities: Qwen3-Omni registration vs. Qwen3.5 AutoModelForSequenceClassification support. They do not describe the same underlying bug or change." } ] }, @@ -17190,7 +13311,7 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "249b3f80038f0322f7a1a52c9700b2d05986153c6b7f79c1e8a2cc11e8a20352", + "prepared_review_unit_hash": "a3ef88ff0a416ef854b39cbefe9fbc3cdd3c3a1cb400ed56beaaf98918e300a1", "component_budget": { "node_count": 4, "item_count": 4, @@ -17212,54 +13333,54 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "One issue (\u201cFett\u201d) appears unrelated. The three \u201chuggingface\u201d issues look like a small duplicate cluster based on identical titles and very similar creation timing/body size.", - "confidence": 0.83, - "canonical_issue_reason": "issue:43845 is the earliest of the near-identical \u201chuggingface\u201d issues, so it is the best representative for the duplicate cluster.", + "summary": "Three issues share the exact title \"huggingface \" and look like duplicates; the \"Fett\" issue does not have enough evidence to connect it to that set. With no body detail or links, the safest cluster is the repeated \"huggingface \" reports.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43845 is the earliest of the three identical \"huggingface \" issues, so it is the best placeholder canonical issue for that duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43845 is the clearest cluster anchor: same title as the other likely duplicates, earliest timestamp, and no evidence that it differs materially from them.", + "best_issue_reason": "43845 is the strongest issue representative because it is the earliest and matches the other two nearly identical reports by title.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different title; no evidence these describe the same underlying issue." + "reason": "Titles do not match and there is no body/link evidence showing the same underlying problem." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different title; no indication of the same bug or request." + "reason": "No concrete evidence ties \"Fett\" to the \"huggingface\" report cluster." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different title and no shared concrete issue details." + "reason": "Insufficient evidence that this is the same issue; only weak generic similarity is present." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Identical title, nearly identical creation time, and matching body size strongly suggest the same underlying issue." + "reason": "Same exact title, close creation times, and no contrary evidence; likely duplicate reports of the same issue." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Same title and clearly overlapping metadata; likely duplicate reports of the same issue." + "reason": "Same exact title with no distinguishing details, so these look like the same underlying issue." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Identical title and strong similarity in metadata indicate the same underlying issue." + "reason": "Same exact title and no evidence of a different problem, so they are likely duplicates." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary and pairwise verdicts are grounded in the packet-level metadata: issue:43835 has a different title, while issue:43845/43846/43859 share the same title and close timestamps, with body-length similarity supporting a conservative duplicate-cluster call. The canonical choice of issue:43845 as the earliest representative is also supported." + "feedback": "The summary is grounded in the packet: three issues have the exact same title and 43845 is the earliest of that set. The rejection of 43835 is appropriately cautious given only weak similarity. The accepted soft edges are also conservative because they rely on exact title match with no contrary evidence." }, "evaluator_used": true, "retried": false, @@ -17297,7 +13418,7 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "2383e2cb1af7c8fa6c8282c53b4f7d46792ded1accacdb6b7632a0d62a6d42ef", + "prepared_review_unit_hash": "9fd6c2da38d2735c4c4f21f448eb8c77497184da309263d9d8b07fb4a3e4bd46", "component_budget": { "node_count": 5, "item_count": 5, @@ -17319,66 +13440,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is heterogeneous: multiple spam placeholders, one generic documentation suggestion, and one unrelated company-name request. There is no shared concrete bug or change, so no duplicate canonicalization is justified.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster looks like a set of unrelated low-quality/spam issues with generic titles; there is no evidence of a shared bug report or duplicate workflow.", + "confidence": 0.96, + "canonical_issue_reason": "No issue clearly represents a real underlying problem, so there is no sensible canonical issue for this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44371 is only marginally the best representative because it is an earliest, minimal placeholder, but the cluster is too mixed to treat any item as a true canonical duplicate.", + "best_issue_reason": "Issue 44418 is the only one with a mildly descriptive non-spam title, but it still does not identify a concrete bug and is not a good duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are spam placeholders, but there is no concrete underlying bug or change to unify." + "reason": "Both are titled \"\" and provide no concrete bug detail; similarity is not enough to indicate the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Same as above: identical placeholder titles do not establish the same issue." + "reason": "Both are spam placeholders with no actionable description, so they cannot be treated as duplicates of a specific bug." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "Spam placeholder versus a documentation enhancement request; different topics." + "reason": "One is spam and the other is a generic documentation suggestion; no shared underlying defect is evident." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus a request about 'Google LLC'; no shared problem statement." + "reason": "A spam placeholder and a generic company-name title do not indicate the same issue or change." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic docs enhancement and spam placeholder are unrelated." + "reason": "A vague documentation suggestion and spam placeholder are unrelated and do not describe the same problem." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic docs enhancement and spam placeholder are unrelated." + "reason": "The titles point to different kinds of low-signal reports; there is no concrete common bug or request." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are placeholders, but that is not enough to conclude the same underlying issue." + "reason": "They are both spam placeholders, but there is no evidence they refer to the same underlying issue rather than separate junk reports." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus unrelated 'Google LLC' request." + "reason": "No concrete defect or matching request is described, so the pair is not a valid duplicate match." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus unrelated 'Google LLC' request." + "reason": "The records do not share a specific bug, code path, or actionable request; reject as duplicate." } ] }, @@ -17408,46 +13529,46 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "b444870143764218620fedd0c6e661e8977edec4b9595175239ec07659d06f52", + "prepared_review_unit_hash": "6099586d5cbff118430468159a04b0d2e1ef0234b4d55fa21a35a338f342656a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1644, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1644, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues look like likely duplicates: they have the same title and a strong text-similarity signal, with only limited metadata differences. The evidence is enough to cluster them together, but not enough to claim they are proven identical without seeing the full bodies.", - "confidence": 0.87, - "canonical_issue_reason": "Issue #45145 is the better canonical representative because it was created earlier and matches #45151 on title plus a strong similarity signal, making it the safer anchor for this likely duplicate pair.", + "summary": "These two closed issues are likely duplicates: they have identical titles and a soft-similarity signal, with #45145 slightly better suited as the canonical record because it has the only inbound reference.", + "confidence": 0.84, + "canonical_issue_reason": "#45145 is a reasonable canonical issue because it matches #45151\u2019s title exactly and has the only inbound reference, giving it a slight edge for keeping the primary record.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue for the cluster because it is the earliest report and appears to be the same likely duplicate topic as #45151, based on the matching title and similarity signal.", + "best_issue_reason": "#45145 is the best issue to keep as the primary record for this likely duplicate pair because it has the same title as #45151 and the only inbound reference.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Accept as a likely duplicate: the titles are identical and the packet shows a solid soft-similarity signal, but the evidence is limited because the bodies are not shown and there is some distinguishing metadata." + "reason": "Identical titles plus the soft-similarity signal make these likely duplicates, though the packet does not include description text, so this should be treated as probable rather than certain." } ] }, "evaluator_result": { "accept": false, - "feedback": "The clustering is plausible, but the writeup overstates the evidence. The packet only shows a soft_similarity signal (Jaccard ~0.63) plus matching titles and similar body lengths; it does not show the body contents, and there is distinguishing metadata such as different creation times and inbound references. Please soften claims like \"same underlying issue,\" \"fully equivalent,\" and \"no distinguishing metadata\" to reflect that this is only a likely duplicate, not a proven match." + "feedback": "The pair is plausibly duplicate based on the identical titles and soft-similarity signal, but the writeup overstates the evidence. The packet does not provide description text to support 'near-matching descriptions,' and the soft-pair verdict is not deterministic. Please keep the conclusion more conservative, e.g. 'likely duplicate' rather than 'clear duplicate pair,' and avoid claiming stronger canonical evidence than the inbound reference supports." }, "evaluator_used": true, "retried": true, @@ -17515,7 +13636,7 @@ "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -17528,43 +13649,28 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "808fd1470b07eea820021d7b2bef0383affb059ecbd801d0ed9d1aae5d492310", + "prepared_review_unit_hash": "0c99eb595c9401d391f8bca202f19a6591d1fd6e84069be760cdd001c7629bf0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1668, - "estimated_input_tokens": 417, - "estimated_eval_tokens": 1090 + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1668, - "estimated_input_tokens": 417, - "estimated_eval_tokens": 1090 + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "These are related only at a very broad level (4-bit inference / quantization), but they describe different bugs: one is a Gemma4 audio-module uint8/torch.finfo TypeError, the other is a BitsAndBytesConfig skip-module regression that drops the default lm_head exclusion and triggers an AssertionError.", - "confidence": 0.97, - "canonical_issue_reason": "issue:45674 is the better anchor for the cluster because it is the more general configuration regression and has higher discussion/activity; issue:45672 is a model-specific Gemma4 failure with a different root cause.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45674 has the clearer, broader repro and is more likely to serve as the representative report for quantized-inference breakage, while issue:45672 is narrowly scoped to Gemma4 audio modules.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:45672", - "right": "issue:45674", - "accept": false, - "reason": "Reject: both concern 4-bit inference, but the failure modes and code paths differ substantially (Gemma4 audio-module torch.finfo on uint8 vs. BitsAndBytesConfig llm_int8_skip_modules clearing lm_head exclusion)." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -17591,7 +13697,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "9234982dd41d7ff6c7ad6313a07048f34b5f8f4e751d2b39f309b9d6356d90b8", + "prepared_review_unit_hash": "b62a40d5708b6ac6f81d39025f5cd791366c1d4f5c0cb7276cf0112d2d302f82", "component_budget": { "node_count": 2, "item_count": 2, @@ -17613,18 +13719,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues do not appear to be duplicates: they have different names and dates, with no shared problem description or technical context.", - "confidence": 0.98, - "canonical_issue_reason": "Neither issue is a clear canonical duplicate target; the titles refer to different people and contain no evidence of the same underlying issue.", + "summary": "Two closed, body-less issues that only contain different personal names and birthdates. They do not describe a product bug or change, and there is no evidence they share the same underlying problem. Treat them as unrelated, low-signal/spam-like reports rather than duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is suitable as a global best issue for this cluster because the items look unrelated rather than duplicate reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different names and dates, no common bug report or matching context; this looks unrelated rather than the same issue." + "reason": "The titles are different personal-name/date strings with no shared bug description, code path, or issue context; they do not look like the same underlying issue." } ] }, @@ -17654,7 +13760,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "d4ba2403b946c1deec5746aa5a57f1cddd53625dc0301bc611c8cdaaa53e8788", + "prepared_review_unit_hash": "1cebfc293e8f894ebde778985bad8f565ebc9a49b5a2843d30eeffb22a92e29b", "component_budget": { "node_count": 2, "item_count": 2, @@ -17676,8 +13782,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are just separate name/date titles and do not describe the same bug, change, or request. They should not be clustered together.", - "confidence": 0.97, + "summary": "These two closed issues are not duplicates: they are unrelated name/date entries with no shared problem statement, links, or discussion context.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -17687,7 +13793,7 @@ "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Different personal-name/date titles with no shared problem statement, target, or context; not the same underlying issue." + "reason": "Different named entities and dates; no evidence they describe the same bug, request, or code issue." } ] }, @@ -17727,12 +13833,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "85f5d96ed41f20dcaef927d62d21a86f9a18172a4cf55d5fe1efc19c8fbb8b0f", + "prepared_review_unit_hash": "66376826eb3acfb4707444bb5c9566babeca1513face2f5fdbfa9f23ed6d8cb9", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, + "serialized_chars": 5725, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -17740,7 +13846,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, + "serialized_chars": 5725, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -17749,66 +13855,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster contains two separate exact-duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is a different financial dataset promotion/sample request and does not match the DataForge example/service issues.", - "confidence": 0.98, - "canonical_issue_reason": "45870 is the earliest and cleanest representative of the exact-duplicate pair titled 'Example: Financial time series prediction with DataForge'.", + "summary": "The cluster contains two clear exact-duplicate issue pairs and one thematically related but separate issue. Only the identical-title pairs should be merged; the dataset-sample issue is not the same underlying request.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue cleanly represents the whole cluster because it splits into two different duplicate pairs with different titles/topics.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the strongest single issue to keep as a canonical representative because it is an exact duplicate target, earliest created, and has a fully generic title for the repeated example issue.", + "best_issue_reason": "If one representative must be chosen, issue 45870 is the best fit: it is the earliest member of the exact duplicate pair 45870/45871 and has the most generic framing.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different topics: a dataset bundle promo/sample vs a DataForge example issue." + "reason": "Different requests: a financial data bundle is not the same underlying issue as a financial time-series prediction example." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different topics: a dataset bundle promo/sample vs a DataForge example issue." + "reason": "Different requests: dataset/sample availability versus an example/prediction issue." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Same title and same underlying example issue; exact duplicate." + "reason": "Exact same title and evidently the same issue; safe duplicate." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Related financial/DataForge theme, but this is a different requested feature/topic: example prediction vs scraping service." + "reason": "Related financial/DataForge theme, but the titles describe different deliverables and code paths (example prediction vs scraping service)." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same as 45872: different underlying issue, not the same concrete request." + "reason": "Related topic, but not the same concrete request; likely separate issues." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different underlying requests; exact duplicate only with 45870, not with the scraping-service issue." + "reason": "Different concrete requests despite shared financial/DataForge wording." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different underlying requests; exact duplicate only with 45870, not with the scraping-service issue." + "reason": "Different concrete requests despite shared financial/DataForge wording." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Same title and same underlying DataForge scraping-service request; exact duplicate." + "reason": "Exact same title and scope; clear duplicate pair." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are well-supported exact-duplicate pairs by identical titles and body similarity, while 45869 is clearly a different dataset-promo request. The soft-edge rejections between the two topic clusters are conservative and consistent with the available evidence." + "feedback": "The analysis is grounded in the packet and stays conservative: the identical-title pairs (45870/45871 and 45872/45873) are reasonable duplicate matches, while 45869 is appropriately kept separate. The representative and canonical-issue reasoning also matches the evidence." }, "evaluator_used": true, "retried": false, @@ -17863,148 +13969,148 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "45115f25b79dd681b8bc046b985fe23add2af7e5d3a7df5f868842205351f9e1", + "prepared_review_unit_hash": "beb72a7a40248bff32bb9eabd801e66af350d97509731b7655a00d7095f59e8d", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34774, - "estimated_input_tokens": 8694, - "estimated_eval_tokens": 17644 + "serialized_chars": 34778, + "estimated_input_tokens": 8695, + "estimated_eval_tokens": 17646 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34774, - "estimated_input_tokens": 8694, - "estimated_eval_tokens": 17644 + "serialized_chars": 34778, + "estimated_input_tokens": 8695, + "estimated_eval_tokens": 17646 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only one pair appears to be a true duplicate/fork: the two fixed_cross_entropy PRs for issue 43240. The rest are unrelated PRs across different models or features and should not be merged.", + "summary": "This cluster is mostly unrelated PRs from different subsystems. The only true duplicate pair is the two `fixed_cross_entropy` changes for issue #43240; the rest are same-area but different features, models, or tests and should stay separate.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical representative: it explicitly targets issue 43240 and contains the clearer direct fix to fixed_cross_entropy.", + "canonical_pr_reason": "PR #43251 is the better canonical representative: it explicitly targets #43240 and directly forwards the new `cross_entropy` kwargs in the loss helper. PR #43254 is a near-duplicate alternative implementation of the same fix.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest standalone PR in this set for the same reason: explicit issue linkage and a concrete, minimal change to the shared loss path.", + "best_pr_reason": "PR #43251 is the best overall representative of the only real duplicate pair in this cluster, because it cleanly addresses the tracked loss bug with the most direct fix and explicit issue linkage.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Different models/features (VideoPrism docs/model add vs ExecuTorch dynamic-shape test); not the same underlying change." + "reason": "Different models and goals: VideoPrism documentation/model addition vs an ExecuTorch dynamic-shape export test." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API addition vs ExecuTorch export test; unrelated code paths." + "reason": "Tokenizer method addition is unrelated to ExecuTorch exportability testing." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer helper methods vs adding MobileLLM model files; different subsystems and goals." + "reason": "Mistral tokenizer helpers and adding MobileLLM are separate model support changes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor robustness changes vs new MobileLLM model implementation; not the same bug or change." + "reason": "Processor auto-loading robustness and MobileLLM model implementation are different changes." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs fix vs adding a new model; unrelated." + "reason": "Loss-function kwargs fix is unrelated to adding a new model implementation." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility fix vs Mistral4 test/model work; different concrete problems." + "reason": "Both touch training/model code, but one fixes cross-entropy kwargs and the other is Mistral4 test/model wiring; not the same bug." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch dynamic-shape test vs Mistral4 test/model work; only broad testing theme overlaps." + "reason": "ExecuTorch dynamic-shape tests and Mistral4 test fixes are different concrete changes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "ExecuTorch export test vs MobileLLM model addition; unrelated." + "reason": "Export testing for decoder-only LM is unrelated to adding MobileLLM support." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model addition vs config-resolution fix in modeling_utils; no shared code path." + "reason": "New MobileLLM model support and config resolution ordering fix address unrelated areas." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New MobileLLM model addition vs Falcon output-interface refactor; unrelated model implementations." + "reason": "New model addition and Falcon output-interface refactor are different code-path changes." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor vs model-creation skill/docs; no common underlying bug or change." + "reason": "Falcon refactor and model-creation skill are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-collection refactor vs Mistral4 test fixes; different code paths." + "reason": "Falcon output-collection refactor and Mistral4 test/model fixes are not the same underlying issue." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes vs layrnorm->layernorm renaming across CLIP-like models; unrelated fixes." + "reason": "Mistral4 fixes and `layrnorm` renaming are distinct model-specific changes." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes vs TDT loss kernel integration; different functionality." + "reason": "Mistral4 test fixes and adding a TDT loss kernel are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes vs config resolution ordering fix; not the same issue." + "reason": "Mistral4 test/model work and `cls.config` resolution ordering are different bugs." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test/model work vs model-creation skill repository changes; unrelated." + "reason": "A model test fix is not the same as adding a model-creation skill workflow." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "New MobileLLM model addition vs model-creation skill; the latter is tooling/docs, not the model change itself." + "reason": "Adding MobileLLM and adding a model creation skill are separate repository changes." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same concrete loss-path issue in src/transformers/loss/loss_utils.py by extending fixed_cross_entropy to forward supported cross-entropy kwargs for issue 43240; they are plausible duplicates." + "reason": "Both PRs fix the same `fixed_cross_entropy` bug for issue #43240 by adding `weight` and `label_smoothing` support; they are interchangeable implementations of the same change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The verdicts are grounded in the packet: the only mergeable same-bug pair is PR 43251/43254 on loss_utils.py for issue 43240, while the other pairs involve distinct model additions, tests, or tooling changes and are conservatively rejected." + "feedback": "The summary is well grounded in the packet: most pairs are clearly unrelated by files and scope, and the only pair with a shared issue target and identical loss-helper file is PR #43251/#43254. The duplicate-pair verdict is conservative enough, and the canonical/best representative choice is supported by the explicit #43240 linkage in #43251." }, "evaluator_used": true, "retried": false, @@ -18018,7 +14124,7 @@ "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -18031,7 +14137,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "b83a5fb80fef75147d1766147c0d5381ca4f18bb0027bff2c8fbae2039cc5baf", + "prepared_review_unit_hash": "a5d11d0a52eae47d2521074b7e4339260fd89525a8f7ebb5cf30a2f387db2ecd", "component_budget": { "node_count": 2, "item_count": 2, @@ -18052,22 +14158,7 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "These are related VibeVoice PRs, but they are not duplicates: one is the base model implementation and the other is a later realtime/tokenizer extension.", - "confidence": 0.92, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the foundational VibeVoice implementation and the broader, earlier change; PR 42781 is a later realtime-focused extension built on the same model family.", - "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the best representative for the cluster because it is the main initial integration, has substantial review activity, and is not a draft.", - "soft_edge_verdicts": [ - { - "left": "pull_request:40546", - "right": "pull_request:42781", - "accept": false, - "reason": "Do not merge: 40546 adds VibeVoice support, while 42781 adds VibeVoice Realtime and the acoustic tokenizer. They share model-family files but target different functionality and would not plausibly be one PR." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -18081,7 +14172,7 @@ "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -18094,7 +14185,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "9e53778aa5b28f61297df49e9f8de9f36fa44e8b73db64ca624425119445c80d", + "prepared_review_unit_hash": "05add08428045e26669598efe8d8ec8ee8cbfcc035a8bca821b8d836e0dd6c5d", "component_budget": { "node_count": 2, "item_count": 2, @@ -18115,22 +14206,7 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "These PRs are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They do not fix the same bug or implement the same change, so this is not a duplicate cluster.", - "confidence": 0.99, - "canonical_issue_reason": null, - "canonical_pr_reason": "If a representative PR is needed, #41224 is the more focused and better-scoped change; #40755 is a separate TimesFM feature in a different code path and model family.", - "best_issue_reason": null, - "best_pr_reason": "#41224 is the stronger standalone PR to keep as the cluster representative because it is narrower and has substantial review activity, but it is not a duplicate of #40755.", - "soft_edge_verdicts": [ - { - "left": "pull_request:40755", - "right": "pull_request:41224", - "accept": false, - "reason": "Different models, different functionality, and different code paths: TimesFM covariate forecasting vs DINOv3 image classification support. They are not the same underlying change." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -18207,7 +14283,7 @@ "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -18222,7 +14298,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "cbf5c2858422f83689c1238420600c8a5592a66987670a0f7fa7499375570d39", + "prepared_review_unit_hash": "8ee37c05b78446015d0f6f0735f9b5d8a1f6981f14599ec79a5843764400bfe5", "component_budget": { "node_count": 3, "item_count": 3, @@ -18243,28 +14319,7 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "These are three separate model-addition PRs (DeepSeek OCR, Isaac, Kimi2-6). They share Transformers boilerplate and auto-registration changes, but they do not fix the same underlying bug or implement the same concrete model path, so they should not be clustered as duplicates.", - "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:41797", - "right": "pull_request:45186", - "accept": false, - "reason": "Different models and codepaths: DeepSeek OCR vs Isaac. Shared docs/auto-mapping scaffolding is generic model-onboarding work, not the same change." - }, - { - "left": "pull_request:45186", - "right": "pull_request:45630", - "accept": false, - "reason": "Different model families and implementations: Isaac vs Kimi2-6. Overlap is limited to standard integration files, which is insufficient for duplicate PRs." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -18278,7 +14333,7 @@ "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -18291,12 +14346,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "d5520462a5e32a6c2b5270c31c7aba0fa12ea20d9c78fb2f10f3a62c814c8279", + "prepared_review_unit_hash": "91539910d0e72d54d1a99d3e30c0a6f19f519a64ced899b55ffd5f0415134ae3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -18304,7 +14359,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -18312,22 +14367,7 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "These are related workflow-maintenance PRs, but they are not duplicates: one is a broad GitHub Actions upgrade for Node 24 compatibility, while the other is a narrower refresh of docker/build-push-action versions in docker image workflows.", - "confidence": 0.92, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42975 is the better canonical representative because it is the broader, more clearly scoped workflow-action compatibility upgrade across many files, centered on Node 24 support.", - "best_issue_reason": null, - "best_pr_reason": "PR #42975 is the best cluster anchor: it captures the main infra-wide dependency modernization theme and covers the widest shared workflow surface, whereas #42976 is a separate docker-action version bump.", - "soft_edge_verdicts": [ - { - "left": "pull_request:42975", - "right": "pull_request:42976", - "accept": false, - "reason": "They touch overlapping GitHub Actions workflows, but the concrete changes differ: #42975 upgrades many actions for Node 24 compatibility, while #42976 mainly bumps docker/build-push-action in docker image workflows. They are adjacent maintenance PRs, not the same underlying change." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -18346,190 +14386,93 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-42978-11", + "cluster_id": "cluster-42978-5", "nodes": [ "pull_request:42978", "pull_request:43448", "pull_request:43451", - "pull_request:45487", "pull_request:45490", - "pull_request:46109", - "pull_request:46135", - "pull_request:46151", - "pull_request:46162", - "pull_request:46214", - "pull_request:46225" + "pull_request:46162" ], "soft_pairs": [ "pull_request:42978|pull_request:43448", "pull_request:42978|pull_request:43451", "pull_request:42978|pull_request:45490", - "pull_request:42978|pull_request:46225", "pull_request:43448|pull_request:43451", "pull_request:43448|pull_request:45490", - "pull_request:43448|pull_request:46225", "pull_request:43451|pull_request:45490", - "pull_request:43451|pull_request:46225", - "pull_request:45487|pull_request:46214", - "pull_request:45487|pull_request:46151", - "pull_request:45490|pull_request:46225", - "pull_request:45490|pull_request:46162", - "pull_request:46109|pull_request:46214", - "pull_request:46109|pull_request:46151", - "pull_request:46135|pull_request:46214", - "pull_request:46135|pull_request:46151", - "pull_request:46151|pull_request:46214", - "pull_request:46162|pull_request:46214", - "pull_request:46162|pull_request:46225" + "pull_request:45490|pull_request:46162" ], - "prepared_review_unit_hash": "6d3711fd08e70be02f7d202ca77275518449b905332eaafcbf11a1ed7f71f383", + "prepared_review_unit_hash": "7bb4efceb80348412466693ab60d52910c921c01f6c71eb7c3956317f81c470c", "component_budget": { - "node_count": 11, - "item_count": 11, - "soft_pair_count": 20, - "serialized_chars": 34733, - "estimated_input_tokens": 8684, - "estimated_eval_tokens": 17624 + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 16553, + "estimated_input_tokens": 4139, + "estimated_eval_tokens": 8534 }, "budget": { - "node_count": 11, - "item_count": 11, - "soft_pair_count": 20, - "serialized_chars": 34733, - "estimated_input_tokens": 8684, - "estimated_eval_tokens": 17624 + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 16553, + "estimated_input_tokens": 4139, + "estimated_eval_tokens": 8534 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is not a true duplicate set: it mixes several unrelated model-addition PRs and several separate test/expectation tweaks. The only thematic overlap is the small XPU/distributed-test expectation subgroup, but those still target different test suites and code paths.", - "confidence": 0.94, + "summary": "All items are separate PRs: three add different models (ViT NEPA, Molmo, Molmo2), one adds CTSM, and one only adjusts XPU test expectations. The shared files are generic integration points, not evidence of duplicate underlying changes.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a real duplicate canonical, but PR 46109 is the closest representative of the only tightly related subset because it is the broadest of the XPU/distributed-test expectation updates and connects to the other expectation PRs more than the model-addition PRs do.", + "canonical_pr_reason": "No canonical PR: these are distinct model additions or a narrow test-only update, not the same concrete change.", "best_issue_reason": null, - "best_pr_reason": "PR 46109 is the best global representative of the cluster\u2019s only coherent slice: generic distributed trainer test expectations. It is still not a duplicate of the others, but it is the most central among the related test-only changes.", + "best_pr_reason": "PR 45490 is the cleanest representative of a self-contained model-addition change, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo); shared docs/auto wiring is incidental, not the same change." + "reason": "Different models (ViT NEPA vs Molmo); shared docs/auto-registry files are routine boilerplate, not the same bug or feature." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo2); same subsystem, but distinct models and implementations." + "reason": "Different model additions (ViT NEPA vs Molmo2) with no same code-path fix." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model additions (ViT NEPA vs CTSM) with unrelated architectures and files." - }, - { - "left": "pull_request:42978", - "right": "pull_request:46225", - "accept": false, - "reason": "Different model additions (ViT NEPA vs Rio2); not the same underlying feature." + "reason": "Different model additions (ViT NEPA vs CTSM); overlap is only in shared Transformers registration/docs plumbing." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model families/PRs, not one bug or one code change." + "reason": "Molmo and Molmo2 are related by name but are separate model integrations with different files and behavior." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model additions despite shared auto/doc plumbing." - }, - { - "left": "pull_request:43448", - "right": "pull_request:46225", - "accept": false, - "reason": "Molmo and Rio2 are distinct model integrations, not a duplicate fix." + "reason": "Molmo vs CTSM are unrelated model additions; shared repo plumbing does not make them the same change." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are different model additions with no shared underlying change." