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"shared_file_areas": [] + }, + { + "left_pr_number": 47216, + "right_pr_number": 47229, + "code_similarity": 0.007, + "size_similarity": 0.035, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.003, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47216, + "right_pr_number": 47241, + "code_similarity": 0.091, + "size_similarity": 0.416, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.054, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47216, + "right_pr_number": 47242, + "code_similarity": 0.008, + "size_similarity": 0.023, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.025, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47223, + "right_pr_number": 47229, + "code_similarity": 0.187, + "size_similarity": 0.407, + "file_overlap": 0.333, + "area_overlap": 0.0, + "patch_similarity": 0.036, + "shared_filenames": [ + "src/transformers/models/timesfm2_5/modular_timesfm2_5.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/timesfm2_5/modular_timesfm2_5.py", + "left_ranges": [ + [ + 101, + 106 + ] + ], + "right_ranges": [ + [ + 564, + 570 + ] + ] + } + ] + }, + { + "left_pr_number": 47223, + "right_pr_number": 47241, + "code_similarity": 0.056, + "size_similarity": 0.204, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.101, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47223, + "right_pr_number": 47242, + "code_similarity": 0.06, + "size_similarity": 0.271, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.041, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47229, + "right_pr_number": 47241, + "code_similarity": 0.018, + "size_similarity": 0.083, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.011, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47229, + "right_pr_number": 47242, + "code_similarity": 0.133, + "size_similarity": 0.667, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47241, + "right_pr_number": 47242, + "code_similarity": 0.018, + "size_similarity": 0.055, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.048, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-43979-11", "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", @@ -1753,40 +3916,11 @@ } ] }, - { - "cluster_id": "cluster-43451-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 43451, - "issue_numbers": [], - "pr_numbers": [ - 43451, - 47237 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 43451, - "right_pr_number": 47237, - "code_similarity": 0.002, - "size_similarity": 0.003, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.01, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-46693-4", "summary": "Cluster of 1 issues and 3 PRs centered on issue #46693.", "status": "open", - "confidence": 0.8, + "confidence": 0.75, "canonical_issue_number": 46693, "canonical_pr_number": 47134, "issue_numbers": [ @@ -1799,8 +3933,7 @@ ], "evidence_types": [ "closing_reference", - "shared_issue_target", - "soft_similarity" + "shared_issue_target" ], "pr_comparisons": [ { @@ -1936,7 +4069,7 @@ "cluster_id": "cluster-46159-4", "summary": "Cluster of 1 issues and 3 PRs centered on issue #46159.", "status": "open", - "confidence": 0.55, + "confidence": 0.75, "canonical_issue_number": 46159, "canonical_pr_number": 46174, "issue_numbers": [ @@ -1948,7 +4081,8 @@ 47234 ], "evidence_types": [ - "closing_reference" + "closing_reference", + "shared_issue_target" ], "pr_comparisons": [ { @@ -2536,140 +4670,6 @@ } ] }, - { - "cluster_id": "cluster-46821-4", - "summary": "Cluster of 1 issues and 3 PRs centered on issue #46821.", - "status": "open", - "confidence": 0.8, - "canonical_issue_number": 46821, - "canonical_pr_number": 46834, - "issue_numbers": [ - 46821 - ], - "pr_numbers": [ - 46834, - 47223, - 47229 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46834, - "right_pr_number": 47223, - "code_similarity": 0.242, - "size_similarity": 0.644, - "file_overlap": 0.333, - "area_overlap": 0.0, - "patch_similarity": 0.088, - "shared_filenames": [ - "src/transformers/models/timesfm2_5/modular_timesfm2_5.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/timesfm2_5/modular_timesfm2_5.py", - "left_ranges": [ - [ - 564, - 570 - ], - [ - 651, - 671 - ] - ], - "right_ranges": [ - [ - 101, - 106 - ] - ] - } - ] - }, - { - "left_pr_number": 46834, - "right_pr_number": 47229, - "code_similarity": 0.59, - "size_similarity": 0.632, - "file_overlap": 1.0, - "area_overlap": 0.4, - "patch_similarity": 0.156, - "shared_filenames": [ - "src/transformers/models/timesfm2_5/modeling_timesfm2_5.py", - "src/transformers/models/timesfm2_5/modular_timesfm2_5.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/timesfm2_5/modeling_timesfm2_5.py", - "left_ranges": [ - [ - 777, - 783 - ] - ], - "right_ranges": [ - [ - 777, - 783 - ] - ] - }, - { - "filename": "src/transformers/models/timesfm2_5/modular_timesfm2_5.py", - "left_ranges": [ - [ - 564, - 570 - ], - [ - 651, - 671 - ] - ], - "right_ranges": [ - [ - 564, - 570 - ] - ] - } - ] - }, - { - "left_pr_number": 47223, - "right_pr_number": 47229, - "code_similarity": 0.187, - "size_similarity": 0.407, - "file_overlap": 0.333, - "area_overlap": 0.0, - "patch_similarity": 0.036, - "shared_filenames": [ - "src/transformers/models/timesfm2_5/modular_timesfm2_5.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/timesfm2_5/modular_timesfm2_5.py", - "left_ranges": [ - [ - 101, - 106 - ] - ], - "right_ranges": [ - [ - 564, - 570 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-46305-4", "summary": "Cluster of 1 issues and 3 PRs centered on issue #46305.", @@ -4189,6 +6189,35 @@ } ] }, + { + "cluster_id": "cluster-47077-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 47077, + "issue_numbers": [], + "pr_numbers": [ + 47077, + 47181 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 47077, + "right_pr_number": 47181, + "code_similarity": 0.029, + "size_similarity": 0.086, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.077, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -4496,13 +6525,28 @@ "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-43451-2", - "canonical_pr_number": 43451, + "cluster_id": "cluster-43451-18", + "canonical_pr_number": 46834, "duplicate_pr_numbers": [ - 47237 + 43451, + 46376, + 46658, + 46836, + 47034, + 47096, + 47143, + 47163, + 47166, + 47184, + 47210, + 47216, + 47223, + 47229, + 47241, + 47242 ], - "target_issue_number": null, - "reason": "PRs in cluster-43451-2 are treated as duplicates because they share soft_similarity evidence." + "target_issue_number": 46821, + "reason": "PRs in cluster-43451-18 are treated as duplicates because they converge on issue #46821 with closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-43698-3", @@ -4574,7 +6618,7 @@ 47234 ], "target_issue_number": 46159, - "reason": "PRs in cluster-46159-4 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." + "reason": "PRs