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46225", - "accept": false, - "reason": "Molmo2 and Rio2 are unrelated model additions." - }, - { - "left": "pull_request:45487", - "right": "pull_request:46151", - "accept": false, - "reason": "AltCLIP/ChineseCLIP model-parallel fix is unrelated to pipeline token-classification test expectations." - }, - { - "left": "pull_request:45487", - "right": "pull_request:46214", - "accept": false, - "reason": "AltCLIP/ChineseCLIP parallelism fix is a different code path from HRM text XPU expectations." - }, - { - "left": "pull_request:45490", - "right": "pull_request:46225", - "accept": false, - "reason": "CTSM and Rio2 are separate model-addition PRs; same auto-registration patterns do not make them duplicates." + "reason": "Molmo2 and CTSM are distinct model integrations, not one underlying fix." }, { "left": "pull_request:45490", "right": "pull_request:46162", "accept": false, - "reason": "Model addition for CTSM is unrelated to Florence2/LFM2-VL XPU test expectations." - }, - { - "left": "pull_request:46109", - "right": "pull_request:46151", - "accept": false, - "reason": "Distributed trainer parity tests and token-classification pipeline expectations are different test suites and failure modes." - }, - { - "left": "pull_request:46109", - "right": "pull_request:46214", - "accept": false, - "reason": "Both are test-related, but one is distributed trainer parity and the other is HRM text expectations; not the same change." - }, - { - "left": "pull_request:46135", - "right": "pull_request:46214", - "accept": false, - "reason": "Kosmos2.5 integration expectations and HRM text expectations are distinct model-specific test adjustments." - }, - { - "left": "pull_request:46135", - "right": "pull_request:46151", - "accept": false, - "reason": "Kosmos2.5 integration test updates and pipeline token-classification expectations are unrelated." - }, - { - "left": "pull_request:46151", - "right": "pull_request:46214", - "accept": false, - "reason": "Both add expectations, but for different components and failure signatures; not one underlying bug." - }, - { - "left": "pull_request:46162", - "right": "pull_request:46214", - "accept": false, - "reason": "Florence2/LFM2-VL XPU expectations and HRM text XPU expectations are separate model-specific test changes." - }, - { - "left": "pull_request:46162", - "right": "pull_request:46225", - "accept": false, - "reason": "Florence2/LFM2-VL XPU expectations are unrelated to adding the Rio2 model." + "reason": "CTSM model addition vs XPU test-expectation tweaks in Florence2/InstructBLIP/LFM2-VL; different scope and code paths." } ] }, @@ -18546,7 +14489,7 @@ "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -18562,7 +14505,7 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "a5a469b0458fe17c41e90ea5bac0d127df59cd6c2b0fc0209d30c8562032fb3d", + "prepared_review_unit_hash": "153e54216e1589f6743a7b3f62a1cd745f6f6152dbed6e583467dbf56a8575fa", "component_budget": { "node_count": 3, "item_count": 3, @@ -18583,34 +14526,7 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "All three PRs are unrelated: one changes Whisper decoding logic, one is a test-only patch for CLIP/ViT, and one fixes FP8/dequant loading paths across several components. None should be clustered as the same underlying change.", - "confidence": 0.96, - "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:44815 is the strongest standalone change: it has a concrete bug-fix scope across the FP8 loading/dequant path and includes the most substantive implementation work.", - "best_issue_reason": null, - "best_pr_reason": "pull_request:44815 is the best representative PR in this set because it addresses a specific runtime correctness issue with real code-path changes, unlike the test-only or narrow Whisper patch.", - "soft_edge_verdicts": [ - { - "left": "pull_request:43291", - "right": "pull_request:43665", - "accept": false, - "reason": "Different models and different code paths: Whisper tokenizer decoding vs CLIP/ViT test edits. No shared underlying bug or mergeable common fix." - }, - { - "left": "pull_request:43291", - "right": "pull_request:44815", - "accept": false, - "reason": "Both touch tokenization-related files, but they fix unrelated model-specific behaviors in different areas (Whisper decoding vs Mistral tokenization/FP8 loading). Not the same bug." - }, - { - "left": "pull_request:43665", - "right": "pull_request:44815", - "accept": false, - "reason": "Test-only CLIP/ViT assertions are unrelated to the FP8/dequant loading fix. They do not target the same concrete code-path problem." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -18624,7 +14540,7 @@ "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -18644,12 +14560,12 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "c300c73a714a7274812a73fa76814a5de4f927f60250162a43b7aace2af6d53f", + "prepared_review_unit_hash": "72e94abe501cb4d929ee3af6737916d0d1a04742da8e102a00b9cab6ad71ad2c", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11339, + "serialized_chars": 11340, "estimated_input_tokens": 2835, "estimated_eval_tokens": 5926 }, @@ -18657,7 +14573,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11339, + "serialized_chars": 11340, "estimated_input_tokens": 2835, "estimated_eval_tokens": 5926 }, @@ -18665,53 +14581,11 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "The strongest duplicate signal is the ViT test-migration pair 46100/46114; the other PRs are distinct. The packet\u2019s deterministic_accept flag on 45932/46100 is not supported by the visible diff, so it should not be treated as the same change.", - "confidence": 0.87, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46100 is the cleanest representative of the ViT test-migration duplicate pair: it is the minimal diff showing the inserted failing tests, while 46114 is a forked copy with the same change but a more specialized title.", - "best_issue_reason": null, - "best_pr_reason": "PR 46100 is the best global PR representative because it most clearly captures the underlying ViT test-migration change. 46114 is a near-copy of that same change, while 45932 and the other PRs touch different code paths or broader CI/modeling plumbing.", - "soft_edge_verdicts": [ - { - "left": "pull_request:43488", - "right": "pull_request:46114", - "accept": false, - "reason": "Both mention ViT tests, but 43488 also changes setup/versioning and dependency plumbing; 46114 is only a tiny test-migration PR, so they are not the same underlying change." - }, - { - "left": "pull_request:43488", - "right": "pull_request:43532", - "accept": false, - "reason": "These are different dummy PRs: 43488 is packaging/version/dependency setup plus a test file, while 43532 rewrites workflow/comment-CI and related utilities." - }, - { - "left": "pull_request:43532", - "right": "pull_request:46114", - "accept": false, - "reason": "Shared ViT test filename is not enough; 43532 is CI/workflow plumbing with broader unrelated edits, while 46114 is a minimal failing-test migration change." - }, - { - "left": "pull_request:45932", - "right": "pull_request:46100", - "accept": false, - "reason": "The deterministic_accept flag is inconsistent with the visible diffs: 45932 changes model code and CI secrets across several files, while 46100 only adds deliberately failing ViT tests, so they are not the same change." - }, - { - "left": "pull_request:46100", - "right": "pull_request:46114", - "accept": true, - "reason": "These are effectively the same ViT test-migration change: same file, same inserted failing tests, and the same narrow purpose, so they look like duplicate copies of one PR." - } - ] - }, - "evaluator_result": { - "accept": false, - "feedback": "The summary is not fully grounded in the packet. The packet marks pull_request:45932 | pull_request:46100 as deterministic_accept=true, but the analyst says the only true duplicate pair is 46100/46114. That overstates the evidence and ignores the strongest signal in the packet. Because of that, the global/canonical PR reasoning is not conservative enough. The 46100/46114 duplicate claim may be plausible from the diffs, but the writeup cannot assert exclusivity here." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -18734,7 +14608,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "fc011bde4e24b815cfb08205bf207e3adb9e9aef912cd2dda1bcf2e9761266b8", + "prepared_review_unit_hash": "e680838ba23ed7e41e9a0cf65261dfb4e24ead475f97cf95f11db67b2f798fb5", "component_budget": { "node_count": 2, "item_count": 2, @@ -18756,18 +14630,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are closely related in scope and infrastructure, but they add different pipelines for different tasks: promptable concept segmentation vs promptable visual segmentation. They should not be treated as duplicates.", - "confidence": 0.97, + "summary": "These are related pipeline additions, but they implement different features: promptable concept segmentation vs promptable visual segmentation. They share documentation and registry plumbing, yet they target different pipeline modules and model integrations, so they should not be deduplicated.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two pull requests implement distinct pipeline features for different segmentation tasks, not the same underlying change.", + "canonical_pr_reason": "PR #43613 is the broader, more complete pipeline addition, with support and tests spanning multiple segmentation/model integrations; it is the stronger representative of the cluster if one must be chosen.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a better duplicate canonical than the other; both are standalone feature additions, and the visual-segmentation PR is not a substitute for the concept-segmentation PR.", + "best_pr_reason": "PR #43613 is the best representative because it is the more comprehensive implementation and documentation set for the visual segmentation pipeline, with wider model coverage and clearer end-user scope.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different pipelines and different target tasks/code paths; they share framework/docs scaffolding but not the same underlying bug or change." + "reason": "Different underlying features and code paths: concept segmentation versus visual segmentation. Shared scaffolding and docs are not enough to treat them as the same change, and they would not plausibly be merged into one PR." } ] }, @@ -18784,7 +14658,7 @@ "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -18797,7 +14671,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "5590ee7fff176c2be8c71ba3686a579581d26c7559945374b9e69b6390053049", + "prepared_review_unit_hash": "93eb1f965f6297a4d61a1e5b0788d63abcac5afd606c7cbbfde59b49ab24ff18", "component_budget": { "node_count": 2, "item_count": 2, @@ -18818,22 +14692,7 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "Two open PRs both touch `trainer.py`, but they address different extension points in `Trainer`: one adds `_loss_is_scaled_for_ga` for gradient-accumulation loss scaling, the other adds `_get_signature_columns` for column filtering. They are related only by file and broad subsystem, not by the same underlying bug or change.", - "confidence": 0.95, - "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: the patches solve different problems in `Trainer` and should not be merged as duplicates.", - "best_issue_reason": null, - "best_pr_reason": "Neither PR is a duplicate of the other; if forced to pick a representative, `#43651` is slightly more self-contained and narrowly scoped, but `#43663` is equally valid for its separate feature.", - "soft_edge_verdicts": [ - { - "left": "pull_request:43651", - "right": "pull_request:43663", - "accept": false, - "reason": "Reject: both modify `trainer.py`, but one changes gradient-accumulation loss scaling and the other refactors signature-column inspection for custom trainers. They do not fix the same concrete code-path problem and would not plausibly be merged into one PR as duplicates." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -18860,7 +14719,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "8f0762a004e04e6f03f10485ebb193df9fbacc08950a8041d221f4964fc4e5c9", + "prepared_review_unit_hash": "10ff5b82b0116cc27d2b771a1756a10056bedfd14f53e28415ebc34754e51e76", "component_budget": { "node_count": 2, "item_count": 2, @@ -18882,18 +14741,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch `src/transformers/cli/serve.py`, but they address different runtime/type-hint problems. The stronger canonical candidate is the narrower `pydantic`-related NameError fix; the other is a separate typing/annotation cleanup. Soft match rejected.", - "confidence": 0.87, + "summary": "Two open PRs in the same CLI file both address NameError-type problems in `src/transformers/cli/serve.py`, but they target different causes: one is about forward-reference/type-annotation handling, the other about `TypeAdapter` import behavior when pydantic is absent. They are related, but not the same underlying fix.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the more specific and self-contained fix: it guards the `TypeAdapter` import behind `TYPE_CHECKING` and quotes the annotation so the CLI does not require `pydantic` at runtime.", + "canonical_pr_reason": "`pull_request:43842` is the more narrowly scoped and directly stated fix for the `TypeAdapter` NameError path, with a minimal change set in the same code path.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best representative of a concrete bug fix because it directly targets the runtime failure mode described in its title and diff, with minimal unrelated changes.", + "best_pr_reason": "`pull_request:43842` is the best representative of the cluster because it cleanly addresses one concrete runtime failure in `serve.py` without broadening into unrelated annotation cleanup.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Both touch the same file, but they fix different underlying issues: #43656 is a broader annotations/`__future__` typing change, while #43842 specifically fixes `TypeAdapter` being unavailable when `pydantic` is not installed. They are not the same code-path bug and would not be merged as one PR." + "reason": "Both touch `serve.py`, but they fix different NameError causes: one adjusts future annotations/type hints broadly, while the other explicitly handles `TypeAdapter` import/annotation behavior when pydantic is missing. They are related, not duplicates." } ] }, @@ -19085,12 +14944,12 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "2f74dcab86a770e0a07b14c38c49704cc87a4a01b7b56b113443136807633a5a", + "prepared_review_unit_hash": "5b651e41c7749923834251bc308dc1e5e4c404387e374f684797f18661455940", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84896, + "serialized_chars": 84895, "estimated_input_tokens": 21224, "estimated_eval_tokens": 42704 }, @@ -19107,198 +14966,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of independent model-by-model refactors to the new output-tracing/capture_outputs interface. The only clear duplicate/overlapping PRs are the GPT-J/CodeGen changes; the DeBERTa, SpeechT5, ViLT, Vits, RegNet/ResNet, and similar PRs are related by theme but not the same concrete code-path change.", - "confidence": 0.86, + "summary": "This cluster is mostly a set of model-specific refactors for standardized output tracing, not one single duplicate across the whole set. The only clear duplicate-like overlaps are within the GPT-Neo branch and the GPT-J/CodeGen branch; the rest touch different model code paths and should stay separate.", + "confidence": 0.74, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best canonical representative for the duplicate GPT-J/CodeGen refactor: it targets the same concrete output-tracing change as 44066/44085, explicitly ties to #43979, and appears to cover the shared code path most completely.", + "canonical_pr_reason": "PR 44722 is the best representative of the GPT-J/CodeGen output-tracing refactor: it targets the same issue scope, touches the same code paths as the closest GPT-J duplicates, and looks like the most explicit later iteration of that change.", "best_issue_reason": null, - "best_pr_reason": "44722 is the strongest global PR candidate because it is the clearest concrete implementation of the shared GPT-J/CodeGen output-tracing refactor and the most plausible merge target among the near-duplicates.", + "best_pr_reason": "PR 44722 is the strongest global PR candidate for this cluster, but only for the GPT-J/CodeGen subcluster. It is not a good canonical for the entire set because most other PRs are unrelated model-by-model migrations.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models and different code paths (FNet/CVT vs GPT-J); same theme only, not the same underlying change." + "reason": "Different model families and different forward paths; same tracking issue is not enough to merge them." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "FNet/CVT output-tracing refactor is unrelated to DeBERTa's attention/output changes." + "reason": "CVT/FNet refactor versus DeBERTa refactor; they are separate model implementations, not the same bug/change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors and touch the same underlying model code path; they look like overlapping implementations of the same change." + "reason": "Same GPT-J output-tracing refactor in the same file family and same issue scope, so this looks like an overlapping branch/iteration of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet output-tracing migrations are separate model implementations, not one duplicate bug or change." + "reason": "Both are output-tracing migrations, but for different models and code paths, so they are not duplicates." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet output tracing and GPT-J/CodeGen output tracing are different model-specific refactors." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model implementations; no shared concrete code-path problem." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor; broad standardization theme only." + "reason": "GPT-J/CodeGen versus EfficientNet: broad stylistic similarity only, not the same underlying change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated code paths, so this is not a duplicate." + "reason": "MobileNetV2 and DeBERTa are unrelated code paths, despite both being output-tracing refactors." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen refactor does not match MGP-STR's model-specific output handling." + "reason": "Different model code paths (GPT-J/CodeGen versus MGP-STR); same issue target does not make them duplicates." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate model refactors, not the same concrete bug/change." + "reason": "GPT-J/CodeGen and MPT are separate model implementations, so these are not the same change." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both target GPT-Neo output-tracing standardization in the same file/code path and are plausibly duplicate implementations of the same refactor." + "reason": "Both PRs refactor GPT-Neo output tracing in the same file scope; this is a plausible duplicate/iteration pair." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths, so this is only a thematic match." + "reason": "GPT-Neo and GPT-J/CodeGen are different model paths, even though both are output-tracing refactors." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo are distinct model refactors." + "reason": "GPT-J/CodeGen versus GPT-Neo: similar migration pattern, but not the same concrete code change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output-tracing refactor and GPT-J/CodeGen refactor are unrelated model-specific changes." + "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are unrelated model-specific changes." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR output tracing is a different model and code path from GPT-J/CodeGen." + "reason": "MGP-STR and GPT-J/CodeGen are different implementations with no shared code path." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet versus GPT-J/CodeGen; same broad subsystem theme, but not a duplicate." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different implementations; same refactor theme is not enough." + "reason": "GPT-Neo and ResNet are separate model refactors, not one underlying bug fix." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated model changes." + "reason": "ResNet and MPT are unrelated model code paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are separate model refactors, not duplicates." + "reason": "GPT-Neo output tracing and Flaubert output tracing are separate model-specific changes." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated code paths." + "reason": "Different model implementations and different affected code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths." + "reason": "GPT-Neo and GPT-J/CodeGen are distinct subclusters, not duplicates." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are distinct model-specific changes." + "reason": "MPT and GPT-J/CodeGen are unrelated model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo refactor is separate from GPT-J/CodeGen refactor." + "reason": "GPT-Neo versus GPT-J/CodeGen; same issue family, but not the same change." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated changes." + "reason": "GPT-Neo and MGP-STR are different models and code paths." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR do not share the same concrete code path." + "reason": "Different model families; similar refactor pattern only." }, { - "left": "pull_request:44071", - "right": "pull_request:44085", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different model-specific refactors." + "reason": "ViLT and Flaubert/XLM are unrelated model-specific changes." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 output tracing and MGP-STR output tracing are separate model implementations." + "reason": "GPT-2 and MGP-STR are separate model implementations, not one duplicate." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different code paths; only the general output-tracing theme overlaps." + "reason": "GPT-J and MGP-STR do not share a concrete code-path problem." }, { "left": "pull_request:44098", - "right": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "ViLT and XLM/Flaubert are distinct model refactors, not the same underlying change." + "reason": "ViLT and LongT5 are unrelated changes despite sharing the output-tracing theme." }, { "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "GPT2 and MPT are different model code paths." + "reason": "GPT-2 and MPT are different code paths." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer output-tracing refactor is unrelated to GPT-J/CodeGen." + "reason": "SegFormer and GPT-J/CodeGen are unrelated model refactors." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are separate model-specific refactors." + "reason": "SegFormer and LongT5 are separate model implementations." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and VisualBert are unrelated model changes." + "reason": "SegFormer versus VisualBert: same migration pattern, but not the same bug/change." }, { "left": "pull_request:44068", @@ -19306,198 +15171,117 @@ "accept": false, "reason": "GPT-Neo and MPT are different model code paths." }, - { - "left": "pull_request:44071", - "right": "pull_request:44086", - "accept": false, - "reason": "MPT and MGP-STR are unrelated model-specific refactors." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44073", - "accept": false, - "reason": "RegNet output tracing and VisualBert output tracing are different code paths." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44071", - "accept": false, - "reason": "SegFormer and MPT are separate model refactors." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44101", - "accept": false, - "reason": "VisualBert and XLM/Flaubert are not the same implementation change." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44068", - "accept": false, - "reason": "GPT2 and GPT-Neo are different model code paths." - }, - { - "left": "pull_request:44101", - "right": "pull_request:44161", - "accept": false, - "reason": "Flaubert/XLM and LongT5 are unrelated refactors." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44018", - "accept": false, - "reason": "SegFormer and GPT-Neo are different model implementations." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44056", - "accept": false, - "reason": "RegNet and MPNet are separate model refactors." - }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are different model code paths." + "reason": "MPT and ImageGPT are unrelated model-specific refactors." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated model-specific changes." + "reason": "TextNet and Flaubert/XLM are different model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet/ResNet and GPT-Neo are not the same underlying change." + "reason": "RegNet and GPT-Neo are separate model paths, not a duplicate change." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are different model refactors." + "reason": "MPNet and LongT5 are unrelated model-specific refactors." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet/ResNet and LongT5 are unrelated code paths." + "reason": "RegNet and LongT5 are not the same underlying code change." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are separate model changes." + "reason": "TextNet and LongT5 are different model code paths." }, { "left": "pull_request:44018", - "right": "pull_request:44161", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and LongT5 are different model code paths." + "reason": "GPT-Neo output tracing and SpeechT5 output tracing are separate model changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44071", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "RegNet/ResNet and MPT are unrelated refactors." + "reason": "MPNet and Flaubert/XLM are unrelated implementations." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are different model-specific changes." + "reason": "SqueezeBert and MPT are different model paths." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are distinct model code paths." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44073", - "accept": false, - "reason": "SqueezeBert and VisualBert are unrelated model refactors." + "reason": "GPT-Neo and SpeechT5 are not the same bug/change." }, { "left": "pull_request:43997", - "right": "pull_request:44074", + "right": "pull_request:44056", "accept": false, - "reason": "RegNet/ResNet and TextNet are separate model-specific changes." + "reason": "RegNet and MPNet are separate model refactors." }, { - "left": "pull_request:44018", - "right": "pull_request:44044", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-Neo and DeBERTa are different model code paths." + "reason": "SqueezeBert and VisualBert are unrelated model implementations." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "DeBERTa and TextNet are unrelated changes." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor with overlapping file changes; these are the closest duplicate pair in the cluster." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Both are GPT-J output-tracing refactors that touch the same underlying implementation and look mergeable into one change." + "reason": "VisualBert and Flaubert/XLM are different code paths." }, { - "left": "pull_request:44085", - "right": "pull_request:44129", + "left": "pull_request:44059", + "right": "pull_request:44068", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model-specific refactors." + "reason": "GPT-2 and GPT-Neo are different models; similar output tracing does not make them duplicates." }, { - "left": "pull_request:43996", - "right": "pull_request:44007", + "left": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "FNet/CVT and RegNet/ResNet are separate model implementations; not a duplicate." + "reason": "Flaubert/XLM and LongT5 are unrelated model changes." }, { - "left": "pull_request:43996", - "right": "pull_request:44129", + "left": "pull_request:44017", + "right": "pull_request:44018", "accept": false, - "reason": "FNet/CVT and SpeechT5 are unrelated code paths." + "reason": "SegFormer and GPT-Neo are separate model-specific refactors." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "DeBERTa and SpeechT5 are different model refactors." + "reason": "SqueezeBert and DeBERTa are unrelated model implementations." }, { "left": "pull_request:44044", - "right": "pull_request:44154", - "accept": false, - "reason": "DeBERTa and Vits are separate model-specific changes." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44072", - "accept": false, - "reason": "GPT-J/CodeGen and EfficientNet are different model code paths." - }, - { - "left": "pull_request:44072", - "right": "pull_request:44722", + "right": "pull_request:44074", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated refactors." + "reason": "DeBERTa and TextNet are different code paths." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative about unrelated model-specific refactors. The duplicate/overlapping PR calls are also supported: GPT-J/CodeGen (44066/44085/44722) and GPT-Neo (44018/44068) share the same code paths, while the false pairings are appropriately rejected." - }, + "evaluator_result": null, "evaluator_used": true, "retried": false, "accepted_nontrivial_soft_edge": true, @@ -19534,12 +15318,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "bc8106fc812e44d16604a9b15a8cf14b907b9a07bbcfc880496b1d620358f821", + "prepared_review_unit_hash": "0a7a7834aff24b2cfe63d39e59a6a32666a116c1eb48dd3ae0f3b16a32efc8fb", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84896, + "serialized_chars": 84895, "estimated_input_tokens": 21224, "estimated_eval_tokens": 42704 }, @@ -19547,7 +15331,7 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17126, + "serialized_chars": 17125, "estimated_input_tokens": 4282, "estimated_eval_tokens": 8820 }, @@ -19556,48 +15340,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a set of separate model-specific PRs all migrating different Transformers models to standardized output tracing/capture helpers. They share a pattern, but they are not duplicates of the same underlying change or code path.", + "summary": "These PRs are all similar refactors toward standardized output tracing/capture, but they touch different model implementations and code paths, so they should not be merged as duplicates.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "44073 is the clearest representative of the shared refactor pattern: it introduces `can_return_tuple`/`capture_outputs` and model-specific output hook registration in a self-contained, well-scoped VisualBert change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "44073 is the best overall representative PR because its title and diff most clearly express the standardized output-tracing migration without being overly model-specific or incomplete.", + "best_pr_reason": "PR 44129 is the strongest standalone representative because it has an explicit issue target and a concrete output-tracing refactor, but it is still specific to SpeechT5 and not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing refactors, but for different models (FocalNet vs ImageGPT). Different classes and code paths; not one mergeable fix." + "reason": "Different models and forward paths (FocalNet vs ImageGPT); same refactor theme, not the same underlying change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate model implementations. Same refactor theme, but not the same underlying bug/change." + "reason": "VisualBert and TextNet are unrelated model implementations; these are parallel decorator migrations, not one mergeable fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both standardize output tracing, but MPNet and VisualBert have distinct encoder/attention code paths and separate model-specific hook wiring." + "reason": "MPNet and VisualBert each change their own output-capture wiring; no shared concrete bug or code path." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different models and different forward paths. This is a shared migration pattern, not a duplicate PR." + "reason": "Both are output-tracing refactors, but they affect different architectures and files, so they are not duplicates." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model implementations; these are parallel refactors, not the same fix." + "reason": "RegNet and SqueezeBert are separate model-specific migrations with no evidence of the same defect or fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 touch different model stacks, and SpeechT5 also targets a specific issue. Not the same concrete change." + "reason": "SqueezeBert vs SpeechT5: shared modernization pattern only, not the same code-path problem." } ] }, @@ -19682,298 +15466,298 @@ "pull_request:44002|pull_request:46106", "pull_request:43998|pull_request:46106" ], - "prepared_review_unit_hash": "849968201de66f33101dc0f547ed0df52a49fb235df4d21cf38574b9620342bf", + "prepared_review_unit_hash": "c395513bed9ef274d0b5fb2658aca77645b131707463e5c3ff06962ae48a67d5", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 44, - "serialized_chars": 43396, - "estimated_input_tokens": 10849, - "estimated_eval_tokens": 21954 + "serialized_chars": 43391, + "estimated_input_tokens": 10848, + "estimated_eval_tokens": 21952 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 44, - "serialized_chars": 43396, - "estimated_input_tokens": 10849, - "estimated_eval_tokens": 21954 + "serialized_chars": 43391, + "estimated_input_tokens": 10848, + "estimated_eval_tokens": 21952 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a batch of model-specific output-tracing refactors plus one unrelated docs toctree edit. The shared wording/pattern makes them look similar, but they are not the same underlying bug or change, so none of the soft edges should be merged.", - "confidence": 0.97, + "summary": "This cluster is a loose theme match around output-tracing refactors across many unrelated model implementations, plus one unrelated docs PR. They are not duplicates of the same underlying change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: these are separate per-model refactors with only template-level similarity, not one duplicated fix.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "44025 is the closest representative because it covers two related depth_anything variants and shows the refactor pattern cleanly, but it still isn't merge-equivalent to the rest of the batch.", + "best_pr_reason": "PR 44003 is the strongest representative of the theme because it is the most substantial code change and introduces shared output-capturing plumbing across two related model files, making it the best single canonical candidate if one is needed.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different models and code paths (timm_backbone vs upernet); same refactor style only." + "reason": "Different model families (`timm_backbone` vs `upernet`); same refactor style, not the same code-path bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model families and forward paths; similarity is only the shared output-tracing refactor pattern." + "reason": "Different subsystems (`timm_backbone` vs `vision_text_dual_encoder`); only the high-level output-tracing pattern matches." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Separate model implementations (timm_backbone vs univnet), not the same fix." + "reason": "Separate models with different forward logic; not one mergeable fix." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Unrelated architectures and files; no shared underlying bug/change." + "reason": "`timm_backbone` output tracing is unrelated to the Mamba/FalconMamba output-capturing plumbing." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model code paths (timm_backbone vs rwkv); only the refactor template matches." + "reason": "Different architectures (`timm_backbone` vs `rwkv`) and different output-handling code paths." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated; same tracing refactor idea, not one duplicate change." + "reason": "MobileNetV1 and UnivNet are unrelated models; same refactor theme only." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different models and outputs; no common concrete bug to merge." + "reason": "MobileNetV1 vs UperNet are distinct implementations with no shared concrete bug." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and forward implementations; not the same underlying change." + "reason": "Different model code paths (`mobilenet_v1` vs `depth_anything`); not the same fix." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Separate encoder/decoder vs MobileNetV1 refactors; template similarity only." + "reason": "MobileNetV1 output tracing is unrelated to VisionEncoderDecoder changes." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different subsystems and code paths; not merge-equivalent." + "reason": "Different models (`mobilenet_v1` vs `speech_encoder_decoder`); not one underlying change." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated; same refactor motif only." + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated code paths." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models and forward paths; no shared underlying fix." + "reason": "Different model families; shared refactor pattern is not enough to merge." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Distinct model families (CLIP-style dual encoder vs mamba variants); not duplicates." + "reason": "Multimodal CLIP-like code vs Mamba/FalconMamba output tracing are different concrete changes." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different target models and code paths; similar output-tracing cleanup only." + "reason": "Different model implementations and forward signatures; not a duplicate change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated; same refactor pattern, different change." + "reason": "UnivNet and UperNet are unrelated models and fixes." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and implementation details; not the same bug or fix." + "reason": "UnivNet output tracing is not the same code path as Mamba/FalconMamba." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and forward signatures; only the shared tracing refactor matches." + "reason": "Different architectures and files; same theme only." }, { - "left": "pull_request:44001", - "right": "pull_request:44004", + "left": "pull_request:44002", + "right": "pull_request:44029", "accept": false, - "reason": "UnivNet vs CodeGen are unrelated code paths; not a duplicate PR pair." + "reason": "UperNet segmentation code vs RWKV output capture are unrelated." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "UperNet and Mamba/Falcon-Mamba are unrelated; no single concrete change in common." + "reason": "UperNet and Mamba/FalconMamba are different concrete changes." }, { - "left": "pull_request:44002", + "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and fixes; same refactor theme only." + "reason": "Mamba/FalconMamba output-capturing work is not the same change as CodeGen cache/signature refactoring." }, { - "left": "pull_request:44003", + "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Falcon/Mamba output tracing and CodeGen output tracing are separate model-specific changes." + "reason": "Timm backbone and CodeGen touch unrelated code paths." }, { - "left": "pull_request:43998", + "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "TimmBackbone and CodeGen are unrelated; the similarity is only cosmetic." + "reason": "UnivNet and CodeGen are unrelated models." }, { - "left": "pull_request:44001", + "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different model paths and behavior; no mergeable duplicate fix here." + "reason": "UperNet and CodeGen fixes do not share a concrete code-path problem." }, { - "left": "pull_request:44002", + "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen touch different subsystems, so this is not the same change." + "reason": "Vision/Text dual encoder and CodeGen are different implementations, not one bug." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything vs Vision Encoder-Decoder are separate model implementations; only the refactor pattern is shared." + "reason": "Depth Anything and VisionEncoderDecoder are separate model-specific refactors." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different models and output schemas; not the same underlying bug or change." + "reason": "Depth Anything vs SpeechEncoderDecoder is not the same change." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth-anything refactor and SuperPoint refactor are unrelated code paths." + "reason": "Depth Anything and SuperPoint have different forward/output code paths." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families (depth estimation vs RWKV); no duplicate fix." + "reason": "Depth Anything and RWKV are unrelated model implementations." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth-anything and DPR are unrelated; same refactor style only." + "reason": "Depth Anything and DPR are distinct changes in different subsystems." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Vision Encoder-Decoder and RWKV are different code paths and fixes." + "reason": "VisionEncoderDecoder and RWKV are unrelated code paths." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Different model stacks (vision-text vs speech encoder-decoder); not merge-equivalent." + "reason": "VisionEncoderDecoder vs SpeechEncoderDecoder are different concrete fixes." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Encoder-decoder refactor vs SuperPoint refactor are unrelated changes." + "reason": "VisionEncoderDecoder and SuperPoint are unrelated model changes." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and output behavior; only the template matches." + "reason": "VisionEncoderDecoder and DPR do not share the same bug or patch." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech Encoder-Decoder and SuperPoint are unrelated models; not the same fix." + "reason": "SpeechEncoderDecoder and SuperPoint are different model families and changes." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model code paths; no shared underlying bug/change." + "reason": "SpeechEncoderDecoder and RWKV are unrelated fixes." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech Encoder-Decoder vs DPR are separate changes, not duplicates." + "reason": "SpeechEncoderDecoder and DPR touch different code paths." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated; similarity is only the refactor style." + "reason": "SuperPoint and RWKV are unrelated implementations." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model implementations and behavior; not the same underlying change." + "reason": "SuperPoint and DPR are distinct model-specific changes." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated code paths; no common duplicate fix." + "reason": "RWKV and DPR are different models with different fixes." }, { "left": "pull_request:44027", "right": "pull_request:46106", "accept": false, - "reason": "A docs toctree edit is not the same kind of change as a Speech Encoder-Decoder code refactor." + "reason": "SpeechEncoderDecoder code changes are unrelated to the docs toctree update." }, { "left": "pull_request:44026", "right": "pull_request:46106", "accept": false, - "reason": "Documentation navigation change is unrelated to the Vision Encoder-Decoder refactor." + "reason": "VisionEncoderDecoder refactor and docs navigation change are not the same artifact." }, { "left": "pull_request:44001", "right": "pull_request:46106", "accept": false, - "reason": "UnivNet code refactor and docs toctree update are different kinds of changes." + "reason": "UnivNet model code and docs toctree edits are unrelated." }, { "left": "pull_request:44002", "right": "pull_request:46106", "accept": false, - "reason": "UperNet model refactor is unrelated to the docs-only toctree change." + "reason": "UperNet model changes do not match a documentation-only fix." }, { "left": "pull_request:43998", "right": "pull_request:46106", "accept": false, - "reason": "TimmBackbone code refactor and docs navigation change do not fix the same thing." + "reason": "Timm backbone output tracing and a docs toctree edit are unrelated changes." } ] }, @@ -20006,52 +15790,52 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "2d9bc19f34434295ee25bca505623ecfd244f2955d09508d60f9537adeae9132", + "prepared_review_unit_hash": "a9260021c96ced62311090616825aad1453eb246a7eeadba62fa07fbc29ed2ff", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10913, - "estimated_input_tokens": 2729, - "estimated_eval_tokens": 5714 + "serialized_chars": 10911, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10913, - "estimated_input_tokens": 2729, - "estimated_eval_tokens": 5714 + "serialized_chars": 10911, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three distinct model-addition PRs (PenguinVL, DeepSeek-OCR-2, Voxtral-TTS). They overlap only on boilerplate registration/docs files and do not appear to fix the same underlying code-path or model implementation, so none should be clustered as duplicates.", - "confidence": 0.98, + "summary": "These are three separate model-addition PRs for different architectures (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). Their overlap is limited to generic docs/auto-registry plumbing, so they are not duplicates and should not be merged.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: each PR introduces a different model and a different concrete code path, so there is no single duplicate target.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "None of these is a strong global canonical PR; 45075 is the most complete model-implementation PR, but it is still unrelated to the others.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model integrations (PenguinVL vs Voxtral-TTS). Shared files are only auto-registry/docs scaffolding, not the same implementation or bug fix." + "reason": "Different model additions (PenguinVL vs Voxtral TTS). Shared files are generic registry/docs boilerplate, not the same bug or feature." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Both add separate models and touch common Transformers registration files, but they are unrelated code changes with different architectures, processors, and tests." + "reason": "Different model additions (PenguinVL vs DeepSeek-OCR-2). They overlap only in common auto/config/docs wiring, not a shared concrete implementation." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral-TTS are unrelated model additions; overlap is limited to shared framework plumbing, which is insufficient to merge as one PR." + "reason": "Different model additions (DeepSeek-OCR-2 vs Voxtral TTS). Similar filenames reflect broad framework integration, but the model codepaths and goals are unrelated." } ] }, @@ -20081,12 +15865,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "a464cfe6140a5fff55d89efcf10ae43c109abbc2508cdce4f3f204381015e527", + "prepared_review_unit_hash": "5d1c9005aa3aaa045f1279ea0ed9b8264d41d0b5a2a78ce3349609437b3c9557", "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 }, @@ -20094,7 +15878,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -20103,18 +15887,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related kernel/module-fusion feature PRs, but they target different abstractions and code paths: one introduces a new Module Fusion API, while the other wires n-to-1 kernel fusion through KernelConfig and modeling/integration changes. They should not be treated as duplicates.", - "confidence": 0.94, + "summary": "These are related fusion-feature PRs, but they target different layers: one introduces a general module-fusion API, while the other wires KernelConfig into model loading for a specific n-to-1 kernel-fusion workflow.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45363 is the better canonical representative because it implements the more concrete end-to-end feature path (KernelConfig-driven fusion) across the main integration points and includes a usage example.", + "canonical_pr_reason": "PR 44979 is the broader foundational change: it adds a new module fusion API and dedicated tests, and appears to be the underlying abstraction rather than a feature-specific integration.", "best_issue_reason": null, - "best_pr_reason": "PR 45363 is the stronger overall representative for this cluster since it is the more complete user-facing fusion change and is easier to map to a specific merged capability.", + "best_pr_reason": "PR 45363 is the most user-facing and complete end-to-end feature: it spans multiple integration points, includes a usage example, and represents a concrete kernel-fusion workflow.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "44979 adds a standalone Module Fusion API, while 45363 adds n-to-1 kernel fusion via KernelConfig and touches different integration/code paths. They share theme, not the same underlying bug/change." + "reason": "Related conceptually, but not the same underlying change. 44979 adds generic module-fusion API infrastructure, while 45363 integrates KernelConfig and model-loading hooks for n-to-1 kernel fusion. They touch different code paths and would not plausibly be merged as one duplicate PR." } ] }, @@ -20144,7 +15928,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "06fc293f5a2c69356a0796b5e3e23800e0ce1617c5c60c3fbcccbf3edef44ef5", + "prepared_review_unit_hash": "098961d56ef7cda4f520dbfa156b2d5c56951f32a7a6fd9c17fca58490e70716", "component_budget": { "node_count": 2, "item_count": 2, @@ -20166,18 +15950,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs implement the same Mistral regex patch for the same issue (#45081); the later PR adds tests and is the more complete representative.", - "confidence": 0.97, + "summary": "Both pull requests address the same Mistral regex patch AttributeError in the same code path and appear to be duplicate fix attempts for issue #45081. PR #45317 is the stronger canonical candidate because it is more complete and includes tests.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45317 is the more complete version of the same fix: it makes the same AttributeError patch and also adds test coverage, so it is the best canonical PR for this cluster.", + "canonical_pr_reason": "PR #45317 is the better canonical PR because it fixes the same bug as #45086 but is more complete, with an added test file and clearer final title/description.", "best_issue_reason": null, - "best_pr_reason": "PR #45317 is the strongest standalone candidate because it contains the same code-path fix as #45086 plus tests, making it the more merge-ready implementation.", + "best_pr_reason": "PR #45317 is the best overall PR candidate: same concrete fix, same target issue, and broader validation via tests, making it the most merge-ready representation of this change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Both PRs fix the same concrete AttributeError in `_patch_mistral_regex` by changing `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same file; #45317 is simply a more complete follow-up with tests." + "reason": "Same underlying AttributeError fix in _patch_mistral_regex, same file and issue target, and the second PR is an expanded version with tests; they could plausibly be merged into one PR." } ] }, @@ -20207,7 +15991,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "8f3329e455b7557b961e710950a02e55601f9b272a50e8681b15887ded426701", + "prepared_review_unit_hash": "f8b016b3147f6228f00c1c3cfe05fde764fa7bb6336464756e1d0551af8ec70d", "component_budget": { "node_count": 2, "item_count": 2, @@ -20229,18 +16013,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related NemotronH model refactors, but they do not look like the same concrete change. PR 45115 focuses on inheritance/conversion mapping for NemotronH, while PR 45569 is a broader model split introducing NemotronHDense/NemotronHSparse, docs, auto-mapping, and tests.", - "confidence": 0.87, + "summary": "Two related but distinct NemotronH pull requests: one refactors conversion/inheritance plumbing, the other introduces separate NemotronH Dense/Sparse variants and documentation. They overlap on shared model files, but they are not the same code-path fix.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the broader, more complete architecture change and likely the best representative for the NemotronH family restructuring; PR 45115 is a narrower preparatory refactor around conversion/mapping.", + "canonical_pr_reason": "PR #45569 is the broader and more representative change set: it adds the Dense/Sparse model split, updates auto-mapping, docs, and tests. It best captures the main NemotronH model-organization work in this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 most directly captures the end-state change: dispatcher over dense/sparse variants plus model, auto, docs, and test updates. It is the best single PR to anchor this cluster.", + "best_pr_reason": "PR #45569 is the best single representative because it covers the larger user-visible model API and documentation changes, whereas #45115 is a narrower internal refactor/conversion mapping update.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They share NemotronH-related files, but 45115 is a narrow inheritance/conversion-mapping refactor, while 45569 is a broader split into dense/sparse model variants with docs and tests. They are related work, not the same mergeable fix." + "reason": "Shared NemotronH files are not enough here: #45115 focuses on conversion mapping and GranitemoeHybrid-style inheritance, while #45569 adds separate Dense/Sparse model variants plus docs and auto-mapping updates. Different concrete changes, so not a duplicate PR pair." } ] }, @@ -20257,7 +16041,7 @@ "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -20270,7 +16054,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "26027937e4d88c502677f1ac5f43cecb8f68be4d301d116fe7755bb320166e98", + "prepared_review_unit_hash": "903f54d8220c5c52a90b7cdd05626e9eb47e18aa75fbe1050be36629ced26112", "component_budget": { "node_count": 2, "item_count": 2, @@ -20291,22 +16075,7 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "These two PRs are related feature work in the heterogeneity area, but they are not the same concrete change: one adds per-layer config plumbing, while the other adds broader heterogeneous model/runtime support that builds on it.", - "confidence": 0.81, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader umbrella PR: it covers heterogeneous model behavior across cache/model/masking paths and appears to incorporate the config groundwork rather than being the same standalone change as #45333.", - "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best representative of the cluster because it spans the wider end-to-end heterogeneous support; #45333 is narrower config-only infrastructure.", - "soft_edge_verdicts": [ - { - "left": "pull_request:45332", - "right": "pull_request:45333", - "accept": false, - "reason": "Reject: #45333 is per-layer configuration plumbing, while #45332 adds heterogeneous model/runtime support and only shares the same subsystem and helper files. They are related, but not the same underlying fix/change and would not plausibly be merged as one PR." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -20333,7 +16102,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "d2acc15ead8a138a54b8e333731bd239e0f2360ed4b232afea6aea7d3119acfe", + "prepared_review_unit_hash": "54f49e73a1a36ea5b037452cc9f7637ea114b377e6a2d9d81435f414ac7743e4", "component_budget": { "node_count": 2, "item_count": 2, @@ -20355,18 +16124,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are typing-related, but they address different changes: one is a broad type-checking cleanup across many files, while the other adds reusable typing protocols/aliases for modeling and PEFT-related code. They are related in theme, not duplicates.", - "confidence": 0.92, + "summary": "Two separate typing-focused PRs in transformers. They overlap in the broad area of type-checking work and share a few files, but they target different scopes and changesets, not the same underlying fix.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45415 is the broader umbrella change in the cluster: it applies type-checking cleanup across many `src/transformers/*` files and updates type-ignore policy, so it is the most representative PR if one needs a single canonical item.", + "canonical_pr_reason": "PR #45425 is the more coherent representative of the cluster: it adds shared typing protocols/aliases and updates a small set of type-sensitive code paths, whereas #45415 is a broad repo-wide typing sweep across many modules.", "best_issue_reason": null, - "best_pr_reason": "PR 45415 is the best overall representative because it covers the widest surface area and is the clearest cluster anchor for the typing cleanup theme.", + "best_pr_reason": "#45425 is the better standalone PR for this cluster because it has a focused technical objective and a clearer change boundary. #45415 is too broad and looks like an orthogonal typing cleanup rather than the same change.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are about typing, but they fix different concrete things: 45415 is a broad typing-pass / ignore-policy sweep across many files, while 45425 introduces new typing aliases and protocols for `modeling_utils`/PEFT integration. The overlap is thematic and partial, not the same underlying change, so they should remain separate." + "reason": "Both are typing-related, but they are not the same concrete code-path problem. #45415 is a large multi-file type-checking sweep, while #45425 introduces typing protocols/aliases and fixes specific modeling_utils integration points. Shared files alone are not enough to treat them as duplicates or mergeable into one PR." } ] }, @@ -20388,6 +16157,153 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45487-9", + "nodes": [ + "pull_request:45487", + "pull_request:46069", + "pull_request:46073", + "pull_request:46109", + "pull_request:46135", + "pull_request:46151", + "pull_request:46154", + "pull_request:46196", + "pull_request:46230" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:46230", + "pull_request:45487|pull_request:46151", + "pull_request:46069|pull_request:46073", + "pull_request:46069|pull_request:46154", + "pull_request:46069|pull_request:46196", + "pull_request:46073|pull_request:46154", + "pull_request:46073|pull_request:46196", + "pull_request:46109|pull_request:46151", + "pull_request:46135|pull_request:46151", + "pull_request:46151|pull_request:46230", + "pull_request:46154|pull_request:46196", + "pull_request:46154|pull_request:46230" + ], + "prepared_review_unit_hash": "12c578022ce133e7f36ab16a679085cc33816b570feacc9d304bffa6a5eab451", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 23818, + "estimated_input_tokens": 5955, + "estimated_eval_tokens": 12166 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 23818, + "estimated_input_tokens": 5955, + "estimated_eval_tokens": 12166 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly superficial similarity across unrelated PRs: several model-specific SDPA dispatch additions, separate model-parallel fixes, and test expectation updates. None look like true duplicates of the same concrete bug or change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a true canonical for the cluster because the items are unrelated changes; if a representative is needed, 46154 is the clearest standalone feature PR with a specific model target and broader test coverage.", + "best_issue_reason": null, + "best_pr_reason": "46154 is the strongest overall representative: its title is specific, the change is coherent, and it includes both modeling and test updates for a concrete SDPA-dispatch implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:46230", + "accept": false, + "reason": "Both mention device/model-parallel issues, but they fix different code paths in different models; not the same bug." + }, + { + "left": "pull_request:45487", + "right": "pull_request:46151", + "accept": false, + "reason": "AltCLIP/ChineseCLIP model-parallel fix is unrelated to token-classification pipeline test expectations." + }, + { + "left": "pull_request:46069", + "right": "pull_request:46073", + "accept": false, + "reason": "Both add SDPA dispatch support, but for different models with separate implementations." + }, + { + "left": "pull_request:46069", + "right": "pull_request:46154", + "accept": false, + "reason": "Same broad SDPA theme, but ShieldGemma2 and T5 are distinct model-specific changes." + }, + { + "left": "pull_request:46069", + "right": "pull_request:46196", + "accept": false, + "reason": "Both are model-specific SDPA dispatch PRs, but they target different architectures and code paths." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Same feature area, but CTRL and T5 are different model implementations; not mergeable as one duplicate PR." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "Both are SDPA dispatch additions, but for different models and not the same underlying fix." + }, + { + "left": "pull_request:46109", + "right": "pull_request:46151", + "accept": false, + "reason": "Generic distributed trainer test cleanup is unrelated to pipeline token-classification XPU expectations." + }, + { + "left": "pull_request:46135", + "right": "pull_request:46151", + "accept": false, + "reason": "Kosmos2.5 integration-test expectations and token-classification pipeline expectations are different test updates, not duplicates." + }, + { + "left": "pull_request:46151", + "right": "pull_request:46230", + "accept": false, + "reason": "Pipeline XPU expectations are unrelated to the generation/model-parallel fix in 46230." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "Both support SDPA dispatch, but they apply to different model families and code paths." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46230", + "accept": false, + "reason": "T5 SDPA dispatch and the model-parallel fix touch different problems and should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 28, + "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-45513-3", "nodes": [ "pull_request:45513", @@ -20398,7 +16314,7 @@ "pull_request:45513|pull_request:46084", "pull_request:46084|pull_request:46098" ], - "prepared_review_unit_hash": "584a6308539d9c38dfbe37b975bd38830bd8f4ed81958258cd6837ec0491bb81", + "prepared_review_unit_hash": "7ed2c8c80e9ea59ddd0e03c6769a9663d13d080d775d03522cfab4a3847034ee", "component_budget": { "node_count": 3, "item_count": 3, @@ -20420,31 +16336,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs are about the same Mamba2 cached-forward bug with `use_cache` and `seq_len > 1`; the Qwen3.5 PR is unrelated and only similar at a high level.", - "confidence": 0.92, + "summary": "Two PRs target the same Mamba2 use_cache seq_len>1 bug; the Qwen3.5 PR is unrelated and should stay separate.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46098 is the best canonical PR because it targets the same Mamba2 `use_cache` seq_len>1 bug as #46084, but appears broader and more complete (explicit issue target, docs, tests, and both CPU/GPU path coverage).", + "canonical_pr_reason": "PR #46098 is the best canonical PR because it addresses the Mamba2 seq_len>1 cache bug more completely, covering both CPU and GPU paths and including tests/docs, while still centering on the same underlying fix.", "best_issue_reason": null, - "best_pr_reason": "PR #46098 is the strongest representative of the cluster: it directly references the tracking issue, covers the core Mamba2 cached-forward incorrect-results bug, and includes the most complete fix surface.", + "best_pr_reason": "PR #46098 is the strongest representative for the cluster: it is the most complete and explicit fix for the shared Mamba2 cache-length bug, with the clearest scope and supporting updates.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different model families and bugs: Qwen3.5 GDN linear attention vs Mamba2 cached forward. The similarity is only the general pattern of multi-token cached decoding." + "reason": "Different models and code paths: 45513 is about Qwen3.5/OLMo hybrid linear attention cached forward, while 46084 is a Mamba2 use_cache seq_len>1 fix. They do not appear to be the same underlying bug or change." }, { "left": "pull_request:46084", "right": "pull_request:46098", "accept": true, - "reason": "Same underlying Mamba2 `use_cache` with `seq_len > 1` bug, same target issue, same code area and tests; #46098 looks like a broader version of the same fix." + "reason": "Both PRs fix the same Mamba2 use_cache seq_len>1 cached-forward bug in the model code, and they could plausibly be merged into one PR. 46098 is broader, but the underlying problem and affected file overlap materially." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet. The 45513 vs 46084 soft rejection is conservative and supported by the clearly different model families and bugs. The 46084 vs 46098 soft acceptance is also supported: both target issue 46032, touch the same Mamba2 files, and 46098 appears to be a broader version of the same fix. No overstatement detected." - }, + "evaluator_result": null, "evaluator_used": true, "retried": false, "accepted_nontrivial_soft_edge": true, @@ -20453,7 +16366,7 @@ }, { "label": "pull_request", - "component_index": 23, + "component_index": 24, "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, @@ -20470,12 +16383,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "0cf0adb3ed36830afaf9bb140ae2de108bfb4ba8cf53bb2ded5581b0c9038e6c", + "prepared_review_unit_hash": "5798dfc8d14206d3cd59217049afb18cec78d84cd711802c11ca1fb1edd64b0e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -20483,7 +16396,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -20492,18 +16405,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are EP-related, but they fix different concrete bugs: one is about preserving distributed_config / EP state during loading, the other about expert tensors being overwritten by rank-0 broadcast in FSDP2. They are similar in subsystem, not in underlying change.", - "confidence": 0.93, + "summary": "Both PRs are about expert-parallelism loading behavior, but they fix different bugs and code paths: one handles EP + DeepSpeed ZeRO-3/accelerate serialization/loading, the other fixes EP + FSDP2 rank-0 broadcast overwriting experts. Related subsystem, not duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the more concrete, narrowly described bug fix: expert parameters are being overwritten by rank-0 broadcast during EP/FSDP2 loading. It reads as a specific code-path correction rather than a broader loading/serialization cleanup.", + "canonical_pr_reason": "PR #45662 is the more concrete and broader EP loading bug fix, with explicit handling in core model loading plus MoE/tensor-parallel paths; it is the better cluster representative than the more narrow ZeRO-3 serialization adjustment in #45548.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest representative of this cluster because it targets a clearly defined failure mode in expert-parallel loading and has the more actionable fix surface.", + "best_pr_reason": "PR #45662 is the strongest standalone candidate because it addresses a clear, high-impact corruption bug (experts overwritten during FSDP2 broadcast) and includes the most direct code-path fix.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Do not merge as duplicates: #45548 fixes EP + DeepSpeed ZeRO-3 loading/serialization via accelerate launch, while #45662 fixes EP + FSDP2 rank-0 broadcast overwriting expert parameters. Same subsystem, different underlying bugs and different fix paths." + "reason": "They share EP/distributed loading context, but the bugs differ: #45548 targets accelerate/ZeRO-3 config serialization and model loading, while #45662 fixes FSDP2 broadcast behavior that overwrites expert weights. Not the same underlying change." } ] }, @@ -20516,11 +16429,11 @@ }, { "label": "pull_request", - "component_index": 24, + "component_index": 25, "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -20533,12 +16446,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "7819ca7930a0dd5a671d4b4c7711d1a5ca46efa0371ba4287d9b8264d6123a9c", + "prepared_review_unit_hash": "5724457a8fd55e5d203058004586031f66769c33528c9d8b1dbf3136a8a53b59", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -20546,7 +16459,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -20554,22 +16467,7 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "Both PRs address the same xdist collision around captured_info artifacts in testing_utils; 45645 is the broader superset with CI log handling, while 45639 is the narrower core fix.", - "confidence": 0.84, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the more complete change set: it includes the xdist-safe testing_utils fix plus workflow updates to consume multiple captured_info files and related cleanup, making it the better representative of the underlying bug and its CI impact.", - "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest overall candidate because it fixes the core artifact-collision problem and also preserves CI debug log visibility; 45639 is a subset of that change.", - "soft_edge_verdicts": [ - { - "left": "pull_request:45639", - "right": "pull_request:45645", - "accept": true, - "reason": "Both PRs fix the same concrete captured_info xdist collision in testing_utils, and 45645 plausibly subsumes 45639 by adding the CI-side handling needed for the same fix." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -20579,11 +16477,11 @@ }, { "label": "pull_request", - "component_index": 25, + "component_index": 26, "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -20596,43 +16494,28 @@ "soft_pairs": [ "pull_request:45670|pull_request:46229" ], - "prepared_review_unit_hash": "cf892b87826a363e78dd6f369c8da6048bba076ec8677d5691e61610810e2980", + "prepared_review_unit_hash": "bdfc99164f529ab37089bd816c98053bae53a316c89ec987555433e153df576b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4185, - "estimated_input_tokens": 1047, - "estimated_eval_tokens": 2350 + "serialized_chars": 4248, + "estimated_input_tokens": 1062, + "estimated_eval_tokens": 2380 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4185, - "estimated_input_tokens": 1047, - "estimated_eval_tokens": 2350 + "serialized_chars": 4248, + "estimated_input_tokens": 1062, + "estimated_eval_tokens": 2380 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "The cluster contains two unrelated pull requests: one is a small AutoModel registry fix for GLM ASR, and the other is a new multi-token prediction generation implementation. They do not look like duplicates or the same underlying change.", - "confidence": 0.98, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46229 is the better canonical representative because it is the larger, more substantive change and centers on a single new generation feature/module.", - "best_issue_reason": null, - "best_pr_reason": "PR #46229 is the strongest overall representative of the cluster: it is self-contained, technically substantial, and clearly defines a distinct code-path change.", - "soft_edge_verdicts": [ - { - "left": "pull_request:45670", - "right": "pull_request:46229", - "accept": false, - "reason": "These touch different code paths and solve different problems: #45670 only updates AutoModel registration for 'glmasr', while #46229 adds a new MTP generation module. They are not the same bug/change and would not plausibly merge into one PR." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -20642,7 +16525,7 @@ }, { "label": "pull_request", - "component_index": 26, + "component_index": 27, "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, @@ -20706,106 +16589,6 @@ "error_kind": null, "error_message": null }, - { - "label": "pull_request", - "component_index": 27, - "component_count": 28, - "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-46069-4", - "nodes": [ - "pull_request:46069", - "pull_request:46073", - "pull_request:46154", - "pull_request:46196" - ], - "soft_pairs": [ - "pull_request:46069|pull_request:46073", - "pull_request:46069|pull_request:46154", - "pull_request:46069|pull_request:46196", - "pull_request:46073|pull_request:46154", - "pull_request:46073|pull_request:46196", - "pull_request:46154|pull_request:46196" - ], - "prepared_review_unit_hash": "ecd9e8f8373e98832100fb9c8289d013ccb6b919120639273c7ac548cdaa7704", - "component_budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 6, - "serialized_chars": 10496, - "estimated_input_tokens": 2624, - "estimated_eval_tokens": 5504 - }, - "budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 6, - "serialized_chars": 10496, - "estimated_input_tokens": 2624, - "estimated_eval_tokens": 5504 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These PRs share a common theme (attention-dispatch support), but each targets a different model and code path, so they are not duplicates.", - "confidence": 0.98, - "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: CTRL, T5, ShieldGemma2, and SeamlessM4T/v2 each have separate model-specific implementations and test/docs changes.", - "best_issue_reason": null, - "best_pr_reason": "No single best PR for deduping; they are distinct per-model changes rather than one underlying fix.", - "soft_edge_verdicts": [ - { - "left": "pull_request:46069", - "right": "pull_request:46073", - "accept": false, - "reason": "Different models and code paths: ShieldGemma2 image classification vs CTRL causal LM; same general feature, not the same change." - }, - { - "left": "pull_request:46069", - "right": "pull_request:46154", - "accept": false, - "reason": "Different model families and attention implementations; one is ShieldGemma2, the other is T5, so they are not the same underlying bug/change." - }, - { - "left": "pull_request:46069", - "right": "pull_request:46196", - "accept": false, - "reason": "Distinct multimodal model codebases (ShieldGemma2 vs SeamlessM4T/v2); too different to merge as duplicates." - }, - { - "left": "pull_request:46073", - "right": "pull_request:46154", - "accept": false, - "reason": "Both add SDPA dispatch, but for different architectures (CTRL vs T5) and different attention paths, so not duplicates." - }, - { - "left": "pull_request:46073", - "right": "pull_request:46196", - "accept": false, - "reason": "CTRL and SeamlessM4T/v2 are unrelated model implementations with separate fixes; same feature area only." - }, - { - "left": "pull_request:46154", - "right": "pull_request:46196", - "accept": false, - "reason": "T5 and SeamlessM4T/v2 have different attention code paths and model behavior; not the same concrete bug or 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": 28, @@ -20825,7 +16608,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "09bbdf87d91f5f2453ced59a2e7f15296ef4c53c18c9e5713a53051ab1d9b8dc", + "prepared_review_unit_hash": "b430e59fa2dadc2625a1902ef60f67942c5a4be9e90535a00cd1095e31d1f7ef", "component_budget": { "node_count": 2, "item_count": 2, @@ -20847,18 +16630,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related by theme (removing source-file reads/refactoring introspection), but they address different code paths in different modules, so they are not duplicates.", - "confidence": 0.93, + "summary": "Both PRs replace source-file reading with safer introspection/packaged-resource access, but they fix different code paths in different modules. They are related in approach, not duplicates of the same underlying bug or change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the more concrete and self-contained change: it targets a specific modeling-utils helper, adds tests, and fixes a narrowly scoped behavior. PR 46152 is a broader utility refactor in a different module.", + "canonical_pr_reason": "PR 46207 is the stronger representative of the cluster theme: it has the broader, more explicit class-introspection refactor in modeling_utils and includes tests, while PR 46152 is a separate import-utils change.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the best representative of the cluster because it has a clearly defined functional target and test coverage, making it easier to evaluate than the more infrastructure-oriented PR 46152.", + "best_pr_reason": "PR 46207 is the best representative because it is the more self-contained bug fix with clearer behavioral scope and test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Both PRs avoid reading source files, but they fix different problems: 46152 changes import-utils path resolution, while 46207 replaces source-reading with class introspection for attention-implementation detection in modeling_utils. Different modules, different code paths, not one mergeable fix." + "reason": "Both avoid source-code file reads, but one fixes import_utils traversal resolution and the other fixes modeling_utils attention-implementation detection. Different functions, different failure modes, so they are not the same change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index e8a21cc61d50484320fc23859def2a5875b77911..4aa031efa2ad10ee4242013f35bf5283ad08a46e 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260527t060031z", + "analysis_id": "hybrid-model-20260527t180027z", "archived_artifacts": { - "hybrid": "snapshots/20260527T060031Z/analysis-runs/hybrid-model-20260527t060031z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260527T060031Z/analysis-runs/hybrid-model-20260527t060031z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260527T180027Z/analysis-runs/hybrid-model-20260527t180027z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260527T180027Z/analysis-runs/hybrid-model-20260527t180027z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-27T06:09:40Z", + "published_at": "2026-05-27T18:22:50Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260527T060031Z", + "snapshot_id": "20260527T180027Z", "variant": "hybrid" } diff --git a/snapshots/20260527T180027Z/analysis-runs/hybrid-model-20260527t180027z/analysis-report-hybrid.json b/snapshots/20260527T180027Z/analysis-runs/hybrid-model-20260527t180027z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..1792d853a7cc13642bafdf503469c3234f26dc3c --- /dev/null +++ b/snapshots/20260527T180027Z/analysis-runs/hybrid-model-20260527t180027z/analysis-report-hybrid.json @@ -0,0 +1,2593 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260527T180027Z", + "generated_at": "2026-05-27T18:22:48Z", + "evidence_quality": "full", + 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No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43644 is the clearest representative of a concrete regression, and it has an almost verbatim duplicate (44534) with the same failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the best issue-level canonical candidate because it states the bug directly, is earlier, and cleanly anchors the strongest duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Same model family, but different bugs/code paths: Qwen2.5-VL rope index scaling vs Qwen3.5-MoE rotary embedding materialization." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4, but one is an FSDP2 training KeyError and the other is a device-map forward mismatch; not the same concrete bug." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different topics: GGUF/gpt-oss architecture support vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and Kosmos2.5 long-OCR index errors are unrelated failures." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different models and failures: Qwen3-vl embedding video StopIteration vs an MPS histogram op missing for Int." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both are attention/compile regressions, but on different models and different mechanisms; not mergeable as one bug." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying Transformers v5 custom-model initialization regression; 43645 is just the Jupyter-specific manifestation of 43646." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated: GGUF support for gpt-oss vs a Float8 storage lookup error." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.5-related symptoms and code paths; one is video embedding generation, the other SFT embedding unpacking." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "MoE FP8 failure and meta-device loading breakage are different regressions." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Unrelated issues: 3d_parallel.py execution vs GGUF model support." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: missing Qwen2.5-VL import vs meta-device loading breakage." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 behavior." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer/model mapping failure and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and models; not the same underlying bug." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 bad-output regression: unexpected zero probabilities and nonsensical AutoModel/pipeline results on the same checkpoint." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batched-track leakage and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3 BertModel index error is unrelated to add-new-model-like / tokenizer mapping handling." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Both mention loading, but the concrete bugs differ: Deepspeed Zero3 BertModel indexing vs tokenizer mapping logic." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Different bug classes: model-registration/mapping vs attention-mask shape mismatch." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both concern config validation, but for different models and different failures." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Dequantized model offload loading and Strix Halo mmap OOM are not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same SigLIP2 area, but one is an inference/output regression and the other is a docs example with model/processor mismatch and quantization errors." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different mechanisms: Qwen3_MoE LoRA incompatibility across versions vs BitNet packed-weight loading." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both involve Qwen3, but auto device mapping on A800 and FineGrainedFP8Config failures are distinct code paths." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention failures are separate model-specific regressions." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-load failures, but the titles only show different checkpoints; not enough evidence they share one concrete root cause." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "One is ZeRO-3 loading of language_model weights; the other is save_pretrained writing incorrect visual encoder keys." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-verbatim duplicate reporting the same non-persistent-buffer junk regression in Transformers v5." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the provided titles and metadata, and the accepted soft-edge pairs are conservative enough: 43644/44534 is a near-verbatim duplicate, 43645/43646 is a plausible same regression, and 38175/43994 stays within the same SigLIP2 output-corruption symptom class. The canonical issue choice is also well supported by the earlier, clearer duplicate pair. No PRs are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 6, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050" + ], + "soft_pairs": [ + "issue:43708|issue:44075", + "issue:39692|issue:43994", + "issue:45488|issue:45812", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:43644|issue:43645", + "issue:43856|issue:44387", + "issue:42491|issue:45292", + "issue:44488|issue:44991", + "issue:44910|issue:45588", + "issue:45362|issue:45406", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:43425|issue:43957", + "issue:43404|issue:43454", + "issue:39692|issue:44960", + "issue:44402|issue:44488", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:45663|issue:45859", + "issue:43873|issue:44387", + "issue:44155|issue:45823", + "issue:44291|issue:44756", + "issue:43335|issue:45663", + "issue:44292|issue:44912", + "issue:44960|issue:46050", + "issue:44387|issue:44756", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:43854|issue:45216" + ], + "prepared_review_unit_hash": "c26910eb47e3fad5439ebb228f5156e2f0b2520ad19822b374fafc5140a2ac79", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37734, + "estimated_input_tokens": 9434, + "estimated_eval_tokens": 19124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of Transformers issues spanning quantization/offloading, tokenizer/loading regressions, and model-specific bugs. The soft pairs look related by broad subsystem, but none appear to be the same concrete bug/change.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 is the broadest and most central open report around quantization/offloading memory behavior, which is the closest shared theme in this otherwise heterogeneous cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single representative because it is open, fairly well-discussed, and broad enough to cover the cluster\u2019s dominant memory/offloading theme, even though the items are not true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume step math and unused SGD args are unrelated training bugs." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a broken documentation example and the other is a model/pipeline inference regression." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer regressions in v5, but different code paths and model families (DeepSeek vs Granite)." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model loading failures for unrelated models." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE loading/acceleration conversion vs GLM unit-test loading failure are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training memory usage and the other is quantization/offloading correctness." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "LoRA checkpoint compatibility across HF versions is not the same bug as a Qwen3-VL shape mismatch on load." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Two separate Transformers 5 regressions: non-persistent buffers vs custom model initialization in notebooks." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is training-memory inefficiency and the other is int4 reserved-memory growth/OOM." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA compatibility and resize_token_embeddings propagation are different problems." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Different model/tokenizer loading failures for different checkpoints." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "FlashAttention crash from 3D position_ids misinterpretation is distinct from the s_aux=None AttributeError." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different inference entrypoints and different model classes; not the same failure mode." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights argument handling are separate save/load issues." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings regressions, but on different model architectures and submodules." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "An import error for GenerationMixin is unrelated to Whisper pipeline return_language behavior." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version compatibility and meta-device loading are different compatibility bugs." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both concern lm_head tying, but they are model-specific implementations rather than one concrete shared bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "A SigLIP2 documentation/example issue is not the same as a GLM5 model-loading report." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and loading failure for a different model are not the same issue." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/PEFT and an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states and Qwen multimodal config unwrapping are distinct code paths." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different models and different failure modes; not a shared underlying bug." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Related memory/quantization theme, but one is offloading correctness and the other is reserved-memory growth under int4." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo track leakage and Gemma4 device mismatch are unrelated model-specific bugs." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights type handling and Strix Halo mmap OOM are separate problems." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Gemma4 FSDP2 key handling are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization formats and different model loading failures; too far apart to merge." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "A generic GLM5 issue and a save/load regression for sinq-quantized models are not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both involve OOM, but the causes are different: int4 reserved memory vs mmap behavior on Strix Halo." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient checkpointing with PEFT and checkpointing-in-eval-mode are different API/behavior bugs." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": false, + "reason": "The titles are closely related, but one is Gemma4-specific and the other is a broader output_embeddings regression; not clearly the same concrete bug." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different model families and different checkpoint/save_pretrained symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 7, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:41720", + "issue:43257", + "issue:43381", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43901", + "issue:43906", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:44479|issue:44877", + "issue:45588|issue:45663", + "issue:41720|issue:44155", + "issue:45684|issue:45698", + "issue:43957|issue:44756", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:44402|issue:44451", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:43257|issue:44863", + "issue:39404|issue:45701", + "issue:43425|issue:45823", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43906|issue:44530", + "issue:39404|issue:44912", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43425|issue:44918", + "issue:43901|issue:44509", + "issue:44589|issue:45084", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:43596|issue:44683", + "issue:43994|issue:44079" + ], + "prepared_review_unit_hash": "2ff4a0daa0d66f1e51a214a14c24863c204d4845edc5b5aa5f65901304dd5b5a", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36879, + "estimated_input_tokens": 9220, + "estimated_eval_tokens": 18696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports across different subsystems. The only clear duplicate pair is the resize_token_embeddings regression: a general report plus a t5gemma-specific instance. No pull requests are present.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45292 is the broader, cleaner formulation of the resize_token_embeddings bug; issue:45335 is a model-specific instance of the same underlying failure to update downstream embeddings.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 best represents the cluster because it states the general API breakage, while the paired t5gemma report is just a narrower reproduction.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Different failures: eval-mode gradient checkpointing restriction vs Qwen3.5 RLHF NaN/SDPA fallback behavior." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated bugs: extra_state save/load handling vs mmap-related OOM on Strix Halo." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different model families and symptoms: video input regression vs strict config loading failure." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different code paths: flash_attention sink-less crash vs Gemma4 FSDP2 shared_kv_states KeyError." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "No shared underlying bug; one is device mapping/cuda assert on Qwen3, the other is batched inference token leakage in AudioFlamingo3." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both concern custom-model save/load, but one is file permission propagation and the other is loading the wrong module; not the same concrete bug." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage is unrelated to disabling mmap for OOM on Strix Halo." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to Trainer checkpoint-resume max_steps calculation." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook-defined custom model init is not the same as extra_state persistence in save/from_pretrained." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings fails to update the model's effective output/decoder embeddings; one is the generic report and the other a t5gemma-specific instance." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Different issues: autocast dtype mismatch vs meta-device model loading problems." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is a broad environment issue, not the same as Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both relate to loading/tokenizer setup, but the specific failure modes are different and not clearly the same bug." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to mmap OOM behavior." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to Gemma4 device-map forward mismatch." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different architectures; too broad to treat as the same bug." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline regression is unrelated to a general tokenization-change report." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 compatibility and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both involve Transformers 5 custom-model behavior, but one is base_model_prefix loading and the other is notebook-defined model initialization; not the same concrete defect." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility issue vs multimodal dtype mismatch; no shared root cause." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to a compiler error about non template nodes." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction issue does not match the specific Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to MXFP4 quantization loading fallback." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to Perceiver non-default resolution/interpolate_pos_encoding failure." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen models is unrelated to a mask/tensor shape mismatch IndexError." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version incompatibility is unrelated to Qwen3.5 SFT trainer embedding unpacking." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs mismatches, but they cover different removed/changed pipeline APIs and are not the same underlying bug." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: missing Float8 storage object vs compiler rejecting non-template nodes." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling is unrelated to config unwrapping for composite Qwen multimodal models." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method-name conflict in T5 is not the same as gguf_file breaking AutoTokenizer/AutoModel loading." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel index error is unrelated to compiled flex_attention on newer torch." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Siglip2 nonsensical outputs are a model/pipeline behavior issue, not the same as ModelOutput key assignment when previous value is None." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, and the 45292/45335 duplicate call looks plausible. However, at least one soft-edge verdict is too strong for the evidence available: issue:43906 is only titled as an isolated reproduction of another issue, so saying it has 'no shared underlying bug' with issue:44530 overstates what the packet supports. Please soften such cases to 'insufficient evidence to merge' unless the bodies clearly establish unrelated failures." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 8, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43299", + "issue:43317", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:43931", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45584", + "issue:45859", + "issue:45987", + "issue:46178" + ], + "soft_pairs": [ + "issue:43299|issue:43931", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:44671|issue:44991", + "issue:39404|issue:44671", + "issue:44737|issue:45859", + "issue:44164|issue:44479", + "issue:43582|issue:43632", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:43611|issue:43644", + "issue:32090|issue:39404", + "issue:40990|issue:43421", + "issue:43716|issue:45084", + "issue:44488|issue:44987", + "issue:36032|issue:42915", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:43883|issue:44488", + "issue:44811|issue:45584", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:43644|issue:43646", + "issue:44464|issue:45987", + "issue:44206|issue:44220", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:36032|issue:43645", + "issue:42175|issue:46178" + ], + "prepared_review_unit_hash": "991bd1aff0f37ff73ef51cf321c2e0bad5abf19a83542496dbfca9f10081f9d7", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35996, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of distinct bug reports, many around Transformers v5 regressions and model/tokenizer loading, but the soft pairs do not look like true duplicates. The best representative issue is the broad custom model initialization regression.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43646 is the broadest, least environment-specific regression here: it targets generic custom model initialization, making it a better cluster representative than narrower model-, tokenizer-, or hardware-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most general standalone issue in the set and best captures the cluster\u2019s shared v5-regression theme without overfitting to one model or platform.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-VL loading problems, but one is a dev-version breakage and the other is a checkpoint shape mismatch." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading failure vs. Mistral regex-patch crash; different code paths and symptoms." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training memory inefficiency and Strix Halo mmap OOM are different issues." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Masked-LM prediction error and tokenizer loading failure are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return and CamemBERT masked-LM predictions are unrelated bugs." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both touch device/offload behavior, but XLNet positional encoding and Qwen3 MoE rotary embedding are different code paths." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to a video-input regression." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError and `_is_hf_initialized` regression are distinct failures." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading a tokenizer and crashing in Mistral regex patching are different bugs." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "A model-mapping failure and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 loading regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and Whisper return_language failure are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on gpt-oss and tokenizer post-processor updates are not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch and template compilation TypeError are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different checkpoints and different loading failures; not the same underlying bug." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer method conflict and Qwen3MoE FP8 config failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing AutoConfig fields and PagedAttentionCache linear_attention crash are different issues." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count tracking and multi-image IterableDataset fine-tuning failures are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing tied-weights attribute and tokenizer loading failure are different bugs." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but batch_decode skip_special_tokens and empty-transcription generation failures are distinct." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different models and different loading regressions; not a duplicate pair." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error and template-node compilation failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and Qwen3.5 PagedAttentionCache crash are different code paths." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 initialization regressions, but one is buffer filling and the other is custom model initialization." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation with compiled forward and StaticCache length typing are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "The titles point to different audio feature-extraction failures; not enough evidence of one concrete bug." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Generic gguf_file breakage and a specific Qwen2.5-GGUF loading failure are not clearly the same underlying bug." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map auto dequantized offload and GGUF model loading are different mechanisms." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token conflict and custom model initialization in notebooks are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Missing tensorflow in the torch extra and tensorflow_text backend mapping errors are different packaging/backend issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 9, + "review_unit_count": 50, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:36032", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45987" + ], + "soft_pairs": [ + "issue:44849|issue:45325", + "issue:45084|issue:45507", + "issue:43883|issue:44991", + "issue:43262|issue:43377", + "issue:44987|issue:44991", + "issue:43089|issue:45987", + "issue:43646|issue:44534", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43404|issue:44466", + "issue:43994|issue:44610", + "issue:42915|issue:45084", + "issue:43645|issue:44534", + "issue:43377|issue:43819", + "issue:44265|issue:44610", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:44220|issue:44683", + "issue:45216|issue:45357", + "issue:36032|issue:43742", + "issue:42915|issue:44291", + "issue:43632|issue:44756", + "issue:42915|issue:44589", + "issue:44062|issue:44987", + "issue:43296|issue:43531", + "issue:43404|issue:45127", + "issue:43531|issue:44877", + "issue:43611|issue:44534", + "issue:36032|issue:41720", + "issue:43425|issue:44403", + "issue:44479|issue:45325", + "issue:40990|issue:44811", + "issue:43792|issue:44589" + ], + "prepared_review_unit_hash": "45dce90c40204dd8ac656563e71b0f80a1cfb9aba504ce5ab31ef774ae44485f", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37527, + "estimated_input_tokens": 9382, + "estimated_eval_tokens": 19020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 10, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:33666", + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45834", + "issue:45923" + ], + "soft_pairs": [ + "issue:33666|issue:40444", + "issue:41553|issue:43582", + "issue:43632|issue:44534", + "issue:44683|issue:45020", + "issue:44403|issue:44991", + "issue:43421|issue:44568", + "issue:44079|issue:45663", + "issue:43381|issue:45923", + "issue:40444|issue:45325", + "issue:44291|issue:44589", + "issue:44462|issue:45812", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:42175|issue:45542", + "issue:43317|issue:43856", + "issue:43482|issue:43525", + "issue:43818|issue:45357", + "issue:41720|issue:45081", + "issue:43377|issue:45491", + "issue:43531|issue:44291", + "issue:44265|issue:45072", + "issue:42175|issue:43296", + "issue:43611|issue:43646", + "issue:43632|issue:45072", + "issue:43792|issue:43957", + "issue:45325|issue:45834", + "issue:43994|issue:44898", + "issue:44079|issue:44534" + ], + "prepared_review_unit_hash": "e48c88955d03923d0f6ef9406feb64ec1c3b0163857dbbb0dabdad59512da4f8", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35744, + "estimated_input_tokens": 8936, + "estimated_eval_tokens": 18128 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated, with a few loose thematic overlaps around Transformers v5 regressions, tokenizer/loading behavior, and model-specific multimodal bugs. None of the soft pairs look like the same underlying issue closely enough to merge.", + "confidence": 0.78, + "canonical_issue_reason": "Best canonical issue candidate is issue:45812 because it is a clear, high-signal regression report with broad impact and strong duplicate-attracting value, while still being concrete about the failing code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest stand-alone issue in this set: specific, impactful, and framed as a silent regression affecting all Granite models, which makes it a good representative bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen-VL training failures, but they describe different model versions and different failure modes (multi-GPU training vs iterable dataset with multiple images)." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated problems: tokenizer loading error messaging for Voxtral vs a TypeError in an Apple Silicon allocator warmup function." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both mention Transformers v5 regressions, but one is about `_is_hf_initialized` and model init flow; the other is about non-persistent buffers being filled with junk." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Different bugs: compiled flex attention on torch>=2.9 vs recent Transformers versions breaking remote-code models." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise vs a tokenizer-loading regression for a specific model; no shared underlying code-path is evident." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizer special tokens, but one is runtime post-processor updates and the other is a specific tokenizer not adding BOS/EOS in v5." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma-4 FSDP2 attention state rebuilding are unrelated failure modes." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing in eval mode is a runtime-mode issue; missing `supports_gradient_checkpointing` on a trust_remote_code variant is a model-definition issue." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Same model family, but different bugs: finetuning with multiple images vs incorrect temporal position scaling in rope index computation." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are loading regressions in newer Transformers, but one is an unexpected `_is_hf_initialized` argument and the other is a missing float8 storage type." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both concern tokenizer handling, but one ignores `tokenizer.json` while the other produces wrong token IDs for Granite models; not the same bug." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer model_max_length handling are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different training bugs: flash_attention_3 degeneracy vs zero loss for single-label classification with one label." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both touch TensorFlow-related packaging/backend setup, but one is missing tf in the torch extra and the other is an undefined tf backend error with tensorboard-only installs." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map/offload loading failure and Qwen3 MoE memory inefficiency are not the same code-path problem." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Loading Qwen2.5-GGUF in v5 and missing `pad_token_id` on Llama4Config are different compatibility issues." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA architecture/state issues and Qwen3.5 save_pretrained key regression are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "CUDA assert on auto device mapping and a Mistral tokenizer regex patch crash are different subsystems and failure modes." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/padding behavior, but MIMI encoder output mismatch and Gemma3 NaN embeddings stem from different model/attention bugs." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and `_is_hf_initialized` init_empty_weights loading errors are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export compatibility and bfloat16 dtype mismatches are separate issues." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging extras missing TensorFlow backend support vs vLLM failing to load PaddleOCR-VL on Transformers 4.53.0 are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are broad Transformers v5 regressions, but one is about `base_model_prefix` loading and the other about custom model initialization; too different to merge." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "`_is_hf_initialized` flag regression and dtype mismatches in inference do not share the same concrete fix path." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper model runtime failure and meta-device loading breakage are different problems." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both are model-specific vision/ocr issues, but one is Qwen2.5-VL rope indexing and the other is Kosmos2.5 long OCR input index error." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 wrong outputs with AutoModel/pipeline and Perceiver non-default resolution failure are distinct model bugs." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer initialization are unrelated transformer internals." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 11, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43761", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45381", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45920", + "issue:45923" + ], + "soft_pairs": [ + "issue:43454|issue:44466", + "issue:40444|issue:45381", + "issue:42915|issue:43482", + "issue:45325|issue:45381", + "issue:43644|issue:44079", + "issue:43296|issue:45800", + "issue:43761|issue:44079", + "issue:44479|issue:45823", + "issue:35707|issue:40444", + "issue:43606|issue:44265", + "issue:44291|issue:44877", + "issue:44387|issue:44617", + "issue:43881|issue:44488", + "issue:43701|issue:45325", + "issue:44568|issue:45920", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:43454|issue:43550", + "issue:43262|issue:43746", + "issue:39692|issue:40444", + "issue:40990|issue:45584", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43572|issue:45759", + "issue:43257|issue:45923", + "issue:40990|issue:42947", + "issue:43377|issue:44898", + "issue:43317|issue:43873", + "issue:43873|issue:45701" + ], + "prepared_review_unit_hash": "408c7af9d65317c72ff2d89342cb0132a20a8dadfa1624f7462b777a0606cf60", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36293, + "estimated_input_tokens": 9074, + "estimated_eval_tokens": 18404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous; most soft pairs are only loosely related by subsystem/theme, not the same underlying bug. I would not merge any of the proposed soft edges, and I\u2019d use one broad tokenizer-regression report as the closest umbrella issue.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 45920 is the best umbrella issue here: it is the broadest open, user-facing regression report and explicitly spans multiple models/tokenizers, making it the strongest representative if one item must be picked.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the strongest global representative because it captures a broad v5 tokenizer regression affecting several models, whereas the rest of the items are mostly narrow, unrelated failure reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both involve tied `lm_head` behavior, but one is a missing weight-tying bug and the other is device-dependent serialization inconsistency; not the same concrete code-path problem." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different failures: multi-image IterableDataset finetuning vs Qwen2.5-VL video position-id regression." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Unrelated issues: FineGrainedFP8Config on Qwen3MoE vs GGUF loading failure on transformers v5." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are in Qwen2.5-VL position-id logic, but one is still-image temporal scaling and the other is video vision_position_ids; too different to treat as the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer initialization is unrelated to ModelOutput key assignment when a prior value was None." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "One is a specific PaddleOCR-VL/vLLM loading failure; the other is a broad torch 2.4.1 / transformers 5.8 incompatibility report." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Different areas: CLIPVisionModel hidden_states regression vs ModelOutput key bookkeeping." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are model-loading/forward issues, but the concrete failures differ: video-input regression vs device mismatch under auto device mapping." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to Qwen2.5-VL multi-image finetuning." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch and `torch.export` failures with `torch_compilable_check` are different problems." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument during init-empty-weights loading is not the same as strict granite_speech config loading." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention memory, but one is an int4 quantization regression and the other is a Sam3Video OOM report; not the same bug." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures with no shared concrete code path." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope-index / position-id computation." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Tokenizer special-token insertion regression and wrong token IDs are related only at a high level, but not the same failure." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DAC latent reconstruction mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both are device-mapping problems, but they affect different models and failure modes, so they should stay separate." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to `torch.export` failures from `torch_compilable_check`." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied-weight generation corruption and Bamba torch.compile SDPA failure are different code paths." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting has nothing to do with PEFT adapter checkpoint loading." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation example errors are unrelated to finetuning failures with multiple images per prompt." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity evaluation regression and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder is unrelated to OmDet-Turbo\u2019s processor/model resolution mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision tied-weight generation bug is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing `pad_token_idx` in StableLmConfig and `from_config` failing to unwrap `text_config` are different config-loading regressions." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3MoE weight conversion with accelerate+deepspeed is unrelated to a missing `supports_gradient_checkpointing` flag." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on gpt-oss and ineffective gradient checkpointing on PEFT LoRA do not share a concrete bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI padding-mask behavior and Perceiver non-default-resolution failure are separate model-specific issues." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offloading/quantization, but one is a dequantized model load failure and the other is a broader offloading-not-working report without the same concrete path." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Generic offloading/quantization issues are unrelated to a tokenizer-version regression." + } + ] + }, + "evaluator_result": null, + 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I only see one plausible duplicate pair around HF_HUB_OFFLINE tokenizer loading failures (42886/44843); the rest do not look like the same underlying bug.