in cluster-46159-4 are treated as duplicates because they converge on issue #46159 with closing_reference, shared_issue_target evidence." }, { "cluster_id": "cluster-46305-4", @@ -4594,17 +6638,7 @@ 47215 ], "target_issue_number": 46693, - "reason": "PRs in cluster-46693-4 are treated as duplicates because they converge on issue #46693 with closing_reference, shared_issue_target, soft_similarity evidence." - }, - { - "cluster_id": "cluster-46821-4", - "canonical_pr_number": 46834, - "duplicate_pr_numbers": [ - 47223, - 47229 - ], - "target_issue_number": 46821, - "reason": "PRs in cluster-46821-4 are treated as duplicates because they converge on issue #46821 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-46693-4 are treated as duplicates because they converge on issue #46693 with closing_reference, shared_issue_target evidence." }, { "cluster_id": "cluster-46869-3", @@ -4627,6 +6661,15 @@ "target_issue_number": 46894, "reason": "PRs in cluster-46894-8 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-47077-2", + "canonical_pr_number": 47077, + "duplicate_pr_numbers": [ + 47181 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47077-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-47205-3", "canonical_pr_number": 47218, @@ -4638,15 +6681,15 @@ } ], "best_issue": { - "cluster_id": "cluster-46894-8", - "issue_number": 46894, - "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 8 artifacts, and carries 1 discussion comments plus 12 inbound references.", - "score": 194.0 + "cluster_id": "cluster-43451-18", + "issue_number": 46821, + "reason": "Issue #46821 is the strongest global issue candidate because it is open, belongs to a cluster with 18 artifacts, and carries 0 discussion comments plus 6 inbound references.", + "score": 286.0 }, "best_pr": { - "cluster_id": "cluster-43979-11", - "pr_number": 44007, - "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", - "score": 238.886 + "cluster_id": "cluster-43451-18", + "pr_number": 46834, + "reason": "PR #46834 is the strongest global PR candidate because it is open, belongs to a cluster with 18 artifacts, links to 1 issues, and carries 8 review/discussion events.", + "score": 320.962 } } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index cd62a355b783abbc24b8ac854d31763e1e150ea4..8ba60780f6167f22729207e340b3432de08ac2ac 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": "20260710T060821Z", - "generated_at": "2026-07-10T06:19:23Z", + "snapshot_id": "20260710T120019Z", + "generated_at": "2026-07-10T12:07:27Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -137,7 +137,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -626,12 +626,12 @@ "issue:41093|issue:41762", "issue:45399|issue:46661" ], - "prepared_review_unit_hash": "eab0f1028597d054a4c30906b314f89e4d5efc201a710617e7956422f72c8dcb", + "prepared_review_unit_hash": "f651ef2da37aa20609db83a32c2c1d7e88688da98687220a506c5f6dc50da0b7", "component_budget": { "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -648,264 +648,234 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous. I only see two convincing duplicate families: the AutoTokenizer v5 wrong-token-ID regression, and the DeepSpeed ZeRO-3 index-0 loading failure. No pull requests are present.", - "confidence": 0.73, - "canonical_issue_reason": "Issue 45920 is the best canonical issue: it describes the broadest version of the AutoTokenizer regression across multiple model families, while 45812 is a narrower Granite-specific report of the same bug.", + "summary": "Two true duplicate pairs stand out: the cross-model AutoTokenizer regression pair and the ZeRO-3 zero-sized index error pair. Most other soft matches are only loosely similar and should stay separate.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45920 is the best canonical issue: it describes a broad, cross-model tokenizer regression and subsumes the narrower Granite-specific report in 45812.", "canonical_pr_reason": null, - "best_issue_reason": "45920 is the strongest representative of the actual duplicate family because it captures the cross-model impact and reads like the umbrella report for the tokenizer regression.", + "best_issue_reason": "Issue 45920 is the strongest global issue candidate because it captures the same concrete regression across multiple model families and is the most representative duplicate target in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Different compatibility regressions: torch-version mismatch vs USE_DISTRIBUTED=0 support breakage." + "reason": "Both are torch/version compatibility complaints, but they describe different breakages and code paths." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Different models and failure modes; vLLM/PaddleOCR-VL loading is unrelated to distributed build support." + "reason": "Different failure modes: vLLM model loading vs distributed/pytorch support breakage." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Checkpoint corruption and missing weight loading are distinct problems on different model families." + "reason": "Both are loading problems, but one is a corrupted checkpoint report and the other is missing text-encoder weights." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different subsystem and symptom: Gemma3/vLLM config attribute error vs Qwen3 auto device-map CUDA assert." + "reason": "Unrelated symptoms and subsystems: vLLM config attribute error vs device-map CUDA assert." }, { "left": "issue:41762", "right": "issue:43596", "accept": true, - "reason": "Same ZeRO-3 loading failure signature (`index 0 ... size 0`) during model init; one fix could plausibly address both." + "reason": "Same concrete ZeRO-3 loading failure pattern: index 0 out of bounds with size 0 during model init, differing mainly by model." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Unrelated docs issues: pipeline parameter docs vs removed CLI command." + "reason": "Both are docs issues, but they concern unrelated documentation changes." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Completely different areas: AMD GPU model support vs table-question-answering crash." + "reason": "Different product areas and failures; no shared code-path bug." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage/runtime issue is unrelated to the distributed-support regression." + "reason": "Completely different issue types: storage type lookup vs distributed build/runtime compatibility." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy call and Qwen3-vl video StopIteration are different bugs." + "reason": "Different model/runtime behaviors; only broad library usage overlap." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Different model families and different errors: device mismatch vs video token/feature mismatch." + "reason": "Both involve multimodal/model-loading regressions, but the specific failures and components differ." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Tokenizer detokenization bug vs outdated RAG docs; unrelated." + "reason": "Detokenization bug vs outdated docs; not the same underlying change." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral is not the same as Gemma4 auto device-map mismatch." + "reason": "Different model families and different failure mechanisms." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption and Nvidia ModelOpt compatibility are unrelated." + "reason": "Checkpoint corruption/loading issue vs hardware/modelopt compatibility; not the same bug." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading failure vs docs content issue." + "reason": "Model checkpoint loading bug vs docs/example issue." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support are different regressions." + "reason": "Both mention regressions in recent versions, but the concrete breakages are unrelated." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same AutoTokenizer v5 regression producing wrong token IDs across models; 45920 is the broader report." + "reason": "Same tokenizer regression: wrong token IDs across multiple model families; 45920 is the broader report." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Different model-loading problems with no shared concrete failure path." + "reason": "Different models and different load failures." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "NVFP4 runtime failure vs docs issue; unrelated." + "reason": "NVFP4 runtime error vs unrelated docs problem." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes storage/type incompatibility is unrelated to distributed build support." + "reason": "bitsandbytes constructor incompatibility is a distinct issue from torch/distributed support." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding window, but the model families and concrete failures differ too much to merge safely." + "reason": "Both mention sliding-window-related config, but they are different model-specific failures and code paths." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are index errors, but the shapes, model setup, and likely root causes differ." + "reason": "Similar error class, but different stack/context and not clearly the same bug." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper runtime failure and table QA crash are unrelated." + "reason": "Whisper loading/runtime failure vs table-question-answering crash; unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "GLM-4.7-Flash test loading issue vs Ovis2 checkpoint corruption are different bugs." + "reason": "Different models and no evidence of the same underlying defect." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch compatibility and pydantic PretrainedConfig regression are unrelated." + "reason": "Torch version incompatibility and pydantic config regression are unrelated." }, { "left": "issue:43541", "right": "issue:47228", "accept": false, - "reason": "Different compilation/tracing regressions on different model families; not the same concrete bug." + "reason": "Both are compilation/tracing regressions, but they affect different models and ops." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Tokenizer detokenization regression vs table QA task crash are unrelated." + "reason": "Different subsystems and failure modes." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure and pydantic config regression are unrelated." + "reason": "No shared code-path problem; one is model loading, the other config schema breakage." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5, but the API paths and failure signatures are different." + "reason": "Same model family, but different endpoints and symptoms; not enough to treat as one bug." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3 loading IndexError and torch-version incompatibility are unrelated." + "reason": "ZeRO-3 loading index error vs torch/distributed compatibility; unrelated." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Mixtral torch-dynamo tracing error vs YOLO multi-GPU device-map failure are unrelated." - }, - { - "left": "issue:44292", - "right": "issue:45901", - "accept": false, - "reason": "NVFP4 model runtime error vs table QA crash are unrelated." - }, - { - "left": "issue:39290", - "right": "issue:45823", - "accept": false, - "reason": "Different models and error classes; no shared concrete bug." - }, - { - "left": "issue:45464", - "right": "issue:45685", - "accept": false, - "reason": "Streaming chat API failure and MPS histogram Int error are unrelated." - }, - { - "left": "issue:36010", - "right": "issue:39290", - "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to the Gemma3/vLLM config issue." - }, - { - "left": "issue:43541", - "right": "issue:45685", - "accept": false, - "reason": "Different failure paths: torch-dynamo grouped_mm vs MPS histogram on Int." + "reason": "Different model/runtime contexts and failure mechanisms." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Torch-dynamo grouped_mm tracing failure and autocast dtype mismatch are different bugs." + "reason": "Dynamo tracing grouped_mm failure vs autocast dtype mismatch are distinct." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure and Jinja/template compile error are unrelated." + "reason": "Processor/model loading issue vs template compilation error; unrelated." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "Different model classes and device-map/runtime issues." + "reason": "Different model families and distinct runtime issues." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Mistral lm_head tying bug and checkpoint corruption are unrelated." + "reason": "Weight-tying bug vs checkpoint corruption; not the same defect." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both mention IndexError, but the concrete shapes, models, and initialization paths differ." + "reason": "Both are index/mask errors, but the shapes, context, and loading paths differ." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn fallback gating and remote-code config_class failure are different code paths." + "reason": "Different bug classes: flash-attn fallback gating vs remote-code class metadata handling." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 45920 is the broader AutoTokenizer v5 regression, 45812 is the narrower Granite-specific report, and there are no PRs in the set. The soft-edge verdicts stay conservative overall, with the only accepted pairs being the two plausible duplicate families (AutoTokenizer and ZeRO-3 loading)." + "feedback": "The two accepted duplicate pairs are well supported by the packet titles: the AutoTokenizer regression pair (45812/45920) and the zero-sized index/ZeRO-3 loading pair (41762/43596). The remaining soft-edge rejections are appropriately conservative and do not overclaim identity from only broad symptom similarity." }, "evaluator_used": true, "retried": false, @@ -1012,12 +982,12 @@ "issue:44918|issue:45507", "issue:45183|issue:46463" ], - "prepared_review_unit_hash": "1dd5d673236f00dbe19c4725ddc36bad330b13f1af0f53a19c4ef3ae61aa4040", + "prepared_review_unit_hash": "871acc32de4412ad86ac9684062757c0b1a62227591c2a0003dc80a4c0559eee", "component_budget": { "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -1034,228 +1004,228 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a loose similarity cluster of unrelated Transformers issues. I only consider a few pairs true duplicates: Siglip2 quality/regression, Qwen3.5 video-input regression, remote-code custom-module resolution, and input-validation error-message bugs.", - "confidence": 0.66, - "canonical_issue_reason": "issue:44479 is the strongest umbrella-style issue among the similar items: it describes a broad v5.3.0 video-input regression across multiple Qwen VL/MoE variants, which makes it a better representative than the more specific Qwen3.5-only follow-up.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions. Only two soft pairs look plausibly duplicate enough to merge: the remote-code/custom-module loading reports, and the input_ids/inputs_embeds validation/error-message reports. Most other pairs are different models, different code paths, or just share broad subsystem language.", + "confidence": 0.43, + "canonical_issue_reason": "issue:45632 is the clearest concrete bug report in the closest duplicate subcluster: a remote_code cache-path collision causing the wrong module to be loaded for local models.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best overall issue representative here because it is the broadest concrete regression report among the accepted duplicates and is phrased as a reusable bug summary rather than a narrow symptom.", + "best_issue_reason": "issue:45632 is the strongest representative because it names a specific, actionable failure mode rather than a vague symptom or a docs/example issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Both are version-era config regressions, but one is about a missing pad_token_idx field and the other about a PretrainedConfig pydantic break; different bugs." + "reason": "Both mention v5/config breakage, but one is StableLm pad_token_idx and the other is a broader PretrainedConfig/pydantic regression; not the same bug." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Unrelated failure modes: torch/transformers compatibility versus a Gemma4 device-map forward mismatch." + "reason": "Torch/version incompatibility and Gemma4 device mismatch are different failures with different code paths." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different models and different problems: PaddleOCR-VL loading in vLLM versus gpt-oss GGUF architecture support." + "reason": "PaddleOCR-VL load failure and gpt-oss GGUF support are unrelated model-compatibility requests." }, { "left": "issue:43872", "right": "issue:47228", "accept": false, - "reason": "bitsandbytes API incompatibility and a Sam3 bf16 compilation regression are separate code paths." + "reason": "bitsandbytes init argument breakage is unrelated to the Sam3 bf16 compilation regression." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both mention shape/index errors, but the model, workflow, and likely root cause differ; too vague to be duplicates." + "reason": "Both are shape-related, but one is a generic mask/index mismatch and the other is a Qwen3.5/trl embedding unpacking issue." }, { "left": "issue:43716", "right": "issue:47228", "accept": false, - "reason": "Different model families and different failures: image-preprocessor dtype mismatch versus compilation regression." + "reason": "Image-preprocessor dtype mismatch and bf16 compilation regression are different bugs." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different symptoms and stacks: autocast dtype mismatch versus chat/completions streaming failure." + "reason": "Autocast dtype mismatch and streaming chat/completions failure are different model/runtime issues." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "No concrete overlap beyond both involving Qwen-family or model serving; not the same bug." + "reason": "gpt-oss GGUF architecture support and Qwen3.5 streaming inference failure are unrelated." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Different issues: unexpected _is_hf_initialized in init_empty_weights versus pydantic config-field breakage." + "reason": "Both involve recent-version breakage, but one is init_empty_weights/_is_hf_initialized and the other is a PretrainedConfig field regression." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 OOM/regression and tied-weights translation-model bugs are distinct." + "reason": "Int4 OOM and tied-weights translation-model issues do not share the same concrete failure mode." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE is unrelated to the PretrainedConfig pydantic issue." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PretrainedConfig/pydantic breakage." }, { "left": "issue:46869", "right": "issue:47228", "accept": false, - "reason": "YOLO multi-GPU device-map failure is unrelated to Sam3 bf16 compilation." + "reason": "YOLO multi-GPU device_map problem and Sam3 compilation regression are different code paths." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but the mask/tensor mismatch and Zero3/BertModel bounds error are different code paths." + "reason": "Both are IndexErrors, but one is mask length mismatch and the other is zero3/BertModel initialization; not the same issue." }, { "left": "issue:45507", "right": "issue:47228", "accept": false, - "reason": "GraniteMoEHybrid invalid-method calls are not the same as a Sam3 compilation regression." + "reason": "GraniteMoEHybrid invalid method calls are unrelated to the Sam3 bf16 compilation regression." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Both are broad version regressions, but one is remote_code model breakage and the other is torch/transformers incompatibility; not the same concrete bug." + "reason": "Remote-code breakage and torch/transformers incompatibility are too broad and unrelated to treat as the same bug." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Image-preprocessor dtype mismatch and video feature/token mismatch are different model-input bugs." + "reason": "Image preprocessor dtype mismatch and Qwen3.5 video token/feature mismatch are different multimodal failures." }, { "left": "issue:43054", "right": "issue:43994", - "accept": true, - "reason": "Both point to Siglip2 producing bad outputs/embeddings; they look like the same underlying model regression with different observed symptoms." + "accept": false, + "reason": "Both are about Siglip2 quality, but one is a relative embedding-quality complaint and the other is a pipeline/AutoModel wrong-output report; not clearly the same bug." }, { "left": "issue:44479", "right": "issue:46294", - "accept": true, - "reason": "Both are Qwen video-input regressions centered on video feature/token alignment in the Qwen3.5/VL family." + "accept": false, + "reason": "Video-input regression in Qwen models and Qwen3.5 video template mismatch are related only by modality, not by a specific shared bug." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Broken Nemotron example and YOLO multi-GPU failure are unrelated." + "reason": "Nemotron example breakage and YOLO multi-GPU loading are unrelated." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Different multimodal/config edge cases: text_config unwrapping versus uninitialized rotary embedding memory." + "reason": "Composite-config unwrapping and uninitialized inv_freq after meta->to_empty are different model-initialization bugs." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Zero3 init bounds error and remote-code resume issues are different failures." + "reason": "Deepspeed zero3/BertModel index error is unrelated to trust_remote_code resume-loading behavior." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 issue and remote-code model_class/config_class AttributeError are unrelated." + "reason": "Flash Attention 2 issue and remote-code config_class AttributeError are different failures." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different modalities and failure mechanisms; no shared underlying bug is evident." + "reason": "Different models and different symptoms: image dtype mismatch vs Qwen3.5/TRL embedding unpacking." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-dimension error and Qwen3.5 embedding unpacking failure are unrelated." + "reason": "FSDP weight-dimension error is unrelated to the Qwen3.5 mask/embedding mismatch." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook custom-model initialization and flash-attn fallback checks are different issues." + "reason": "Custom-model-in-notebook breakage and flash-attn2 fallback blocking are different issues." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss and a GLM5 issue are not the same bug." + "reason": "High perplexity on gpt-oss and GLM5 are unrelated model-specific reports." }, { "left": "issue:45632", "right": "issue:45698", "accept": true, - "reason": "Both concern trust_remote_code/custom-module resolution and look like the same cache-key/leaf-directory collision leading to the wrong module being loaded." + "reason": "Both point to the same remote_code/custom-module resolution problem: a bad cache/path selection leads to loading the wrong module after save/load." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8Config failure and flash-attn fallback gating are unrelated." + "reason": "FineGrainedFP8Config failure and flash-attn2 fallback behavior are unrelated." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but one is Mistral3 image-text generation and the other is translation-model v5 behavior; too different to merge." + "reason": "Mistral3 tied-weight bug and translation-model tied-weight issues are both about weights, but not the same concrete code-path problem." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A kernel/indexer discussion and a docs typo are clearly unrelated." + "reason": "A DSA indexer discussion and a docs typo do not duplicate each other." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization offloading behavior is not the same as tied-weight translation-model bugs." + "reason": "Quantization offloading behavior and tied-weights translation-model regressions are different." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategy typo and removed run-command documentation are unrelated documentation issues." + "reason": "Cache-strategy typo and removed run-command docs mention are unrelated documentation issues." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is a distinct runtime bug from tied-weight translation models." + "reason": "PagedAttentionCache linear_attention crash and tied-weights translation-model issues are different bugs." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoEHybrid invalid-method calls are different failures." + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." }, { "left": "issue:45183", "right": "issue:46463", "accept": true, - "reason": "Both are about incorrect input-validation/error-message logic, with the T5 decoder-input report looking like a specific instance of the same validation bug." + "reason": "These look like the same validation family bug: XOR-based input_ids/inputs_embeds checks producing wrong or misleading decoder-validation errors across models, with T5 as one instance." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis stays grounded in the packet and is suitably conservative. The accepted pairs are limited to closely related symptom families, and the chosen canonical issue (44479) is a reasonable broad representative of the Qwen video-input regression cluster. No soft-edge verdict appears overstated." + "feedback": "The summary stays grounded in the packet: it correctly treats this as a mostly heterogeneous cluster, and the two accepted soft pairs are plausible same-bug families. The remote_code/custom-module pair is a clear match, and the input_ids/inputs_embeds validation pair is a reasonable conservative merge candidate. No soft-edge verdict overstates the evidence." }, "evaluator_used": true, "retried": false, @@ -1271,8 +1241,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -1362,7 +1332,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -1586,8 +1556,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -1676,7 +1646,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -1894,8 +1864,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -1988,7 +1958,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -2236,8 +2206,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -2326,7 +2296,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -2638,12 +2608,12 @@ "issue:44589|issue:44756", "issue:44402|issue:44451" ], - "prepared_review_unit_hash": "86e8da979647a27e53fdf3271e3d0ed58ea6637f781f1ad280c272cce46b64f1", + "prepared_review_unit_hash": "bd6e17b1d2fd21634dbd22b52bdb38117248aaa364d71539d8418960db1f7130", "component_budget": { "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -2660,204 +2630,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are only superficially similar and describe different models/code paths. The only clear duplicate-like pair is the resize_token_embeddings/output_embeddings bug in Gemma4, where the Gemma4-specific report is the better canonical issue.