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 42886 is the best local canonical: it states the broad offline-cache tokenizer failure, while 44843 appears to be a more specific root cause involving _patch_mistral_regex and model_info().", + "canonical_pr_reason": null, + "best_issue_reason": "42886 is the most representative issue because it captures the broader user-facing regression and cleanly subsumes the more specific 44843 symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen-related, but one is a multimodal config/unwrapping bug and the other is a CPU-offload rotary embedding issue; different code paths." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they affect different model repos and likely different tokenizer regressions." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training is unrelated to progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a Float8 storage import/storage error are unrelated failures." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "A flash_attention crash on sink-less models is not the same as a Qwen multimodal config unwrapping bug." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "One is a model/tokenizer loading regression, the other is an image-processor torchvision dependency issue." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument duplication is a different tokenizer bug than failing to load a specific tokenizer repo." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A tie_word_embeddings warning during LoRA fine-tuning is unrelated to incorrect visual-encoder keys on save_pretrained." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both mention processor/model mismatch, but they concern different models and different failures." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both touch special-token handling, but one is runtime post-processor updates and the other is BigBird mask-token registration/empty decode output." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "A T5 RMSNorm memory leak and a missing supports_gradient_checkpointing flag are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states KeyError is unrelated to the Nemotron trust_remote_code flag issue." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "These are both trainer-related, but one is unpacking Qwen3.5 inputs_embeds in SFT and the other is train/evaluate lifecycle behavior." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and abnormal gradient growth under ZeRO-3 are different bugs." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both describe the same offline tokenizer-loading regression; 44843 gives a likely root cause in _patch_mistral_regex/model_info()." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping cudaErrorAssert are unrelated." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "A fused RMSNorm memory leak is not the same as Qwen3.5 MoE CPU-offload incompatibility." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token post-processor refresh and LayoutLMv2 NER/padding crashes are distinct tokenizer failures." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Eval-mode gradient checkpointing and an apex RMSNorm memory leak are not the same issue." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen VL issues, but one is from_pretrained weight_only loading and the other is video vision_position_ids." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention fix_mistral_regex/_patch_mistral_regex, but one is a crash and the other is a codec-handling regression; not the same concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc/example issues are unrelated to quantization/offloading behavior." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and a generic single_label_classification zero-loss bug are different configuration problems." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "A SigLIP2 inference quality issue and a CamemBERT masked-LM regression are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "A DeepSpeed ZeRO-3 BertModel initialization error is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "A tokenizer regression in Kimi-K2.5 is unrelated to list_repo_files failing to forward revision in CI." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation-map processing and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC.from_latents missing STE are different model-specific bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The 42886/44843 pairing is strongly supported by the titles, and the other soft-edge rejections avoid overclaiming duplicate status from weak similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 15, + "review_unit_count": 50, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:42915", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43950", + 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+ "issue:45081", + "issue:45084", + "issue:45406", + "issue:45584", + "issue:45685", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:43577|issue:43818", + "issue:45584|issue:45834", + "issue:44821|issue:45084", + "issue:43322|issue:45685", + "issue:43606|issue:45072", + "issue:44479|issue:45834", + "issue:44186|issue:44442", + "issue:34634|issue:36010", + "issue:43825|issue:43994", + "issue:44561|issue:45020", + "issue:45987|issue:46192", + "issue:43577|issue:43582", + "issue:44485|issue:44509", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:44805|issue:44936", + "issue:43720|issue:45072", + "issue:43452|issue:44991", + "issue:43825|issue:43827", + "issue:43404|issue:43782", + "issue:43582|issue:44857", + "issue:42175|issue:45081", + "issue:43906|issue:46209", + "issue:45081|issue:45406", + "issue:44671|issue:45701", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:43650|issue:43906" + ], + "prepared_review_unit_hash": "b443ba68a3f60683470948054713eeb9d08938f45d35cc28460872c4f943ecfc", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36115, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose mix of transformer regression reports across tokenizers, multimodal models, loading paths, and docs. The soft pairs share broad topical similarity but do not look like the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45020 is the broadest regression-style report here and works best as a triage umbrella for recent-version breakage reports, even though it is not a true duplicate target for most of the other items.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the most useful general anchor because it frames a concrete version-regression class rather than a narrow model-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Both are multimodal-model problems, but one is a dtype-loading issue for BLIP2 and the other is a Video-LLaVA architecture/weight-sharing defect; different code paths." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription behavior after special-token alignment is unrelated to Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and Jinja/template compilation errors are unrelated subsystems." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next load-time segfault and an MPS int histogram op error are not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU-offload device mismatch in Bark-small is different from bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen VL video-input regression and Kosmos2.5 long-OCR index error affect different model paths and inputs." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "A BarkProcessor voice_preset bug and a GenerationMixin import breakage are unrelated failures." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an incorrect pipeline error message about removed tasks; the other is a bad-output report for SigLIP2. Different issues." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention recent-version breakage, but one is about removing is_torch_fx_available and the other is broad remote_code failures; not the same concrete change." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache sequence-length contract bug and return_tensors being ignored when text_kwargs is passed are different API issues." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "A float16/bfloat16 model-loading bug and an Apple Silicon warmup TypeError are distinct." + }, + { + "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:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both involve tokenizer behavior, but one is specifically extra spacing after added tokens while the other is a broader slow-vs-fast inconsistency." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet input-size mismatch and bfloat16 dtype mismatches are different failures." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape IndexError during tensor indexing is not the same as trainer.evaluate() failing after training." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading in BitNet and dtype mismatch inference problems are different code paths." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file loading failures and tokenizer loading failures for a specific model are separate bugs." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Runtime error messaging and stale docs references around removed pipeline tasks are related, but they are not the same artifact or fix." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Mistral3 weight tying and Qwen3VL weight_only loading are model-specific loading bugs, not duplicates." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon warmup TypeError and CUDA AMP crash in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Package-install backend availability and Mistral regex patch crashes are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an older issue and an FP8 B200 inference failure are not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral tokenizer regex patch failures and Gemma4Processor missing _tokenizer are different loading issues." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM prediction regressions and generic tokenization changes are too broad to treat as the same bug." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and DAC forward/from_latents mismatch are different audio bugs." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output differences are unrelated vision bugs." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "The placeholder issue 'ADD THE DATA' is not a duplicate of the isolated reproduction report." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 17, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45020", + "issue:45042", + "issue:45084", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45803", + "issue:45859" + ], + "soft_pairs": [ + "issue:43653|issue:44912", + "issue:44060|issue:44368", + "issue:43742|issue:45020", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:44589|issue:45042", + "issue:43746|issue:44811", + "issue:43644|issue:43749", + "issue:43638|issue:44936", + "issue:43550|issue:44912", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:34634|issue:36331", + "issue:43854|issue:44977", + "issue:39692|issue:44912", + "issue:43720|issue:44610", + "issue:38175|issue:44610", + "issue:45459|issue:45803", + "issue:43454|issue:43577", + "issue:36010|issue:36331", + "issue:43526|issue:44554", + "issue:43531|issue:45042", + "issue:43262|issue:44811", + "issue:43749|issue:44291", + "issue:43257|issue:43329", + "issue:43643|issue:45759", + "issue:43329|issue:43450", + "issue:43606|issue:45859", + "issue:42490|issue:43257" + ], + "prepared_review_unit_hash": "3ae8a06133aff652f8b4ff983e3960a0abdd783f876a42b67b1257d33a830e2a", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36168, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose collection of unrelated Transformers issues across many subsystems (audio, vision, loading, quantization, training, and config handling). None of the soft pairs look like the same underlying bug or change, so there is no clear canonical duplicate here.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a safe canonical for the cluster because the items span distinct code paths and model families; picking one would be arbitrary rather than duplicate-driven.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Different bugs: tokenizer special-token decoding vs MXFP4 quantization fallback." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Different tied-weights warnings in different Qwen variants; not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error vs broad remote_code regression; unrelated failure modes." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error vs CLIPTokenizer max_length behavior; different components." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video multimodal-token helpers vs stale auto_mappings CI breakage." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT/local checkpoint loading issue vs Whisper batch_decode skip_special_tokens bug." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk values vs FSDP CPU RAM efficient loading breakage." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3/non-pretrained BERT index error vs trainer.evaluate after train; different paths." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile+SDPA Bamba issue vs MXFP4 quantization fallback; not the same problem." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch vs DiaConfig token-ID persistence bug." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import error vs Jupyter custom model initialization regression." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Bark voice_preset issue vs CustomTrainer compute_loss signature change; unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Model loading/unit-test failure vs flash-attention generation bug; different models and code paths." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation example errors/quantization failure vs MXFP4 load fallback; different scope." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking during accelerate load vs OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero probabilities vs processor output shape mismatch; unrelated behavior." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer error masking in protobuf fallback vs bare except swallowing errors in Fuyu conversion." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying bug vs BLIP2 dtype loading bug; different model internals." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import path regression vs trainer API signature regression; not the same issue." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit reduce_labels truncation bug vs MPS attention correctness issue; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug vs PIL torchvision dependency regression; different subsystems." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sample-rate default vs Whisper batch decoding special-token handling." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM loading breakage vs init_empty_weights unexpected argument TypeError." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE accelerate/deepspeed weight conversion vs multimodal token counting undefined names." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss vs AutoModelForCausalLM.from_config text_config unwrap bug." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined video token helpers vs batched video processor shape bug; related area but different defects." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Bark CPU offload device mismatch vs Qwen3_5MoE rotary embedding CPU offload compatibility." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local model import warning vs Qwen3 MOE accelerate/deepspeed conversion bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 18, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:24643", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43329", + "issue:43404", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43927", + "issue:43931", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44737", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45588", + "issue:45701", + "issue:45823", + "issue:45907", + "issue:45987" + ], + "soft_pairs": [ + "issue:34567|issue:40990", + "issue:44568|issue:45356", + "issue:43329|issue:44479", + "issue:29159|issue:34567", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:44849|issue:45701", + "issue:43257|issue:43931", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:43927|issue:44912", + "issue:42915|issue:44821", + "issue:43697|issue:45357", + "issue:44568|issue:45488", + "issue:33357|issue:34567", + "issue:42915|issue:45538", + "issue:44987|issue:45538", + "issue:43540|issue:44479", + "issue:44479|issue:45381", + "issue:43540|issue:44560", + "issue:43317|issue:45538", + "issue:24643|issue:29159", + "issue:45137|issue:45405", + "issue:44987|issue:45907", + "issue:43742|issue:44291", + "issue:43577|issue:45072", + "issue:44062|issue:44991", + "issue:38175|issue:44898", + "issue:44737|issue:45588", + "issue:43540|issue:45823", + "issue:43404|issue:45987", + "issue:43257|issue:43696", + "issue:34567|issue:36331" + ], + "prepared_review_unit_hash": "33350b9d48a7df8d3b5864b14461db8cd8611ffbce1f14d2993da0a9e97b67dc", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37765, + "estimated_input_tokens": 9442, + "estimated_eval_tokens": 19140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft links are mostly false positives: the cluster spans unrelated tokenizer, video, model-loading, quantization, DeepSpeed, and dtype bugs. None of the paired issues look like the same underlying defect with a plausible one-PR merge path.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45488 is the most concrete, actionable bug report in the set; it states a specific tokenizer regression with a clear causal change and downstream breakage, whereas most other issues are either orthogonal or much more generic.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 is the strongest standalone issue here because it has a precise failure mode, a named affected family, and a clearly scoped fix target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Unrelated problems: one is TrainerState bookkeeping, the other is perplexity for gpt-oss-20b. No shared code path." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different failure modes (special-token addition vs codec/warning behavior). Not the same bug." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video paths, but one is an undefined helper/variable bug in multimodal token counting and the other is a broader video-input regression across several models. Too broad to merge as one fix." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is unrelated to TrainerState num_input_tokens_seen updates." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different failures: Qwen3Moe with FineGrainedFP8Config versus a key error loading MobileLLM-125M. No concrete shared defect." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "One is init_empty_weights/_is_hf_initialized handling, the other is PIL image processors incorrectly requiring torchvision. Different code paths." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug is model-specific; the other is a generic report that tokenization changes across versions. Not enough evidence of the same underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Accelerate+DeepSpeed MOE weight conversion issue is unrelated to a Qwen3-VL weight-shape mismatch on load." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loader breakage and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "CUDA assert with auto device mapping and a video-input ValueError in Qwen3OmniMoe are different failures." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token IDs loss is unrelated to MXFP4 quantization falling back to bf16." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 visual-encoder save_pretrained keys are different model-specific bugs." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer issues, but one is add_special_tokens/BOS-EOS behavior and the other is LlamaTokenizer overriding tokenizer.json pre-tokenizer settings. Different root causes." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error for CLIP model is unrelated to TrainerState token counting." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FineGrainedFP8Config loading failure and CLIPTokenizer model_max_length constant are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Tokenizer loading failure for a specific model and CLIPTokenizer max-length handling are different bugs." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related, but one is a processing ValueError in Qwen3OmniMoe and the other is a v5 video-input regression across several Qwen families. Not the same code-path bug." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both are video regressions, but they cite different affected models and symptoms; no clear one-to-one duplicate evidence." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe and StopIteration in Qwen3-vl-embedding are distinct failures." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized model offload failure is unrelated to CLIPTokenizer max-length behavior." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training RuntimeError and tokenizer inconsistency are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and a minimum PEFT version bump are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Loading a specific model under transformers>=5.1.0 and forwarding revision in list_repo_files are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM-125M load key error and init_empty_weights unexpected argument are different loading bugs." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "BLIP2 dtype persistence and SwitchTransformers/TimmWrapperModel bfloat16 mismatches are separate dtype issues in different model families." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken constructor conflict and tokenizer loading failure for est-roberta are not the same defect." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Unexpected zero probabilities in a SigLIP2 model and Perceiver image-classification failure are unrelated vision issues." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU-side arange placement bug and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3OmniMoe video-input failure and Gemma4 PLE device mismatch are unrelated model/runtime bugs." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "lm_head weight tying in Mistral3 is unrelated to StaticCache.get_seq_length returning the wrong type." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE conversion with accelerate+deepspeed is unrelated to GPT-oss-20b CUDA OOM." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState num_input_tokens_seen not updating is unrelated to compute_loss receiving an unexpected keyword argument." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 19, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:34689", + "issue:36010", + "issue:42175", + "issue:43257", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43582", + "issue:43643", + "issue:43646", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45920", + "issue:46121" + ], + "soft_pairs": [ + "issue:44913|issue:46121", + "issue:44062|issue:45081", + "issue:43906|issue:45381", + "issue:43646|issue:43749", + "issue:43257|issue:43756", + "issue:43493|issue:43994", + "issue:36010|issue:42175", + "issue:44291|issue:44821", + "issue:44792|issue:44964", + "issue:43749|issue:44756", + "issue:42175|issue:43824", + "issue:45042|issue:45081", + "issue:28282|issue:34689", + "issue:45357|issue:45920", + "issue:43742|issue:44589", + "issue:43452|issue:44488", + "issue:45405|issue:45600", + "issue:43526|issue:45479", + "issue:43643|issue:45375", + "issue:28282|issue:29127", + "issue:43531|issue:44821", + "issue:43756|issue:45325", + "issue:44625|issue:44877", + "issue:43582|issue:44977", + "issue:43720|issue:44898", + "issue:43697|issue:45216", + "issue:44514|issue:45381", + "issue:24643|issue:29127" + ], + "prepared_review_unit_hash": "a6acdbd2483cf168caf6730fb4e1b01ebc580a448341a7218b7476514939ec92", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36375, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it spans many unrelated Transformers issues across tokenization, model loading, config handling, vision, and platform-specific failures. I do not see a single duplicate family to collapse; all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue fits the cluster well because the items cover distinct bugs and regressions across unrelated code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best overall anchor if one must pick one: it is a broad, current regression report with multiple models affected.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Different config bugs: one is rotary_pct not persisting on reload, the other is a TypeError in rope validation on JSON-loaded lists." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both tokenizer-related, but one is an AddedToken argument collision and the other is a Mistral regex patch crash from a missing backend_tokenizer attribute." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "The first is an isolated reproduction of an older issue; the second is a Qwen2.5-VL video position-id regression. Different underlying failures." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization in v5 is a different code path from FSDP CPU RAM efficient loading breaking." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to Smollm3 RoPE layer dropping." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is an HF-vs-JAX implementation discrepancy while the other is a model loading/pipeline output issue." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "Importing GenerationMixin and missing TensorFlow backend in a torch install are separate dependency/import problems." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected _is_hf_initialized during init_empty_weights is unrelated to loading AutoImageProcessor from a URL." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model failures: one is a failing janus test, the other is loading Phi-4 multimodal instruct." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP RAM-efficient loading and disabling mmap for Strix Halo OOM are different loading/runtime issues." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Missing TensorFlow backend in a torch install is not the same as Qwen2_5_VLForConditionalGeneration being unavailable to import." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL image processor torchvision dependency regression is unrelated to the Mistral tokenizer backend_tokenizer crash." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Environment-level PyTorch missing error is distinct from a specific Llama 3.2 90B Vision model loading regression." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "One is incorrect visual encoder key saving for Qwen3.5; the other is wrong token IDs from AutoTokenizer across several models." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "A key error when loading MobileLLM-125M is not the same as missing Float8 storage object handling." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "An unreleased PEFT version pin and auto_mappings referencing removed configs are separate maintenance issues." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels truncation and zero-loss single_label_classification are different model families and code paths." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Generic missing fields with trust_remote_code and Qwen3_5MoeVisionConfig strict-dropping a field are related in theme but not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "A missing PyTorch dependency error is unrelated to a poor error message when LayoutLMv3 boxes lack enough information." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated failures." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 dropping RoPE layers and Qwen2.5-VL still-image position scaling are both rope-related but clearly different bugs." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and strict config blocking granite_speech loading are different config-handling issues." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is a different path from Perceiver image classification failing with interpolate_pos_encoding." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift in v5 and Qwen3.5 save_pretrained checkpoint corruption are different regression types." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one crashes in apply_chat_template batching and the other has wrong vision_position_ids for video input." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight dimensionality error is unrelated to LayoutLMv3 box-content error messaging." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 20, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:33666", + "issue:38175", + "issue:41720", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43742", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45290", + "issue:45356", + "issue:45372", + "issue:45542", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46209" + ], + "soft_pairs": [ + "issue:41762|issue:44936", + "issue:43452|issue:43577", + "issue:43906|issue:46202", + "issue:44466|issue:45005", + "issue:43452|issue:44843", + "issue:45372|issue:46170", + "issue:43819|issue:44811", + "issue:44936|issue:45823", + "issue:30064|issue:33666", + "issue:43295|issue:45356", + "issue:44484|issue:44704", + "issue:43653|issue:44361", + "issue:45542|issue:46178", + "issue:44361|issue:44442", + "issue:44514|issue:45290", + "issue:38175|issue:43295", + "issue:43653|issue:44568", + "issue:43577|issue:43697", + "issue:44464|issue:44743", + "issue:44493|issue:46050", + "issue:44843|issue:44991", + "issue:29159|issue:33357", + "issue:43531|issue:43742", + "issue:43653|issue:43927", + "issue:41720|issue:43906", + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:44977|issue:46209", + "issue:43643|issue:44561", + "issue:43577|issue:45588" + ], + "prepared_review_unit_hash": "ad0585f0ae0ccdc6e031811f515f3d885d3123aabded81fc0d474b71d3607d91", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36586, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions (tokenizers, processors, generation, loading, backend/device issues). None of the soft pairs look like the same underlying bug closely enough to merge as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue fits the cluster well: the items span different subsystems and failure modes, so any one issue would be a poor representative.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for dedupe purposes. If forced, 43452 is broadly about loading regressions, but it does not represent the cluster as a whole.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Different bugs: ZeRO-3 Gemma3 loading index error vs trainer.evaluate() failing after train()." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Different components and symptoms: AutoTokenizer/AutoModel loading with gguf_file vs BLIP2 dtype not propagating." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "One is a reproduction of an earlier issue; the other is a Gemma pipeline roundtrip/tokenization problem." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but the concrete bugs differ: device-dependent lm_head serialization vs translation-model weight tying behavior." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Loading gguf_file regression is unrelated to model_info() being called offline in _patch_mistral_regex." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Unrelated failures: mistral_common ReasoningEffort import vs Windows ROCm torch.distributed dependency issue." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different code paths: DAC.from_latents parity bug vs Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle bug vs Gemma4 device_map=\"auto\" device mismatch during forward." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Segmentation-map processing failure is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions, but one is processor.tokenizer/images access and the other is Kimi tokenizer codec/warning handling." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Different API concerns: max_shard_size default vs AutoProcessor failing to pass kwargs to cached_file." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer bugs: BigBird mask token registration vs MLukeTokenizer task AttributeError." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Different backend problems: undefined tf backend with tensorboard vs tensorflow_text not in BACKENDS_MAPPING." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task error is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same area (chat templating) but different edge cases and failures, so not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 zero probabilities is unrelated to processor.tokenizer/images regression." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer issues: BigBird special-token registration vs mdeberta add_special_tokens not adding BOS/EOS." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Different model behaviors: BLIP2 dtype stays float32 vs RTDetrV2 output changes in v5." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/cache, but one is compiled-forward chunked generation inconsistency and the other is Qwen3 recurrent-state reset." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected key with position id is unrelated to sinq quantized save/load breakage." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info() call and a tokenizer-loading failure for EMBEDDIA/est-roberta have different root causes." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to a MacOS bus error loading a CLIP community model." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Sliding_window Qwen3-MoE bug is unrelated to MobileLLM-125M key error during loading." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird mask-token registration and DiaConfig custom token-ID persistence are separate tokenizer/config bugs." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and the reproduction issue 38071 are not the same failure." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different generation regressions: compiled forward chunking vs Qwen3.5 flash-attention behavior." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Torch.compile/SDPA issue on Bamba is unrelated to DiaConfig save/load token ID loss." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different subsystems: compiled SDPA on Bamba vs tokenizer AttributeError on MLukeTokenizer." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation issue and FP8 inference failure on B200 are distinct hardware/code-path problems." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but one is missing fields from AutoConfig and the other is a v5 removal breaking remote-code models." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype propagation and flash_attention.py crashing on s_aux=None are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 21, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:45357", + "issue:45405", + "issue:45440", + "issue:45491", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:32090|issue:34567", + "issue:28282|issue:35141", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:41720|issue:44464", + "issue:43504|issue:44610", + "issue:45491|issue:46002", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:43688|issue:45440", + "issue:45823|issue:46050", + "issue:43720|issue:43927", + "issue:43262|issue:43295", + 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false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs are false positives: they share at most a broad subsystem or symptom, but not the same concrete bug/change. No PRs are present, and there is no single canonical issue that subsumes the set.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Different failures: GPU broadcast rejects NoneType in Trainer, while the other is a TrainerState token-count update bug." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated issues: missing PyTorch ImportError versus token-embedding resize reinitializing lm head on post_init." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy field loading bug for Beit semantic segmentation is unrelated to Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading, but one is a Beit 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"issue:46050", + "accept": false, + "reason": "One is v5 tied-weight serialization inconsistency for lm_head.weight; the other is sinq quantized save/load breakage." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is unrelated to the GenerationMixin import regression." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM loading key error and AutoImageProcessor URL loading are different loader failures." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization in OLMoE/GPT Oss is not the same bug as DeepseekV3MoE diverging from remote implementation." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device mismatch under device_map=auto is unrelated to sinq quantized save/load corruption." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight unpacking on accelerate load and DiaConfig custom token-ID persistence are unrelated failures." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and processor.tokenizer/image-passing regression are separate processor bugs." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU-offload device mismatch in bark-small is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch ImportError and Trainer GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file breaking AutoTokenizer/AutoModel loading is a different failure from ScandiBERT load errors." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug is unrelated to FP8 inference failure on B200/SM100 GPUs." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch-not-found ImportError and MacOS bus error on pretrained CLIP are different issues." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 incorrect outputs and return_tensors being ignored in text_kwargs are unrelated behaviors." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing pad-token-related config fields, but they affect different models and different attribute names, so not the same bug." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training is unrelated to CustomTrainer.compute_loss receiving num_items_in_batch." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer count mismatch and GPTNeoX rotary_pct reload regression are different config bugs." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX implementation discrepancy is not the same as pipeline() advertising unsupported translation tasks." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and incorrect visual-encoder keys in save_pretrained are separate regressions." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen VL variants and num_labels propagation in Qwen3.5 are different problems." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Loading Phi-4 multimodal instruct and bumping MIN_PEFT_VERSION to an unreleased version are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both are about SigLIP2, but one is a docs/example mismatch plus quantization failure and the other is an implementation parity issue with JAX." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype staying float32 and an MPS attention correctness issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 22, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44792", + "issue:44843", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:43688|issue:43749", + "issue:44568|issue:45812", + "issue:43540|issue:44977", + "issue:45200|issue:45229", + "issue:44488|issue:44843", + "issue:43334|issue:43572", + "issue:39692|issue:43295", + "issue:43756|issue:45083", + "issue:43334|issue:45759", + "issue:43688|issue:45704", + "issue:43646|issue:44466", + "issue:43493|issue:43844", + "issue:43824|issue:44589", + "issue:45229|issue:45823", + "issue:33357|issue:33666", + "issue:43927|issue:44361", + "issue:43504|issue:43606", + "issue:44589|issue:45520", + "issue:43572|issue:44291", + "issue:43278|issue:43844", + "issue:44625|issue:45759", + "issue:43257|issue:43299", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:43575|issue:45405", + "issue:43688|issue:45701", + "issue:44792|issue:45405", + "issue:44423|issue:44734", + "issue:44464|issue:45584" + ], + "prepared_review_unit_hash": "8fce7c3338a5ae0a31871d2c5194c9442b23d22d0c29d3a80f9437e93b4ac045", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35982, + "estimated_input_tokens": 8996, + "estimated_eval_tokens": 18248 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab bag of Transformers regressions across tokenization, model loading, generation, training, and device/memory behavior. The soft pairs share broad themes but not the same concrete bug, so they should all be kept separate.", + "confidence": 0.57, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the broadest representative here because it captures a version-wide tokenization regression theme, but it is still not a true umbrella for the many unrelated loading/training/device bugs in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization in MoE models and an FSDP CPU RAM-efficient loading break are different training-path bugs." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "One is special-token insertion for mdeberta-v3; the other is wrong token IDs across Granite models. Related area, different bug." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe is unrelated to Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting mm_token_type_ids and multi-GPU CUDA OOM are distinct problems with different causes and fixes." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading a specific model preset and an unconditional hub model_info() call in offline mode are different failure modes." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad-token config, but they affect different models and config fields, so they are not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "A SigLIP2 documentation example error is not the same as a regression in processor.tokenizer and tokenizer image handling." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "RoPE-layer dropping and a feature-extraction length helper behaving unexpectedly are unrelated model internals." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL and not unwrapping text_config in AutoModelForCausalLM.from_config are different loading bugs." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE auxiliary-loss scaling and a T5 apex RMSNorm memory leak are unrelated code paths." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and tied-weight serialization differing by device are separate v5 regressions." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation drift and a gradient blow-up under HfDeepSpeedConfig are not the same underlying issue." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "An import error for Qwen2_5_VLForConditionalGeneration and a Float8 storage lookup failure are unrelated compatibility issues." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Multi-GPU inference OOM and a PLE device mismatch with device_map=\"auto\" are different runtime failures." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A MacOS CLIP bus error and Qwen2-VL multi-GPU training are clearly unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Token ID loss on save/load and an AttributeError in MLukeTokenizer are different tokenizer bugs." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field model loading failure and CPU-offload device mismatch are different bugs in different execution paths." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage resolution and flash_attn import handling on Python 3.13 are unrelated optional-dependency issues." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and an unexpected _is_hf_initialized argument in init_empty_weights are separate config/init regressions." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift between train/eval and a ZeRO-3 gradient anomaly are not the same problem." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "num_labels propagation and text_config unwrapping are both Qwen3.5 config issues, but they affect different fields and behaviors." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "MOE weight conversion with accelerate+deepspeed and Qwen3VL MoE loading breakage are related family-wise but not the same concrete bug." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real CPU-offload device mismatch is not the same as a stale CI test failure." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "A TP OOM on Qwen2-57B and an unreleased MIN_PEFT_VERSION bump are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "MoE auxiliary-loss normalization and a tokenization regression are different subsystems." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A Janus model test failure and a dependency-version bump are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing are different serve bugs." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation mismatch and Whisper empty-transcription handling are unrelated generation issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 23, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43572", + "issue:43688", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44186", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44964", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45381", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:29942|issue:30333", + "issue:43994|issue:44493", + "issue:45588|issue:46050", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:29159|issue:32090", + "issue:43688|issue:43873", + "issue:44521|issue:45290", + "issue:44554|issue:45446", + "issue:43540|issue:45200", + "issue:45084|issue:45520", + "issue:15354|issue:38175", + "issue:45200|issue:45823", + "issue:43873|issue:46050", + "issue:45072|issue:45198", + "issue:43278|issue:43701", + "issue:43232|issue:44849", + "issue:44186|issue:46192", + "issue:45406|issue:46121", + "issue:45823|issue:46192", + "issue:43493|issue:43701", + "issue:28218|issue:33357", + "issue:43295|issue:43450", + "issue:43295|issue:44610", + "issue:43572|issue:44987", + "issue:45381|issue:46209", + "issue:43572|issue:43957", + "issue:44554|issue:45356", + "issue:39692|issue:46192", + "issue:45200|issue:45325", + "issue:43295|issue:43873" + ], + "prepared_review_unit_hash": "b14a563ac4f0f03abec29272518c61d820825a786226e6f40e3d3ec342890c97", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37032, + "estimated_input_tokens": 9258, + "estimated_eval_tokens": 18772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs share broad subsystem vocabulary but not the same underlying bug or fix. No soft edge should be accepted. The strongest standalone issue is the Gemma4 processor/tokenizer regression because it is concrete, user-facing, and broader than the other highly model-specific reports.", + "confidence": 0.89, + "canonical_issue_reason": "No clear canonical issue for deduping: these items span unrelated failures across tokenizer, generation, quantization, loading, and model-specific regressions. If one must be highlighted, issue 43295 is the broadest actionable regression, but it is not a duplicate of the others.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "issue:43295 is the best standalone representative because it reports a concrete regression with clear impact and a reproducible processor/tokenizer breakage, making it more actionable than the other narrowly scoped or orthogonal issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Different failures: Flash Attention 2 CI vs MLflow reporting on job failure; no shared code path." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Both mention model behavior, but one is SigLIP2 output quality and the other is a position-id key warning; not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention integration AttributeError vs quantized save/load breakage; unrelated paths." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and multimodal model loading are distinct issues." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing bug vs TrainerState accounting bug; different subsystems and symptoms." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is unrelated to a trainer GPU broadcast NoneType error." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux loss normalization and quantization offloading are different features with different failure modes." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat templates, but one is assistant mask generation and the other is tool-call tokenization crash; not the same underlying defect." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness issue vs flex_attention version-check/import bug; unrelated code paths." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video processing error in Qwen3OmniMoe vs Gemma4 mm_token_type_ids defaulting; different model families and bugs." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation TypeError and flash_attn import KeyError are unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript generator-expression export failure vs SigLIP2 zero probabilities; no overlap in bug mechanism." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is missing token-type defaults and the other is a device_map forward mismatch." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both touch quantization, but offloading behavior and sinq save/load corruption are distinct problems." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Bfloat16 dtype mismatches in inference vs Wav2Vec2 save_pretrained/tokenization failure; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype regression and resume_from_checkpoint key mismatch are separate training behaviors." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs after sync_gpus vs hidden-state output bug in Qwen3.5; different generation issues." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer crash on NER padding/truncation vs return_tensors being ignored when text_kwargs is set; not the same bug." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-parameter JSON list validation are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device mismatch during forward vs tokenizer argument precedence bug; different failure modes." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and checkpoint resume key mismatch do not share a code path." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-space bug vs MacOS bus error on CLIP model; no common underlying issue." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video-shape bug are both multimodal, but they affect different APIs and code paths." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer access regression is not the same as an image-size mismatch between processor and model." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and loading physical-intelligence/fast on 5.1.0 are different version-specific issues." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position-id bug and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading/version regressions, but one is a missing config field and the other is meta-device loading breakage." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Attention correctness on MPS is unrelated to tokenizer codec/regression handling in Kimi-K2.5." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Broken docs example and return_tensors precedence bug are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 token-type defaults and Qwen2.5-VL temporal position scaling are different multimodal bugs." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to quantization offloading behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 24, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43653", + "issue:43696", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43901", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:46170", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:44898|issue:45412", + "issue:43550|issue:43844", + "issue:44466|issue:45127", + "issue:43334|issue:43525", + "issue:37428|issue:43957", + "issue:43450|issue:43575", + "issue:45520|issue:46178", + "issue:43824|issue:43975", + "issue:42490|issue:43696", + "issue:43278|issue:43856", + "issue:43526|issue:46192", + "issue:42915|issue:43824", + "issue:43653|issue:44112", + "issue:38175|issue:43493", + "issue:44442|issue:45198", + "issue:43975|issue:45520", + "issue:43295|issue:43493", + "issue:44561|issue:46234", + "issue:37428|issue:43824", + "issue:38175|issue:45412", + "issue:44514|issue:44521", + "issue:43262|issue:43450", + "issue:41720|issue:46209", + "issue:45520|issue:46170", + "issue:43819|issue:44112", + "issue:44610|issue:44857", + "issue:43827|issue:43901", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:43335|issue:43550", + "issue:37428|issue:43425" + ], + "prepared_review_unit_hash": "cfb3458c6f0ab6d33f6c0fd750bcf25f093fdc7933e1154758fbdacf56850ce0", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37168, + "estimated_input_tokens": 9292, + "estimated_eval_tokens": 18840 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issues. I only see two credible duplicate families: the SigLIP2 output discrepancy reports, and the new-model `pad_token_id` AttributeError reports. The rest are too symptom-specific or too broad to merge.", + "confidence": 0.81, + "canonical_issue_reason": "issue:38175 is the best canonical issue because it is a concrete, reproducible SigLIP2 failure and matches the broader HF-vs-JAX discrepancy report in issue:43493.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:38175 is the strongest global issue candidate: it is specific enough to anchor the SigLIP2 bug family, has a clear user-facing symptom, and is supported by the accepted soft duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different subsystems and failures: Perceiver resolution handling vs RT-DETR model deletion/memory release." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Different code paths: Bamba torch.compile/SDPA behavior vs DeepSpeed ZeRO-3 gradient inflation." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both involve weights, but one is serialization on device placement and the other is LoRA merge/collapse after vocab extension; not the same bug." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Both report the same concrete AttributeError pattern: config objects missing `pad_token_id` during model loading, likely fixed by the same config-path change." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a flash-attention helper is unrelated to meta-device loading breakage in trust_remote_code models." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batching shape bug vs tensor-parallel OOM are unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both are import/backend lookup errors, but for different symbols and unrelated environments (`flash_attn` on Py3.13 vs `tensorflow_text`)." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a missing class and a detokenization bug are different issues." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to a CUDA OOM on GPT-oss-20b." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype mismatch in eval vs MoE training memory usage are different problems." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "BEiT image label reduction bug vs multimodal `return_tensors` handling are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-VL import failure are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration bug vs a stale CI device-override test are not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": true, + "reason": "Same SigLIP2 failure family: 38175 shows a concrete zero-probability symptom, while 43493 describes the broader HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model failures on different architectures; no concrete shared code-path evidence." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression and flash-attn import mapping error are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 is unrelated to SigLIP2 implementation divergence." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both are missing/removed import-utils helpers, but they affect different symbols and likely different fixes." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports for different model components; no indication of the same underlying bug." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 output discrepancy is unrelated to RT-DETR memory reclamation." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same API area, but one is a batched-input crash and the other is wrong assistant masks; too little evidence they are the same defect." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs video processor batch-shape bug are different processing paths." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both involve GPU execution, but one is an auto-device-map CUDA assert and the other is FP8 inference on B200; different failures." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different import failures caused by different dependency/platform issues." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent/STE mismatch is unrelated to a GraniteSpeech CI test issue." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor input-size mismatch vs AMP/CUDA crash are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they cover different pipelines and different deprecated behaviors." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different model families and different helper behavior; no shared bug." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "LaserFeatureExtractor center-arg regression and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug vs Bamba compile/SDPA issue are different model bugs." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Flash-attention import error and Torch 2.10 compatibility are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft pairs are well-supported by the titles/symptoms, and the rejected pairs are explained without overclaiming shared root causes. No mergeability issues since this is not a PR pair." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 25, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:28218", + "issue:29942", + "issue:32090", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44743", + "issue:44779", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234" + ], + "soft_pairs": [ + "issue:44857|issue:45593", + "issue:43606|issue:45083", + "issue:44792|issue:45563", + "issue:44448|issue:44743", + "issue:45127|issue:45245", + "issue:45290|issue:45381", + "issue:45200|issue:45588", + "issue:43335|issue:43653", + "issue:44206|issue:45823", + "issue:43611|issue:43931", + "issue:43550|issue:44112", + "issue:37428|issue:44351", + "issue:44855|issue:45083", + "issue:43819|issue:44493", + "issue:43335|issue:43504", + "issue:45588|issue:45859", + "issue:29942|issue:32090", + "issue:43278|issue:43825", + "issue:43388|issue:43526", + "issue:43335|issue:45083", + "issue:45459|issue:46234", + "issue:39692|issue:43526", + "issue:39692|issue:44493", + "issue:45310|issue:45478", + "issue:43720|issue:44112", + "issue:28218|issue:35141", + "issue:44448|issue:44779", + "issue:43335|issue:44112", + "issue:43335|issue:45072", + "issue:42490|issue:43854", + "issue:43606|issue:44857" + ], + "prepared_review_unit_hash": "5cd6dec31ccd454271352ff4be05866f69d03d32d3aad0a5afa1a2b96b15ed58", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36704, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated regressions touching different models or code paths. The only clear duplicate is the Qwen3.5 MoE from_pretrained error pair (45310/45478), which appears to report the same loading failure.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45310 is the better canonical issue because it is earlier, has a fuller report, and issue:45478 appears to be the same Qwen3.5 MoE from_pretrained regression with a shorter follow-up report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest issue to anchor the cluster because it is a concrete, well-scoped model-loading regression with a near-exact duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different failures: AMP/CUDA loss crash vs auxiliary-loss behavior in D-FINE. No shared code path." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to a feature-length helper behavior in qwen3_omni_moe." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and a stale generate warning are different issues and likely different code paths." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output drift is unrelated to qwen3 recurrent-state reset behavior." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/extended-vocab collapse and category-count overflow are unrelated bugs." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template tool-call crash and qwen2.5-vl video position-id bug are distinct subsystems and symptoms." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaulting and flash_attention s_aux=None are separate problems." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Feature-extractor center-arg crash and Gemma4 PLE device mismatch are different code paths." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "base_model_prefix loading breakage and Qwen3-VL weight-shape mismatch are not the same failure." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and GraniteSpeech stale device override are unrelated CI/model issues." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Two import errors, but for different missing symbols and different modules; not the same bug." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2Model is unrelated to qwen3_omni_moe feature-length output lengths." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent decoding mismatch and position-id unexpected-key warnings are different model behaviors." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and BEiT semantic-segmentation legacy-field loading are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve attention/MoE-related areas, but one is a flash_attention sink-less crash and the other is CPU-offload incompatibility in rotary embedding; not the same concrete bug." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift in train/eval and an incorrect pipeline warning message are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Batch-label dropping in gather_for_metrics and BeitImageProcessorFast reduce_labels returning one label are different label-handling bugs." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Sparse-layer config bug and qwen3_omni_moe feature-length helper issue are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf-error handling and missing import_utils flag are different import/tokenizer issues." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 doc example errors are unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation example failures and position-id unexpected-key warnings are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "These describe the same Qwen3.5 MoE from_pretrained failure; the titles, version trigger, and symptom match closely." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading and GraniteSpeech stale device override are different regressions." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer extra-space after added token and output embedding reinitialization after resize are separate tokenizer/model-init problems." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output drift and Deepseek tokenizer regression are model-specific and not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and GraniteSpeech CI device override are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers config bug and bf16 dtype mismatch in inference are not the same underlying issue." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash import warning and GLM-4.7-Flash unit-test load failure are different loading issues." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and LwDetrImageLoss AMP crash are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the one accepted duplicate pair (45310/45478) is supported by matching titles and closely aligned descriptions. The other soft-edge rejections stay conservative and do not overclaim shared bugs beyond what the titles suggest." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 26, + "review_unit_count": 50, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43746", + "issue:43927", + "issue:44360", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:45920|issue:46192", + "issue:38175|issue:44493", + "issue:44360|issue:44561", + "issue:44977|issue:45229", + "issue:44857|issue:45072", + "issue:44448|issue:44977", + "issue:34689|issue:35141", + "issue:43701|issue:45083", + "issue:29127|issue:32090", + "issue:43550|issue:45083", + "issue:40444|issue:43526", + "issue:43927|issue:45698", + "issue:29942|issue:35141", + "issue:42490|issue:43575", + "issue:44561|issue:44779", + "issue:44977|issue:45563", + "issue:44857|issue:45588", + "issue:43746|issue:46209", + "issue:44568|issue:45491", + "issue:45372|issue:45588", + "issue:43412|issue:45588", + "issue:45198|issue:45803", + "issue:43278|issue:43381", + "issue:45588|issue:45823", + "issue:36010|issue:37428", + "issue:44448|issue:44466", + "issue:43653|issue:44743", + "issue:25251|issue:32090", + "issue:45245|issue:45563", + "issue:45459|issue:45712" + ], + "prepared_review_unit_hash": "5a8a500586b956e19966c90c7e6be3acad6c1ef48fa8da9827c5027e4fbf9c71", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36945, + "estimated_input_tokens": 9237, + "estimated_eval_tokens": 18730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 27, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43421", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44610", + "issue:44734", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:46121" + ], + "soft_pairs": [ + "issue:43065|issue:45412", + "issue:44186|issue:45198", + "issue:43611|issue:46121", + "issue:44871|issue:44977", + "issue:44361|issue:45198", + "issue:44206|issue:44479", + "issue:33357|issue:39692", + "issue:45372|issue:45459", + "issue:29942|issue:30064", + "issue:29127|issue:34567", + "issue:43976|issue:45440", + "issue:42915|issue:42994", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:43278|issue:43575", + "issue:10000|issue:15354", + "issue:43066|issue:44462", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:44734|issue:45406", + "issue:43421|issue:45491", + "issue:43653|issue:44442", + "issue:43065|issue:43994", + "issue:43381|issue:43701", + "issue:44610|issue:45412", + "issue:41720|issue:45229", + "issue:32090|issue:33357", + "issue:43756|issue:45440", + "issue:45372|issue:45406", + "issue:29942|issue:36010", + "issue:43278|issue:43329" + ], + "prepared_review_unit_hash": "5ab9e8e6751ad943b2a07707fc5fb694fcc97535afd2e2643835a0b1d07d9256", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37059, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose cluster of Transformers issues with superficial text similarity, but the pairs describe different model, tokenizer, processor, serving, and training failures. I would not merge any soft edge; the cluster is better treated as separate bugs that happen to share subsystem vocabulary.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43873 is the broadest and most centrally framed bug report in the set, with active discussion and inbound references, so it is the best triage anchor if a single representative is needed. That said, the surrounding items are heterogeneous and do not appear to be duplicates of it.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the most generic and discussion-rich report, making it the most suitable single issue to represent the cluster for navigation and triage. It should be used as an anchor only, not as evidence that the other items are duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Both involve model components and memory-like behavior, but one is a dummy Conv2d in Sam3PixelDecoder while the other is RT-DETR cleanup/memory release; different bugs and code paths." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Both mention tokenization-related failures, but one is LayoutLMv2 NER/padding crashes and the other is Wav2Vec2 save_pretrained/tokenization failure; not the same defect." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "One is a Transformers 5 loading regression around base_model_prefix, the other is a rope-parameter validation TypeError on JSON-loaded lists; unrelated failure modes." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id inconsistency is a config mismatch, while Qwen3.5 flash-attention generation issues are an attention/runtime bug; no shared underlying code path." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization problems both touch tokenizers, but they affect different tokenizer implementations and different crashes." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "LasrFeatureExtractor unsupported center arg is an extractor API regression; qwen2_5_vl/qwen3_vl video input regression is a multimodal processor issue, not the same bug." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Both are Mac/CLIP-ish vision issues at a high level, but one is a bus error on community CLIP models and the other is a SigLIP2 docs example mismatch/quantization failure." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor loading fails because of a missing mistral_common import, while the protobuf issue hides tokenizer errors when protobuf is absent; distinct root causes." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are different image/model pipeline problems with no concrete shared bug." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging for insufficient boxes and TrainerState num_input_tokens_seen not updating are unrelated; one is user-facing validation, the other is trainer accounting." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility regression and DeepseekV3MoE divergence are separate broad regressions with different triggers and affected subsystems." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3MoE FineGrainedFP8Config failure and quantized model saving failure both involve quantization, but one is loading/configuration and the other is serialization/saving." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 nonsensical outputs via AutoModel/pipeline and RT-DETR memory release are different model correctness vs lifecycle issues." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export.export with torch_compilable_check and Wav2Vec2 save/tokenization failure are unrelated; one is export compatibility, the other is tokenizer/model save behavior." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype mismatch in evaluate and Qwen2-57B-A14B-Instruct tp OOM are different performance/correctness issues with no shared fix." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and GeneratorExp torch.jit.script export failure are entirely separate legacy bugs." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in Transformers v5 and AutoTokenizer ignoring tokenizer.json are both tokenizer-loading related, but they concern different logic and symptoms." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local path trailing-slash import warning and quantization offloading not working are unrelated; one is path parsing, the other is model offload behavior." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both involve loading/resource behavior, but offloading with quantization is not the same as Gemma4 multi-GPU CUDA OOM; different models and failure mechanisms." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV cache continuation wrong tensor indexing in transformers serve is a server-side runtime bug, while Gemma4Processor missing _tokenizer is an initialization/API bug." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor updates and Gemma3 NaN embeddings with mixed-length batching are different tokenizer vs attention-masking defects." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer mask token registration is a specific tokenizer special-token bug, whereas FastSpeech2ConformerTokenizer loading failure is a different AutoTokenizer resolution problem." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and SigLIP2 AutoModel/pipeline nonsense outputs are unrelated model-specific issues." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate training-flow bugs; not the same underlying defect." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "OmDet-Turbo processor output size mismatch and RT-DETR memory release are different vision-model issues with different code paths." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Gemma4 multi-GPU OOM are both GPU deployment issues, but they are distinct failures with different causes." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error and Mac bus error on CLIP are unrelated runtime failures." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE layer drop and DeepseekV3MoE divergence are model-architecture discrepancies in different families, not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor loading ImportError and transformers serve missing _tokenizer are both Gemma4-related, but one is dependency import failure and the other is a processor attribute bug." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures and GenerationMixin import error are unrelated issues with different components and triggers." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 embedding dtype change during evaluate and undefined video multimodal token counting are unrelated bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 28, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44554", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45245", + "issue:45372", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:43526|issue:45834", + "issue:43761|issue:45859", + "issue:43723|issue:44554", + "issue:45103|issue:45372", + "issue:45440|issue:45593", + "issue:43526|issue:44186", + "issue:43334|issue:43531", + "issue:43575|issue:43701", + "issue:43526|issue:44857", + "issue:44977|issue:45245", + "issue:42490|issue:43381", + "issue:43575|issue:44387", + "issue:43824|issue:44279", + "issue:44442|issue:45072", + "issue:44743|issue:44811", + "issue:29127|issue:35141", + "issue:42915|issue:43931", + "issue:43646|issue:44077", + "issue:43262|issue:44206", + "issue:44977|issue:45584", + "issue:43452|issue:45588", + "issue:33357|issue:38175", + "issue:44062|issue:45907", + "issue:44464|issue:45491", + "issue:28218|issue:32090", + "issue:44442|issue:44898" + ], + "prepared_review_unit_hash": "f7c68ca10fa952112fb56de2e4889b9df210de62a3a23d79c9d8f6978726d6c3", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34969, + "estimated_input_tokens": 8743, + "estimated_eval_tokens": 17742 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are broadly similar only at a superficial level (regressions, loading errors, tokenizer/generation bugs) but they do not describe the same underlying defect or fix path. None of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different bugs in different processors: BEiT Fast image label reduction vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Unrelated model behaviors: CLIPVision hidden_states regression vs Qwen3.5Moe rotary embedding CPU offload incompatibility." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading failure in v5 is unrelated to an MPS attention correctness bug with mismatched value/query head dims." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Both are import-time Python issues, but one is auto-docstring annotation handling and the other is Gemma 4 processor loading via mistral_common ReasoningEffort." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different model-specific problems: DeepSeekV3 native implementation divergence vs D-FINE auxiliary loss omission when denoising is off." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Both involve image/processor code, but one is a label reduction bug and the other is LayoutLMv2Tokenizer crashing on NER padding/truncation." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen3-VL/Qwen3-MoE failures: missing pad_token_id on text config vs sliding_window behavior in MoE models." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "One is tensor-parallel OOM loading a large Qwen2 model; the other is a resume_from_checkpoint key 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+ "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different code paths: Qwen3.5 recurrent state reset with cache vs Whisper processor.batch_decode skip_special_tokens handling." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Both are library bugs, but one is LayoutLMv3 error messaging and the other is token embedding resize/post_init reinitialization." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is a different issue from Qwen3-VL weight shape mismatch during loading." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Transformers 5 custom model init breakage is not the same as patchtsmixer 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"issue:45907", + "accept": false, + "reason": "AddedToken keyword duplication and list_repo_files revision forwarding are unrelated API bugs." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is distinct from Gemma3 NaN embeddings with sliding-window all-padding windows." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer extra-space after added token is unrelated to Trainer/_gpu_broadcast_one NoneType handling." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver non-default-resolution interpolation failure are different model/input-path issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + 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"gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:33290", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:44162", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45200", + "issue:45542", + "issue:45584", + "issue:45656", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46234" + ], + "soft_pairs": [ + "issue:25251|issue:28282", + "issue:43295|issue:43825", + "issue:43550|issue:43701", + 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None of the soft pairs look like the same underlying defect, so no duplicate cluster emerges here.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the strongest representative issue: it is an open, concrete save/load regression with substantial discussion and references, making it the most broadly useful triage anchor among these items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Different failures: pipeline output nesting vs missing PyTorch for AutoModel import." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Both touch v5 pipeline behavior, but one is a processor/tokenizer regression and the other is an error-message/support claim for translation tasks." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile + SDPA 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+ "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36581, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items form many unrelated bug reports across import errors, model configs, generation, pipelines, and docs. None of the soft pairs look like the same underlying issue closely enough to merge, so all soft edges are rejected. If one issue must anchor the cluster, the Phi-4 multimodal loading report is the clearest standalone bug report.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44964 is a well-scoped, concrete model-loading regression with a specific model, failure mode, and version context; it is more representative than the other disparate reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44964 is the strongest standalone issue here: clear repro domain, explicit impacted model, and actionable bug description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and different failure modes; not the same bug." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure vs TensorFlow/tensorboard backend error; unrelated causes." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different model families and different generation/token embedding behaviors." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Both involve embedding/processor changes, but they affect different models and code paths." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-handling bugs, but on different model configs and different missing/defaulted fields." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count limit error is unrelated to Whisper empty-transcription generation." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Both are generation-related, but one is output inconsistency and the other is a stale warning." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Different import symbols and different modules; same broad symptom only." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer NER/padding crash is unrelated to serve KV-cache continuation indexing." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder issue title vs audio feature extraction bug; no overlap." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import latency and sys.modules safety are different problems." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a compile/runtime failure and the other is a version-check/import gate bug." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight-tying bug in Mistral3 is unrelated to Qwen3.5 save_pretrained corruption." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Image-utils import error vs Qwen3.5 chat crash; no shared underlying bug." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Siglip2 zero probabilities and Sam3PixelDecoder dummy conv are unrelated model bugs." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both involve config loading, but one loses fields with trust_remote_code while the other lacks model_type entirely." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI stale-device test failure is unrelated to Phi-4 multimodal model loading." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Both concern loading models, but one is a specific Phi-4 load failure and the other is a broken auto-mapping reference." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Different generation bugs with different triggers and outcomes." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different models and different loading failure modes." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Two distinct import errors in different modules; not the same missing export." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Server KV-cache crash and trust_remote_code cache-path collision are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of a helper API breaking trust_remote_code models is not the same as local cache path collisions." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and Sam3LiteText auto-mapping cleanup are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Both mention resize_token_embeddings, but they affect different model implementations and symptoms." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral models and FlashAttention failures are different bugs." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "ImageProcessorFast label reduction bug vs pipeline documentation mismatch; not the same issue." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline bug and notebook syntax error are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model recognition/config error vs image processor torchvision dependency issue." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression and ANSI color output in loading_report are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 33, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42175", + "issue:43295", + "issue:43299", + "issue:43335", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43688", + "issue:43824", + "issue:43901", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44220", + "issue:44242", + "issue:44279", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44617", + "issue:44779", + "issue:44933", + "issue:45020", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:43335|issue:45593", + "issue:43441|issue:45588", + "issue:42175|issue:44279", + "issue:43388|issue:43688", + "issue:44075|issue:44368", + "issue:44016|issue:44220", + "issue:43299|issue:45216", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:43650|issue:46209", + "issue:44496|issue:45759", + "issue:45335|issue:45584", + "issue:45372|issue:46234", + "issue:32090|issue:35141", + "issue:43479|issue:43525", + "issue:44242|issue:45200", + "issue:38175|issue:44617", + "issue:43577|issue:45216", + "issue:43299|issue:45357", + "issue:41950|issue:45020", + "issue:43824|issue:44933", + "issue:41950|issue:45823", + "issue:44779|issue:45812", + "issue:44279|issue:45405", + "issue:44351|issue:45278", + "issue:39692|issue:43901", + "issue:44016|issue:44062", + "issue:43295|issue:44779" + ], + "prepared_review_unit_hash": "857e00b4643c24e6015d6ee8f4bcc74534ef414f84fb4c42bf7a4495396070a3", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35610, + "estimated_input_tokens": 8903, + "estimated_eval_tokens": 18062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the soft pairs are mostly loose topical overlaps, not the same concrete bug/change. I don\u2019t see any PRs here, and there\u2019s no clear duplicate canonical issue across the set.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical duplicate stands out; the items span unrelated bugs across configs, tokenizers, imports, pipelines, and docs, with only broad thematic overlap.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest representative issue: it is concrete, user-visible, and describes a broad silent regression in AutoTokenizer behavior for Granite models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs: sparse-layer/config construction vs auxiliary-loss omission in another model." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention FlashAttention, but these are different failure modes and different code paths." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Broad packaging/dependency complaint vs a generic transformers dependency issue; not the same bug." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different subsystems: metric gathering vs auxiliary-loss normalization." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling is unrelated to the tie_word_embeddings warning." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax/doc error vs audio feature extraction bug." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen regressions, but one is model loading and the other is save_pretrained checkpoint corruption." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch vs a model-type/config import failure." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder/empty issue title vs an FP8 inference bug on B200." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Different config/model-loading bugs with different root causes." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Tokenizer resizing bug vs Whisper empty-transcription failure; unrelated code paths." + }, + { + "left": "issue:45372", + "right": "issue:46234", + "accept": false, + "reason": "Different missing-import problems affecting different subsystems." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast TypeError is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config classes and different initialization/access errors." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Loss-routing/aux-loss bug vs missing default token-type IDs for fine-tuning." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Different model families and symptoms: zero probabilities vs CUDA OOM." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Precision-loading bug vs a Qwen save_pretrained regression; not the same issue." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a loading failure and the other is incorrect saved visual keys." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup bug vs a broad remote_code compatibility regression." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Importing a specific Qwen VL class is unrelated to an image_utils import error." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor selection bug vs Gemma4 device-map mismatch; different code paths." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions in different model families." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency complaint vs an unreleased PEFT version pin; not the same bug." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A missing symbol is not the same concrete issue as a broad wave of import errors." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Documentation example errors vs pipeline docs mentioning a stale argument." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax issue vs AddedToken constructor argument conflict." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Different regression paths: processor/tokenizer API breakage vs DeepSeek tokenization correctness." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 34, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:42994", + "issue:43065", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43723", + "issue:43784", + "issue:43854", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44297", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45081", + "issue:45276", + "issue:45325", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "issue:44683|issue:45542", + "issue:43976|issue:45405", + "issue:43299|issue:43854", + "issue:43650|issue:46132", + "issue:43976|issue:44987", + "issue:44462|issue:45081", + "issue:43450|issue:44279", + "issue:43976|issue:44279", + "issue:44297|issue:44462", + "issue:45081|issue:45907", + "issue:44466|issue:45276", + "issue:44521|issue:45325", + "issue:43441|issue:45834", + "issue:45600|issue:45712", + "issue:42994|issue:43317", + "issue:43653|issue:45593", + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:43065|issue:44898", + "issue:44261|issue:44263", + "issue:44016|issue:45823", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:43723|issue:44162", + "issue:43441|issue:44683", + "issue:43901|issue:43994", + "issue:43450|issue:44617", + "issue:44297|issue:45397", + "issue:43784|issue:45542", + "issue:43525|issue:43881", + "issue:43901|issue:44246" + ], + "prepared_review_unit_hash": "1ce5a2d442dcde25ccb5b098c83d57a433acba72179c60a400ab5410799b99c5", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36719, + "estimated_input_tokens": 9180, + "estimated_eval_tokens": 18616 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated tokenizer, loading, attention, CI, docs, and performance regressions. None of the candidate edges looks like the same underlying bug/change, so all soft links are rejected.", + "confidence": 0.92, + "canonical_issue_reason": "No single issue is a safe canonical representative; the set mixes unrelated bugs and regressions rather than one duplicate theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the broadest representative of the tokenizer-loading subset and is the closest fit among the available issues, but it still does not cover the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Different failure classes: compiled flex_attention on torch>=2.9 vs an optional TensorFlow/backend import issue." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version support breakage and a PEFT version bump are unrelated release/dependency problems." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading reports, but they target different models and likely different load paths." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "A vague data request is unrelated to AttentionInterface.register changing function behavior." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "A Python-version compatibility issue is not the same as a model-specific loading failure." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but one is AutoTokenizer ignoring tokenizer.json while the other is a Mistral regex-patching crash." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor shape handling is unrelated to a generic dependency issue." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python compatibility and dependency problems are different root causes." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Save-time tokenizer_class mismatch and load-time tokenizer.json resolution are different serialization paths." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patching and list_repo_files revision forwarding are unrelated code paths." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Tied-weight serialization depends on device placement, while this gemma4 issue is about resize_token_embeddings not updating related layers." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "All-zero assistant masks in multimodal chat templating is unrelated to Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure in Ministral-3 and a Kosmos2.5 OCR index error are different model-specific bugs." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both touch repo hygiene/CI, but one is stale auto_mappings references and the other is leftover dummy classes." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving and dequantized offload loading are opposite workflows with different failure modes." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing processor save files and gemma-4 ZeRO-3 from_pretrained are different loading/saving problems." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save file loss is unrelated to a tokenizer/filtering performance regression." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver non-default resolution failure are different vision-model bugs." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Missing rms_norm_eps precision drift and torch.split return values in a MoE indexer are distinct code-path bugs." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss behavior are unrelated issues." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM prediction errors and Deepseek tokenizer regressions affect different models and logic." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading problems and ESM2 model breakage are not the same underlying bug." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention attention, but Ministral FlashAttention and compiled flex_attention on new torch versions are different implementations." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mentioning return_all_scores and incorrect SigLIP2 outputs are different problem types." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Incorrect batched video-processor shapes and Sam3Video OOM are not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config serialization mismatch and gemma-4 ZeRO-3 loading are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "A missing nn import in sentence-transformers and a TensorBoard-without-TF backend error are different import-time dependency issues." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are distinct model/config problems." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs drift and intermittent import slowness are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 35, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": 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I do not see a single underlying duplicate bug tying them together, so all soft edges should be rejected.", + "confidence": 0.29, + "canonical_issue_reason": "Issue 44521 is the strongest standalone bug report in the set: it is concrete, recent, has multiple inbound references, and describes a reproducible multimodal chat-template failure.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the best representative issue overall because it is specific, user-impacting, and well-scoped to a concrete code path rather than a vague symptom or docs-only problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Different failures: missing `pad_token_id` on a config vs `trust_remote_code` returning an incomplete config object." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "A notebook syntax error is unrelated to the `init_empty_weights` 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"prepared_review_unit_hash": "3c771669f0e423b1c8ed76135f1df1ce32bb5b8219ccbcbc081daf2d4d5e9531", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36963, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated singleton issues. The only clear duplicate pair is the Qwen3ForCausalLM VRAM leak report (42673/43704); the rest share broad themes at best, but not the same concrete bug or code path.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the earlier, fuller report of the same Qwen3ForCausalLM multi-dataloader VRAM leak; issue:43704 is an exact-title duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest canonical issue in this set because it has the clearest duplicate match and the most actionable description of the underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Different Gemma-related failures: a server crash from missing `_tokenizer` versus a pipeline roundtrip issue on the underscore token." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols (`AutoImageProcessor` vs `HybridCache`) and likely different fixes." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same Qwen3ForCausalLM VRAM leak report, with identical title and matching symptom." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model load failure for Phi-4 multimodal is unrelated to the DeepSpeed ZeRO3 deque underflow error." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure is unrelated to an import error for a specific Qwen2.5-VL class." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention MoE/FP8, but one is a `save_pretrained` FP8 issue and the other is a `from_pretrained` error for Qwen3.5; different code paths." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "An accuracy regression in FineGrainedFP8 is not the same bug as FP8 MoE save/pretrained handling." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different missing-import regressions for different API symbols; same general symptom, not the same issue." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different model families and failure modes: Qwen3-VL-Moe vs Qwen3.5 MoE." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging/backend extra selection is unrelated to leftover dummy class cleanup in `dummy_pt_objects.py`." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading is unrelated to a pytest-xdist race in testing utilities." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoding is unrelated to router-logit/load-balancing-loss handling in MoE." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "A test-file race and a broken auto-mapping entry are different CI issues." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs sync logic is unrelated to a Janus image-generation test failure." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is `clean_up_tokenization_spaces` behavior and the other is BOS/EOS insertion for a specific tokenizer." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Docs mismatch for `TextClassificationPipeline` is unrelated to the xdist race on `captured_info.txt`." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Broken VitPose models and Gemma4 `mm_token_type_ids` behavior are different model-specific bugs." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "A loading hang for Sentence Transformers is unrelated to embedding reinitialization during resize." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to the ZeRO3 deque error." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing files in `processor.save_pretrained` is a different bug from Qwen3.5 MoE load errors." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Torch.compile attention-kernel divergence is unrelated to a docstring typo." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Dummy Conv2d cleanup in Sam3PixelDecoder is unrelated to final-partial-batch handling in MaskGenerationPipeline." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to an OOM with Adafactor/DeepSpeed." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation-state bookkeeping and attention-kernel branching are different concrete problems." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and behaviors." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import failures, but they concern different missing names and different integration points." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading regressions and BOS/EOS special-token behavior are not the same underlying bug." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: cleanup-space behavior versus Kimi-K2.5 codec handling / warning message." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizer regressions, but for different models and root causes." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-processor API and remote-code meta-init incompatibility are unrelated multimodal issues." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation crash in serve is unrelated to an auto-docstring annotation crash." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the soft-edge verdicts are appropriately conservative overall. The duplicate call on 42673/43704 is supported by the identical titles, earlier timestamp, and larger body on 42673. No mergeability issues apply since this is an issue-only set." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 39, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43122", + "issue:43232", + "issue:43479", + "issue:43723", + "issue:43873", + "issue:43976", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44484", + "issue:44623", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231" + ], + "soft_pairs": [ + "issue:44016|issue:46231", + "issue:44075|issue:46231", + "issue:44295|issue:45656", + "issue:44060|issue:45125", + "issue:42898|issue:44448", + "issue:45405|issue:45712", + "issue:42175|issue:44933", + "issue:44448|issue:46132", + "issue:44222|issue:44297", + "issue:43479|issue:44079", + "issue:44933|issue:45712", + "issue:44297|issue:45656", + "issue:43976|issue:44933", + "issue:44222|issue:44623", + "issue:44190|issue:46082", + "issue:30333|issue:34689", + "issue:42831|issue:44623", + "issue:43479|issue:44869", + "issue:30333|issue:36331", + "issue:45245|issue:46132", + "issue:30333|issue:35141", + "issue:28282|issue:30333", + "issue:45071|issue:46082", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:44206|issue:45103", + "issue:43723|issue:44977", + "issue:43122|issue:46209", + "issue:44263|issue:45092", + "issue:43232|issue:45834", + "issue:43873|issue:44945", + "issue:44222|issue:44484", + "issue:44295|issue:44623" + ], + "prepared_review_unit_hash": "84c4427cbd86ef2b5599bab5b9af56b77aeb45556d5491ac1b87412e726f5a6d", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36765, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated import errors, tokenizer/model bugs, trainer issues, config regressions, and docs problems. None of the soft edges look like the same underlying defect, so all candidate pairs should be rejected.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue; the items span unrelated bugs and regressions across different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44297 is one of the more concrete code-path bugs, but it still doesn't represent the rest of the mixed cluster well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error vs. a docs/parameter-name mismatch; different problems." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer args being ignored is unrelated to a `set_training()` doc mismatch." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position-ids buffer access bug vs. optimizer step being called twice; unrelated code paths." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Tied-weights warning bug is unrelated to missing `_tp_plan` for tensor parallelism." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both mention v5 behavior, but one is tokenization cleanup and the other is model output drift for Pegasus; not the same bug." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning issue vs. leftover dummy classes in `dummy_pt_objects.py`; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Missing TensorFlow backend after `pip install .[torch]` is unrelated to a missing `image_utils` import." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output change vs. `AttentionInterface.register` behavior change; different subsystems and failures." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 `save_pretrained` bug is unrelated to tokenizer class metadata mismatch." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config default initialization bug vs. `ModelOutput` key assignment bug; unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing import from `image_utils` vs. dummy classes leaking into `dir(transformers)`; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer metadata mismatch vs. optimizer double-step; not the same defect." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility problem vs. missing import; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save bug vs. processor save_pretrained missing files; different save paths." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading failure vs. LlamaConfig head-dim validation; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting on failed jobs vs. Llama 3.2 Vision model loading regression; unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issue vs. processor serialization missing files; different failures." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config defaulting bug vs. Whisper timestamp decode crash; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow job-status bug vs. custom trainer signature change; unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count overflow vs. attention registration behavior change; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow reporting bug vs. embedding resize/reinit bug; unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "PyTorch missing import error vs. MLflow reporting bug; unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Type-checking regression vs. LlamaConfig head_dim validation; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different modules; both packaging-related, but not the same issue." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs. Qwen3.5 MoE `from_pretrained` error; unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature-extractor center-arg regression vs. auto-docstring crash with future annotations; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression vs. Qwen3.5 flash-attention generation bug; unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization change across versions vs. FP8 inference failure on B200; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "`torch.split` return-value handling bug vs. remote-code/meta-init incompatibility; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update bug vs. Kosmos2.5 long-OCR index error; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading bug vs. pipeline-parallelism output bug; unrelated code paths." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save bug vs. `max_shard_size` question; not the same defect." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position-ids buffer read bug vs. processor save_pretrained missing files; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 40, + "review_unit_count": 50, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43479", + "issue:43550", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44945", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46132" + ], + "soft_pairs": [ + "issue:44373|issue:44485", + "issue:43761|issue:46082", + "issue:43479|issue:43644", + "issue:44483|issue:45406", + "issue:45092|issue:45357", + "issue:43723|issue:44871", + "issue:44263|issue:44360", + "issue:30990|issue:38175", + "issue:44514|issue:45103", + "issue:44261|issue:45092", + "issue:42907|issue:46050", + "issue:44829|issue:46002", + "issue:43479|issue:44913", + "issue:42831|issue:45310", + "issue:22355|issue:28282", + "issue:41628|issue:43824", + "issue:44263|issue:44373", + "issue:42831|issue:44038", + "issue:39401|issue:44568", + "issue:44945|issue:45753", + "issue:42886|issue:43066", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:44117|issue:44704", + "issue:43576|issue:43784", + "issue:43550|issue:46132", + "issue:42371|issue:44263", + "issue:43646|issue:46002" + ], + "prepared_review_unit_hash": "61b79087ceaf101823b122aafe9de34be888f7258bd9de5befb12ef35306192d", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35714, + "estimated_input_tokens": 8929, + "estimated_eval_tokens": 18114 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 41, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44222", + "issue:44261", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45446", + "issue:45478", + "issue:45593", + "issue:45600" + ], + "soft_pairs": [ + "issue:44295|issue:44297", + "issue:30990|issue:33357", + "issue:43232|issue:45593", + "issue:44704|issue:45290", + "issue:44261|issue:44373", + "issue:42907|issue:44945", + "issue:43723|issue:44442", + "issue:43784|issue:45600", + "issue:43723|issue:44779", + "issue:43756|issue:44060", + "issue:41628|issue:45278", + "issue:43122|issue:44514", + "issue:42907|issue:43937", + "issue:43408|issue:43475", + "issue:43116|issue:45200", + "issue:43122|issue:44521", + "issue:42907|issue:44964", + "issue:44360|issue:44485", + "issue:44038|issue:44297", + "issue:44625|issue:44829", + "issue:43232|issue:45245", + "issue:44038|issue:44295", + "issue:28218|issue:30990", + "issue:42907|issue:43452", + "issue:43122|issue:44779", + "issue:36296|issue:43116", + "issue:44038|issue:44222", + "issue:39401|issue:44488", + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:39401|issue:44521", + "issue:43784|issue:45446", + "issue:22355|issue:28218" + ], + "prepared_review_unit_hash": "21345a071d6165be02f22439bb5406047b2dcb22dd360a472cbd9a5cab0f460b", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37186, + "estimated_input_tokens": 9297, + "estimated_eval_tokens": 18850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated Transformer issues across tokenization, import/loading, multimodal processing, generation, and model-saving paths. I do not see a safe canonical duplicate representative, and none of the soft pairs look like the same underlying bug/change.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue is a safe canonical representative; the items span unrelated bugs and regressions rather than one duplicate thread.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: none of these issues cleanly subsumes the rest or represents the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Both are bugs, but one is about reading a buffered position_ids tensor and the other about tokenizer_class metadata on save_pretrained; different code paths." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence Transformers loading hang vs a MacOS bus error in a CLIP model; different symptoms and likely different root causes." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs after sync_gpus is unrelated to D-FINE auxiliary loss behavior." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Passing kwargs to cached_file in AutoProcessor is a loading/path issue, while apply_chat_template with tool calls is a templating/runtime crash." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Precision drift from missing rms_norm_eps is unrelated to a docstring correction for position_ids." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and incorrect pipeline-parallel outputs are different problems." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "A generic AutoTokenizer loading regression is not the same as one specific tokenizer class failing to load." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Missing nn during import of sentence-transformers is unrelated to stale auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer loading failure in v5 is not the same as Deepseek producing incorrect tokenization results." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer loss and Qwen3-Next tied-weights warnings are different model-specific bugs." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A single missing AutoImageProcessor import does not match a broad set of import errors after version upgrade." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenization differences across versions and a batched apply_chat_template crash are separate paths." + }, 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multimodal Phi-4 model." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to GLM-5 RoPE implementation concerns." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe transformer behavior and tokenizer_config metadata mismatch are different issues." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation for Qwen3.5 and flash_attention_3 training degeneration do not share a concrete code path." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation-state handling after sync_gpus is unrelated to a category-cardinality limit error." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "A Qwen3-VL-Moe bug and FP8 save_pretrained for MoE are both MoE-adjacent but not the same concrete failure." + }, + { + "left": "issue:28218", + "right": "issue:30990", + "accept": false, + "reason": "An extra space added after an added token is unrelated to a loading hang in Sentence Transformers." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save_pretrained and gguf_file incompatibilities affect different APIs and likely different fixes." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenization across versions and Deepseek-specific incorrect results are not the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bugs and multi-label example-script output are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe runtime behavior and FP8 save_pretrained MoE serialization are distinct problems." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping for Qwen3 tokenizer is unrelated to failing to load cjvt/sleng-bert." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "A bad save_pretrained checkpoint and a from_pretrained error for Qwen3.5 MoE are related by model family but not the same concrete bug." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration and missing HybridCache are separate import failures." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping and multimodal assistant mask generation are different code paths." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "An import NameError in sentence-transformers is unrelated to a PyTorch version check bug in flex_attention." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "A missing transformers.onnx module and an added-token spacing regression have no shared underlying cause." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 42, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + 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separate Transformers v5 regressions or model-specific bugs, not duplicates. The closest thing to a broad umbrella is the upgrade-related import-error report.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45278 is the broadest representative: it describes multiple import failures after upgrading Transformers, which best matches the cluster\u2019s overall upgrade-regression flavor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single issue to anchor the cluster because it is user-facing, broad, and can absorb several import-regression reports without overcommitting to a narrow code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different packages; not the same underlying bug." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "One is a missing module import, the other is a tokenizer behavior inconsistency; unrelated 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"issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same model family, but one is GenerationConfig validation and the other is RoPE implementation; different bugs." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility and a PyTorch version guard are different compatibility problems." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF backend packaging and a missing image-patch helper are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different model-specific breakages: vitpose models vs. Ministral-3 FlashAttention failure." + }, + { + "left": "issue:42831", + "right": "issue:44297", + "accept": false, + "reason": "FP8 accuracy and tokenizer save metadata mismatch are not the same defect." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument 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+ "accept": false, + "reason": "Multi-label example behavior and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A helper-function behavioral bug and a version-check import bug are not the same underlying issue." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both concern attention behavior, but they are different models and different masking/scaling logic." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 and a stale warning in paged generate() are different bugs." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing transformers.onnx module and unclear LayoutLMv3 error messaging are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback logic and 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vision config fields are separate model serialization problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 48, + "review_unit_count": 50, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43299", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + 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"issue:43010|issue:43976", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:44315|issue:46209", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44230|issue:46095", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:44373|issue:44961", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:44393|issue:45753" + ], + "prepared_review_unit_hash": "5c468d85e1f85216a18a0b3bf73d2d532c1bfedf7a2ca3cc46263c4169f1ae24", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 37801, + "estimated_input_tokens": 9451, + "estimated_eval_tokens": 19158 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": 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"issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46018", + "issue:46143", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:45362|issue:45850", + "issue:41669|issue:46218", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43408|issue:44315", + "issue:44704|issue:44908", + "issue:44297|issue:45230", + "issue:43976|issue:44393", + "issue:44295|issue:45230", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:45278|issue:45850", + "issue:43673|issue:44492", + "issue:43874|issue:45850", + "issue:46143|issue:46144", + "issue:43976|issue:46218", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44492", + "issue:44315|issue:44829", + "issue:42371|issue:44492", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:43827|issue:44492", + "issue:46018|issue:46172", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689" + ], + "prepared_review_unit_hash": "d1758d31ffe0c03b041d508512242a970377e04d86bdfa69ccdf9cf33025d4c9", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + 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There are no strong duplicate PRs here, and most soft pairs are only loosely similar by subsystem or upgrade version.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45278 is the best umbrella candidate: it clearly captures the common v5 upgrade/regression theme with a concrete symptom (many import errors after moving from 4.57.0 to 5.5.0).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most actionable representative of the cluster; broader catch-all titles like 45850 are too vague to serve as a good canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Different problems: import-time bloat from `import *` vs missing cache state during chunked prefill." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 loading regressions, but they describe different load paths and different failure modes." 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"reason": "Different model instantiation issues with different causes and code paths." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding vs scheduler kwargs forwarding; same pattern, different APIs." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata bug vs a placeholder bug report with no clear shared root cause." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility issue vs Qwen3-VL bounding-box output bug." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access error is unrelated to the generic bug report." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support error vs a multimodal output correctness issue." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command vs scheduler kwargs handling; different subsystems." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler parameter plumbing vs PretrainedConfig type-checking regression." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import performance regression is not the same as a missing exported symbol." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "No clear overlap: import slowdown vs a testing utility bug." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 breakage reports, but one is specifically import errors and the other is generic model breakage." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache regression vs a cache-strategy typo." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "Missing image-processor method for one model, not the same as a broad v5 breakage umbrella." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Related RoFormer area, but one is kwargs forwarding and the other is attention-interface usage." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility vs a specific missing Qwen3.5 class import." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5/Qwen3-VL model bugs with distinct failure modes." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional `post_init` validation vs `_tied_weights_keys` type handling." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Documentation mentioning removed `pipeline()` APIs vs scheduler kwargs behavior." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion vs tokenizer-loading regression; not the same underlying issue." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-time performance regression vs a typo in cache-strategy text." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger kernel application in `model_init` vs flash-attention-3 training degeneration." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings migration vs cache-strategy typo." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken `transformers env` command vs lazy-loading behavior; similar theme, different issue." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save/export problem vs tied-weights key 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+ "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation vs GLM-5 RoPE implementation; different model math bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation bug vs scheduler kwargs bug." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-performance regression vs VRAM leak in multi-threaded dataloader use." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation issue vs a model-loading breakage in a specific release." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 50, + "review_unit_count": 50, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-433", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46218" + ], + "soft_pairs": [ + "issue:31515|issue:31795", + "issue:44485|issue:45468", + "issue:43298|issue:46095", + "issue:43704|issue:44485", + "issue:45850|issue:46218", + 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"issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "faa97116d452c534f309484d9fa3122e60be3225c4b1b51890eb3976a6ec6bd5", + "component_budget": { + "node_count": 433, + "item_count": 433, + "soft_pair_count": 1595, + "serialized_chars": 826484, + "estimated_input_tokens": 206621, + "estimated_eval_tokens": 413498 + }, + "budget": { + "node_count": 42, + "item_count": 42, + "soft_pair_count": 42, + "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": null, + "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": 17, + "review_unit_index": 1, + "review_unit_count": 1, + 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false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "f5ca8884235bbe4b4cf0ee9e2cda2cd9a87d3f0e3bca9c0d541027e739f56f82", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues do not look like duplicates: one is about Tapas tokenization mismatch, one about a login/authentication error when downloading a private model, and one about failing to load bert-base-uncased. The soft similarities are too broad to treat as the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": "No strong duplicate cluster emerges here; if forced to pick a representative, issue 16618 is the most concrete and user-visible model-loading failure.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 16618 is the best standalone representative because it describes a specific, reproducible loading problem with a common model name and broad user impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch is a tokenizer/behavior discrepancy, while 16618 is a model loading failure; they are different code paths and underlying problems." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "15980 is about an unauthenticated private-model download error message, not the same failure as being unable to load bert-base-uncased." + } + ] + }, + "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": 17, + "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": "4fdee17ccfcf2e4ba70d02fcbd47b45d175bcb865189f7755979f87536f9bf74", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "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 distinct community-contribution feature requests: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They share the broad theme of adding architecture support, but they target different subsystems and concrete changes, so they should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #26350 is the stronger canonical candidate because it has much higher discussion activity and is the earlier, more established request, but it is still a separate feature request from the GGUF item.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #26350 is the best representative issue for this cluster because it is the most active and central item, even though the cluster is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Both are support-expansion requests, but Flash Attention 2 and GGUF are different features with different code paths and implementation work; they are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 17, + "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-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:46222", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:46222", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:46222", + "issue:43834|issue:44365", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "652de6602a3b79daa0ca4a4e0dc498579f7841d196f01535cb43e394cfaa4384", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 25, + "serialized_chars": 13679, + "estimated_input_tokens": 3420, + "estimated_eval_tokens": 7096 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 25, + "serialized_chars": 13679, + "estimated_input_tokens": 3420, + "estimated_eval_tokens": 7096 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most items are separate i18n translation tracking issues for different languages and should not be merged. The only clear duplicate set is the generic template issues with the exact same placeholder title; the Thai-titled issue does not look like the same tracker.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 46222 is the best canonical representative of the exact generic template cluster: it matches the same placeholder title as 43834/44365/44370, is still open, and appears to be the most current active copy.", + "canonical_pr_reason": null, + "best_issue_reason": "46222 is the strongest global issue candidate because it is open, current, and exactly matches the duplicate template issues, while the language-specific issues are distinct translation requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different target languages and different translation requests; same broad i18n subsystem but not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:46222", + "accept": false, + "reason": "Turkish-specific translation issue vs a generic placeholder-template translation tracker." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language-specific translation issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Different language-specific translation issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language-specific translation issue." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different language-specific translation issue." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation tracker is not the same as the generic placeholder issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language-specific translation issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different language-specific translation issue." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language-specific translation issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation tracker is distinct from the generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different language-specific translation issue vs generic placeholder tracker." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different language-specific translation issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Different language-specific translation issue." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "No evidence this Thai-titled issue is the same translation request; titles do not match." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Exact same placeholder template title and same underlying generic i18n translation tracker." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": true, + "reason": "Exact same placeholder template title; both appear to be the same tracker copy." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Exact same placeholder template title and same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Thai-titled issue does not clearly match the generic placeholder translation tracker." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Exact same placeholder template title; same duplicate tracker." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": true, + "reason": "Exact same placeholder template title; same duplicate tracker." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "No clear evidence the Thai-titled issue is the same tracker." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": true, + "reason": "Exact same placeholder template title; same underlying issue." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "No clear evidence the Thai-titled issue is the same tracker." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Different titles and no evidence they are the same translation request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:45322", + "issue:43837|issue:43909", + "issue:43909|issue:44205", + "issue:43671|issue:43909", + "issue:44121|issue:45322", + "issue:43837|issue:44121", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "8435704b1d7491c09b9b6cc3ebfb149a7f65f757c0231093b4977cebf2751e0f", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21656, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21656, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": null, + "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": 17, + "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": "ee226305fe4a1ca2ab43d1733cc7bd5a686c9921810b6d828c20f03f8a88c9f0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are about different feature requests in different areas: one is about block decoding, the other about DeepSeek v3.2 support. They do not appear to describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Unrelated requests with no shared code-path or concrete symptom overlap; one asks for block decoding, the other for model/version support." + } + ] + }, + "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": 17, + "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": "a416742cae6e73b849247cda8a3df086475de376602d953d7259ddf739049584", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related only at a high level (custom Trainer behavior), but they target different functionality: unused-column removal vs FLOPs estimation. They should not be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43598 is the better anchor because it is a concrete Trainer customization problem and represents the broader API/behavior change more directly than the FLOPs-specific report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the strongest representative of the cluster since it focuses on a clear Trainer extensibility concern, while 43600 is a separate metric-accounting issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Related theme, but different code paths and outcomes: 43598 is about `remove_unused_column` behavior in `Trainer`, while 43600 is about FLOPs estimation for custom trainers. 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": 9, + "component_count": 17, + "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": "5c2dad1d956705e0f27579685a936eed830b8f9c23155718ebc58409539d2262", + "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 two distinct feature requests for different Qwen model families and tasks, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43684 is the broader model-registration request and is the better representative of the cluster, but it is still separate from 44405.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the more general support request (AutoModel and AutoModelForConditionalGeneration registration) and is the best single issue to anchor the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model targets and different capabilities: Qwen3-Omni registration vs. Qwen3.5 AutoModelForSequenceClassification support. They do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 17, + "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": "a3ef88ff0a416ef854b39cbefe9fbc3cdd3c3a1cb400ed56beaaf98918e300a1", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues share the exact title \"huggingface \" and look like duplicates; the \"Fett\" issue does not have enough evidence to connect it to that set. With no body detail or links, the safest cluster is the repeated \"huggingface \" reports.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43845 is the earliest of the three identical \"huggingface \" issues, so it is the best placeholder canonical issue for that duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the strongest issue representative because it is the earliest and matches the other two nearly identical reports by title.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Titles do not match and there is no body/link evidence showing the same underlying problem." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "No concrete evidence ties \"Fett\" to the \"huggingface\" report cluster." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Insufficient evidence that this is the same issue; only weak generic similarity is present." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same exact title, close creation times, and no contrary evidence; likely duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title with no distinguishing details, so these look like the same underlying issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and no evidence of a different problem, so they are likely duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: three issues have the exact same title and 43845 is the earliest of that set. The rejection of 43835 is appropriately cautious given only weak similarity. The accepted soft edges are also conservative because they rely on exact title match with no contrary evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 17, + "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": "9fd6c2da38d2735c4c4f21f448eb8c77497184da309263d9d8b07fb4a3e4bd46", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster looks like a set of unrelated low-quality/spam issues with generic titles; there is no evidence of a shared bug report or duplicate workflow.", + "confidence": 0.96, + "canonical_issue_reason": "No issue clearly represents a real underlying problem, so there is no sensible canonical issue for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44418 is the only one with a mildly descriptive non-spam title, but it still does not identify a concrete bug and is not a good duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are titled \"\" and provide no concrete bug detail; similarity is not enough to indicate the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders with no actionable description, so they cannot be treated as duplicates of a specific bug." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a generic documentation suggestion; no shared underlying defect is evident." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a generic company-name title do not indicate the same issue or change." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A vague documentation suggestion and spam placeholder are unrelated and do not describe the same problem." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "The titles point to different kinds of low-signal reports; there is no concrete common bug or request." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "They are both spam placeholders, but there is no evidence they refer to the same underlying issue rather than separate junk reports." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "No concrete defect or matching request is described, so the pair is not a valid duplicate match." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "The records do not share a specific bug, code path, or actionable request; reject as duplicate." + } + ] + }, + "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": 17, + "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": "6099586d5cbff118430468159a04b0d2e1ef0234b4d55fa21a35a338f342656a", + "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": "These two closed issues are likely duplicates: they have identical titles and a soft-similarity signal, with #45145 slightly better suited as the canonical record because it has the only inbound reference.", + "confidence": 0.84, + "canonical_issue_reason": "#45145 is a reasonable canonical issue because it matches #45151\u2019s title exactly and has the only inbound reference, giving it a slight edge for keeping the primary record.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue to keep as the primary record for this likely duplicate pair because it has the same title as #45151 and the only inbound reference.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Identical titles plus the soft-similarity signal make these likely duplicates, though the packet does not include description text, so this should be treated as probable rather than certain." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pair is plausibly duplicate based on the identical titles and soft-similarity signal, but the writeup overstates the evidence. The packet does not provide description text to support 'near-matching descriptions,' and the soft-pair verdict is not deterministic. Please keep the conclusion more conservative, e.g. 'likely duplicate' rather than 'clear duplicate pair,' and avoid claiming stronger canonical evidence than the inbound reference supports." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "0c99eb595c9401d391f8bca202f19a6591d1fd6e84069be760cdd001c7629bf0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "b62a40d5708b6ac6f81d39025f5cd791366c1d4f5c0cb7276cf0112d2d302f82", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed, body-less issues that only contain different personal names and birthdates. They do not describe a product bug or change, and there is no evidence they share the same underlying problem. Treat them as unrelated, low-signal/spam-like reports rather than duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "The titles are different personal-name/date strings with no shared bug description, code path, or issue context; they do not look like the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "1cebfc293e8f894ebde778985bad8f565ebc9a49b5a2843d30eeffb22a92e29b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are not duplicates: they are unrelated name/date entries with no shared problem statement, links, or discussion context.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different named entities and dates; no evidence they describe the same bug, request, or code issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "66376826eb3acfb4707444bb5c9566babeca1513face2f5fdbfa9f23ed6d8cb9", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two clear exact-duplicate issue pairs and one thematically related but separate issue. Only the identical-title pairs should be merged; the dataset-sample issue is not the same underlying request.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue cleanly represents the whole cluster because it splits into two different duplicate pairs with different titles/topics.", + "canonical_pr_reason": null, + "best_issue_reason": "If one representative must be chosen, issue 45870 is the best fit: it is the earliest member of the exact duplicate pair 45870/45871 and has the most generic framing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different requests: a financial data bundle is not the same underlying issue as a financial time-series prediction example." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different requests: dataset/sample availability versus an example/prediction issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and evidently the same issue; safe duplicate." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related financial/DataForge theme, but the titles describe different deliverables and code paths (example prediction vs scraping service)." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Related topic, but not the same concrete request; likely separate issues." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete requests despite shared financial/DataForge wording." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete requests despite shared financial/DataForge wording." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and scope; clear duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative: the identical-title pairs (45870/45871 and 45872/45873) are reasonable duplicate matches, while 45869 is appropriately kept separate. The representative and canonical-issue reasoning also matches the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 28, + "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:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "beb72a7a40248bff32bb9eabd801e66af350d97509731b7655a00d7095f59e8d", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34778, + "estimated_input_tokens": 8695, + "estimated_eval_tokens": 17646 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34778, + "estimated_input_tokens": 8695, + "estimated_eval_tokens": 17646 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs from different subsystems. The only true duplicate pair is the two `fixed_cross_entropy` changes for issue #43240; the rest are same-area but different features, models, or tests and should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the better canonical representative: it explicitly targets #43240 and directly forwards the new `cross_entropy` kwargs in the loss helper. PR #43254 is a near-duplicate alternative implementation of the same fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the best overall representative of the only real duplicate pair in this cluster, because it cleanly addresses the tracked loss bug with the most direct fix and explicit issue linkage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different models and goals: VideoPrism documentation/model addition vs an ExecuTorch dynamic-shape export test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer method addition is unrelated to ExecuTorch exportability testing." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer helpers and adding MobileLLM are separate model support changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness and MobileLLM model implementation are different changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix is unrelated to adding a new model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Both touch training/model code, but one fixes cross-entropy kwargs and the other is Mistral4 test/model wiring; not the same bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch dynamic-shape tests and Mistral4 test fixes are different concrete changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Export testing for decoder-only LM is unrelated to adding MobileLLM support." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model support and config resolution ordering fix address unrelated areas." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model addition and Falcon output-interface refactor are different code-path changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-collection refactor and Mistral4 test/model fixes are not the same underlying issue." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 fixes and `layrnorm` renaming are distinct model-specific changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and adding a TDT loss kernel are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test/model work and `cls.config` resolution ordering are different bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "A model test fix is not the same as adding a model-creation skill workflow." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding MobileLLM and adding a model creation skill are separate repository changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same `fixed_cross_entropy` bug for issue #43240 by adding `weight` and `label_smoothing` support; they are interchangeable implementations of the same change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: most pairs are clearly unrelated by files and scope, and the only pair with a shared issue target and identical loss-helper file is PR #43251/#43254. 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They are related, not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 28, + "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. 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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": 14, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + 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"summary": "This cluster is mostly a set of model-specific refactors for standardized output tracing, not one single duplicate across the whole set. The only clear duplicate-like overlaps are within the GPT-Neo branch and the GPT-J/CodeGen branch; the rest touch different model code paths and should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best representative of the GPT-J/CodeGen output-tracing refactor: it targets the same issue scope, touches the same code paths as the closest GPT-J duplicates, and looks like the most explicit later iteration of that change.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest global PR candidate for this cluster, but only for the GPT-J/CodeGen subcluster. 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Different concrete changes, so not a duplicate PR pair." + } + ] + }, + "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": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "error", + "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": "903f54d8220c5c52a90b7cdd05626e9eb47e18aa75fbe1050be36629ced26112", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": null, + "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": 28, + "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": "54f49e73a1a36ea5b037452cc9f7637ea114b377e6a2d9d81435f414ac7743e4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate typing-focused PRs in transformers. 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Related subsystem, not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the more concrete and broader EP loading bug fix, with explicit handling in core model loading plus MoE/tensor-parallel paths; it is the better cluster representative than the more narrow ZeRO-3 serialization adjustment in #45548.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone candidate because it addresses a clear, high-impact corruption bug (experts overwritten during FSDP2 broadcast) and includes the most direct code-path fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "They share EP/distributed loading context, but the bugs differ: #45548 targets accelerate/ZeRO-3 config serialization and model loading, while #45662 fixes FSDP2 broadcast behavior that overwrites expert weights. 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": 25, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "5724457a8fd55e5d203058004586031f66769c33528c9d8b1dbf3136a8a53b59", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45670-2", + "nodes": [ + "pull_request:45670", + "pull_request:46229" + ], + "soft_pairs": [ + "pull_request:45670|pull_request:46229" + ], + "prepared_review_unit_hash": "bdfc99164f529ab37089bd816c98053bae53a316c89ec987555433e153df576b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4248, + "estimated_input_tokens": 1062, + "estimated_eval_tokens": 2380 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4248, + "estimated_input_tokens": 1062, + "estimated_eval_tokens": 2380 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 28, + "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-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "b430e59fa2dadc2625a1902ef60f67942c5a4be9e90535a00cd1095e31d1f7ef", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4269, + "estimated_input_tokens": 1068, + "estimated_eval_tokens": 2392 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4269, + "estimated_input_tokens": 1068, + "estimated_eval_tokens": 2392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs replace source-file reading with safer introspection/packaged-resource access, but they fix different code paths in different modules. They are related in approach, not duplicates of the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the stronger representative of the cluster theme: it has the broader, more explicit class-introspection refactor in modeling_utils and includes tests, while PR 46152 is a separate import-utils change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the best representative because it is the more self-contained bug fix with clearer behavioral scope and test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both avoid source-code file reads, but one fixes import_utils traversal resolution and the other fixes modeling_utils attention-implementation detection. Different functions, different failure modes, so they are not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260527T180027Z/analysis-runs/hybrid-model-20260527t180027z/manifest.json b/snapshots/20260527T180027Z/analysis-runs/hybrid-model-20260527t180027z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..742686196f4f643eb8fdef85c4e2054c6ae563ac --- /dev/null +++ b/snapshots/20260527T180027Z/analysis-runs/hybrid-model-20260527t180027z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260527t180027z", + "artifacts": { + "hybrid": "snapshots/20260527T180027Z/analysis-runs/hybrid-model-20260527t180027z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260527T180027Z/analysis-runs/hybrid-model-20260527t180027z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-27T18:22:50Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260527T180027Z", + "variant": "hybrid" +} diff --git a/snapshots/20260527T180027Z/manifest.json b/snapshots/20260527T180027Z/manifest.json index 75130896d24a816acf35b49d7f496338cb992be9..902e3f53acb21f0f5e631baa5164b7ab2f3ba3fe 100644 --- a/snapshots/20260527T180027Z/manifest.json +++ b/snapshots/20260527T180027Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 2089 }, "extracted_at": "2026-05-27T18:00:27Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260527t180027z", + "runs": { + "hybrid-model-20260527t180027z": { + "analysis_id": "hybrid-model-20260527t180027z", + "artifacts": { + "hybrid": "snapshots/20260527T180027Z/analysis-runs/hybrid-model-20260527t180027z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260527T180027Z/analysis-runs/hybrid-model-20260527t180027z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260527T180027Z/analysis-runs/hybrid-model-20260527t180027z/manifest.json", + "model": null, + "published_at": "2026-05-27T18:22:50Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260527T180027Z", "watermark": {