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45276 is the best canonical issue because it is the broader, more specific report of the resize_token_embeddings/output_embeddings bug, with issue:45292 appearing to be the narrower duplicate.", + "summary": "This cluster is mostly a set of unrelated Transformers bug reports that were only loosely matched by text similarity. The only clear duplicate family is the `resize_token_embeddings` / `output_embeddings` regression, with a generic report and two model-specific variants.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45292 is the cleanest generic report of the `resize_token_embeddings` bug, and it subsumes the more specific `gemma4` and `t5gemma` variants in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45276 is the strongest representative of the one true duplicate pair and includes the broader Gemma4 context that subsumes issue:45292.", + "best_issue_reason": "issue:45292 is the best representative issue because it describes the underlying bug in the broadest, most reusable way and matches the strongest duplicate candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Both are loading/runtime failures, but one is Torch version incompatibility and the other is meta-device loading; different bugs and fixes." + "reason": "Both are version/load regressions, but they describe different failures (`torch 2.10` incompatibility vs `torch.device('meta')` loading break) and different affected paths." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Unrelated topics: SigLIP2 documentation errors vs a GLM5 issue." + "reason": "Different models and different problems: SigLIP2 doc example errors vs a generic GLM5 issue." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Different failure modes: init_empty_weights argument handling vs mmap-related OOM on Strix Halo." + "reason": "`init_empty_weights` TypeError and Strix Halo mmap OOM are unrelated load-time bugs." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 device-map CUDA assert and AudioFlamingo3 token/embedding leak are unrelated code paths." + "reason": "Different model families and different failure modes: Qwen3 device-map CUDA assert vs AudioFlamingo3 token/embedding leakage." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different model families and different bugs: Gemma4 FSDP attention state vs Qwen multimodal config unwrapping." + "reason": "One is an FSDP2 attention state bug in Gemma4; the other is an `AutoModelForCausalLM.from_config` text_config unwrap issue for Qwen multimodal configs." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention tied lm_head weights, but they affect different model implementations and are not clearly the same code-path bug." + "reason": "Both mention untied `lm_head`, but they are separate model-specific reports rather than the same concrete code-path bug." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/PEFT vs an apex RMSNorm memory leak are unrelated." + "reason": "Gradient checkpointing with LoRA and an apex RMSNorm memory leak are unrelated issues." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both involve quantization/offload regressions, but one is an offloading behavior issue and the other is CUDA reserved-memory growth leading to OOM." + "reason": "Both are quantization-related, but one is an offloading problem and the other is increased reserved memory/OOM; not the same bug." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "Generic ModelOutput key handling is a different problem from VideoPrism returning the wrong tensor field." + "reason": "Different output-structure bugs: `ModelOutput` key assignment vs VideoPrism returning the wrong tensor in `hidden_states`." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 FSDP key error and Qwen3_5Moe rotary embedding CPU-offload incompatibility are distinct." + "reason": "Gemma4 FSDP2 key error and Qwen3.5 MoE CPU-offload rotary embedding incompatibility are unrelated." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization formats and symptoms: NVFP4 runtime error vs MXFP4 load fallback to bf16." + "reason": "Different models and quantization paths (`NVFP4` load error vs `MXFP4` fallback to bf16)." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is about LoRA ineffectiveness and the other about eval-mode usage." + "reason": "Both concern gradient checkpointing, but one is ineffective LoRA checkpointing and the other is an eval-mode restriction." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Import path breakage for GenerationMixin is unrelated to Whisper pipeline return_language regression." + "reason": "ImportError for `GenerationMixin` and Whisper `return_language` pipeline regression are distinct issues." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading failures and mmap OOM are different mechanisms." + "reason": "A `meta`-device model-loading regression and a Strix Halo mmap/OOM workaround are different bugs." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batched inference leak is unrelated to Gemma4 PLE device mismatch with auto device mapping." + "reason": "AudioFlamingo3 batching corruption and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Gemma4 shared_kv_states/FSDP are different bugs." + "reason": "SwitchTransformers sparse-layer config bug and Gemma4 FSDP2 attention bug are different code paths." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Int4 CUDA reserved-memory OOM is not the same issue as disabling mmap on Strix Halo." + "reason": "Both involve memory pressure, but int4 reserved-memory growth is not the same as mmap-related OOM on Strix Halo." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "These describe the same underlying resize_token_embeddings failure affecting output embeddings; 45276 is the broader Gemma4-specific report and 45292 the narrower duplicate." + "reason": "Same underlying `resize_token_embeddings`/`output_embeddings` bug; 45292 is the broader generic report and 45276 is a model-specific manifestation." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading failure and a broken official Nemotron example are not the same concrete bug." + "reason": "Both mention Nemotron, but one is a checkpoint-loading failure and the other is a broken official example; not clearly the same fix." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video input regression for Qwen VL/3.5 models and strict granite_speech config loading are unrelated." + "reason": "Qwen VL video regression and strict `granite_speech` config loading are unrelated." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to Qwen3.5 RLHF NaN explosion from 3D position_ids/SDPA fallback." + "reason": "Gradient checkpointing in eval mode and RLHF NaNs from 3D position_ids/SDPA fallback are different bugs." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to mmap-on-Strix-Halo OOM." + "reason": "`extra_state` save/load handling and Strix Halo mmap OOM are unrelated." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Both touch Mistral-based tokenizers, but BPE marker handling and continue_final_message are different code paths." + "reason": "Both involve tokenizer behavior, but BPE marker handling and `continue_final_message` for `mistral_common` are different issues." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash attention sinkless-model crash and Gemma4 FSDP shared_kv_states rebuilding are unrelated." + "reason": "Flash-attention sinkless-model crash and Gemma4 FSDP2 shared-kv-state rebuilding are unrelated." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Custom-model file permissions during save_pretrained and wrong custom-module loading after save_pretrained are different bugs." + "reason": "Both touch save/from_pretrained around custom models, but one is permissions propagation and the other is wrong-module loading." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash load/test failure and Qwen3.5 save_pretrained regression are separate model/version issues." + "reason": "Different regressions: model loading in unit tests vs Qwen3.5 checkpoint save correctness." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same `resize_token_embeddings` regression affecting output embedding updates; 45335 is just the t5gemma-specific report." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to meta-device loading failures." + "reason": "Autocast dtype mismatch and `meta`-device loading break are unrelated." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Jupyter custom-model initialization breakage and extra_state save/load handling are distinct." + "reason": "Custom model initialization in Jupyter and `extra_state` save/load failure are different problems." }, { "left": "issue:43425", "right": "issue:47228", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same as the Sam3 bf16 compilation regression." + "reason": "Both are version-related regressions, but Torch 2.10 incompatibility and Sam3 bf16 compilation regression are not the same bug." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure and mmap OOM on Strix Halo are unrelated." + "reason": "Missing `Float8` storage and Strix Halo mmap OOM are separate runtime issues." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch and failure to load ScandiBERT are different problems." + "reason": "Tokenizer vocab-size mismatch and ScandiBERT loading failure are not the same underlying bug, even if they may be related at a high level." } ] }, "evaluator_result": { "accept": true, - "feedback": "The review is mostly conservative and grounded in the packet. The Gemma4 resize_token_embeddings pair is the only clearly near-identical issue pair, and choosing issue:45276 as the broader canonical issue is reasonable. The other false verdicts are generally cautious and supported by the differing model families/failure modes in the titles." + "feedback": "The summary is well grounded in the packet: most pairs are clearly different bug reports despite text similarity, and the only well-supported duplicate family is the `resize_token_embeddings` / `output_embeddings` regression centered on issue 45292 with the two model-specific variants. The accepted soft edges are conservative and appear mergeable into a single fix family." }, "evaluator_used": true, "retried": false, @@ -2873,8 +2849,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -2964,7 +2940,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -3194,8 +3170,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -3285,7 +3261,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -3509,8 +3485,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -3599,7 +3575,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -3817,8 +3793,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -3908,7 +3884,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -4135,8 +4111,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -4224,7 +4200,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -4523,12 +4499,12 @@ "issue:44466|issue:45357", "issue:26413|issue:28530" ], - "prepared_review_unit_hash": "578ca6c15c48858b67f4af8219cadae31b9495ad35fe49677dba5f46c76a473c", + "prepared_review_unit_hash": "586cea93f3e85558b8629cccd57a47973e24b157644790ac5d68d41fa5ed85bf", "component_budget": { "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -4536,207 +4512,207 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37059, - "estimated_input_tokens": 9265, - "estimated_eval_tokens": 18786 + "serialized_chars": 37061, + "estimated_input_tokens": 9266, + "estimated_eval_tokens": 18788 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most items are unrelated model-, tokenizer-, loading-, or runtime-specific regressions that only share broad Transformers vocabulary. I reject all soft edges as duplicates; none look like the same underlying bug or change.", - "confidence": 0.93, - "canonical_issue_reason": "If a representative is forced, issue:43873 is the broadest open item and sits nearest the shared offloading/quantization theme, but it is not a true duplicate hub for this cluster.", + "summary": "The cluster is mostly noisy: many items mention loading/offloading/tokenization regressions, but they span different models and failure modes rather than one duplicate bug. I don\u2019t see a clearly safe issue-duplicate merge candidate, and there are no PRs here.", + "confidence": 0.35, + "canonical_issue_reason": "issue:43873 is the broadest and most central report in the offloading/quantization subset, so it\u2019s the best umbrella representative of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the least-specific open issue here, but the set is too diverse for any issue to serve as a strong canonical duplicate target.", + "best_issue_reason": "issue:43873 is the most suitable cluster anchor: open, broad, and closest to the recurring offload/quantization/device-map theme seen in the nearby reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Different subsystems: tokenizer error messaging vs an Apple Silicon allocator helper TypeError." + "reason": "Different components and failures: tokenizer loading error message vs Apple Silicon allocator TypeError." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer padding/NER crash and torch.export failure are unrelated code paths." + "reason": "Tokenizer crash on NER padding/truncation is unrelated to torch.export failures with torch_compilable_check." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both involve device_map=auto, but different models and different failure modes/root causes." + "reason": "Both involve device_map=auto, but the model families and failure paths differ (Qwen3 cuda assert vs Gemma4 forward mismatch)." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch is unrelated to DAC latent/STE forward mismatch." + "reason": "CPU offload device mismatch is unrelated to DAC.from_latents missing STE parity." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight tying serialization issue and SDPA/torch.compile failure are different bugs." + "reason": "Weight-tying/garbage text generation is unrelated to torch.compile SDPA failure." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "MoE loading with accelerate+deepspeed and a missing gradient-checkpointing flag are unrelated." + "reason": "Qwen3 MoE loading/conversion bug and missing gradient-checkpointing flag are different code paths." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are separate problems." + "reason": "Tokenizer BPE-marker handling is unrelated to FP8 inference on B200." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Special-token insertion for one tokenizer is not the same bug as broad wrong-token-id regression." + "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is incorrect token IDs across multiple models." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI batching/padding-mask inconsistency and a vision processor size mismatch do not share a root cause." + "reason": "Batch-vs-single padding-mask bug in MIMI is unrelated to video processor output shape mismatch." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Device-mapped multimodal forward mismatch is unrelated to TimesFM window_size AttributeError." + "reason": "Device-mismatch forward bug and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "lm_head weight tying corruption and bf16 dtype mismatches are distinct failure classes." + "reason": "Tied lm_head weights bug is unrelated to dtype mismatch in bfloat16 inference." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel execution failure and Qwen3MoE FineGrainedFP8Config failure are unrelated." + "reason": "3d_parallel.py failure and FineGrainedFP8Config failure are different model/runtime issues." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity quality regression and LoRA gradient-checkpointing ineffectiveness are different issues." + "reason": "High perplexity on a model benchmark is unrelated to gradient-checkpointing ineffectiveness with LoRA." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "A sliding-window off-by-one bug is unrelated to convert_tokens_to_ids performance regression." + "reason": "Sliding-window mask off-by-one and token conversion slowdown are unrelated regressions." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU-efficient loading breakage and non-persistent buffer junk values are different loading/state bugs." + "reason": "FSDP CPU RAM efficient loading breakage is unrelated to non-persistent buffer initialization junk." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Batch-vs-single encoder output mismatch is not the same as Perceiver resolution handling failure." + "reason": "Different vision/audio-style batching issues with different failure mechanisms." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Weight tying vs packed-weight unpacking are separate model-loading problems." + "reason": "lm_head weight tying and BitNet packed-weight unpacking are unrelated loading bugs." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in a config and text_config unwrapping for composite configs are different config regressions." + "reason": "Missing pad_token_idx in one config is unrelated to unwrapping text_config in composite multimodal configs." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Specific gpu+cpu offload load failure and a broad quantized offloading complaint are not clearly the same bug." + "reason": "They are thematically close, but one is a specific dequantized-model GPU+CPU offload load failure while the other is a broader quantization/offloading complaint; not clearly the same bug." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "CustomTrainer signature breakage and 3d_parallel.py runtime failure are unrelated." + "reason": "CustomTrainer API breakage is unrelated to 3d_parallel.py execution failure." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto device mapping assert and Llava Next segmentation fault are different model/runtime failures." + "reason": "Qwen3 auto device-map assert and Llava Next segfault are different model-loading failures." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Segfault on load and sinq save/load corruption are unrelated." + "reason": "Llava Next segfault and sinq save/load corruption are unrelated." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer API change and Qwen3MoE FP8 loading failure are different code paths." + "reason": "Trainer compute_loss signature change is unrelated to Qwen3 MoE fine-grained FP8 loading." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "A800 device-map assert and Qwen3.5 flash-attention generation issue are different runtime problems." + "reason": "Different Qwen families and different symptoms: cuda assert during device mapping vs flash-attention generation issue." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading and tokenizer loading regression are unrelated." + "reason": "Strict config loading and tokenizer load regression are separate issues." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "CUDA reserved-memory inflation under int4 quantization is not the same as an apex RMSNorm memory leak." + "reason": "CUDA memory growth under int4 quantization is unrelated to apex RMSNorm memory leak." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Perplexity on a model/dataset pair and a tokenization-version change are different issues." + "reason": "Perplexity regression and tokenization-version behavior are different problem areas." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batch-shape bug and tokenizer behavior changes do not match." + "reason": "Batched video processor shape bug is unrelated to tokenization changes." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Device-map assert and 3d_parallel run failure are unrelated." + "reason": "Auto device mapping crash and 3d_parallel.py failure are unrelated runtime problems." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both involve save_pretrained regressions, but different models and different serialized keys." + "reason": "lm_head serialization inconsistency and Qwen3.5 visual-encoder key regression are different save/load bugs." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Checkpoint resume iterator failure and early-stopping metric lookup are unrelated trainer behaviors." + "reason": "Checkpoint-resume epoch iterator failure is unrelated to early-stopping metric resolution." } ] }, @@ -4755,8 +4731,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -4844,7 +4820,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -5053,8 +5029,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -5142,7 +5118,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -5351,8 +5327,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -5440,7 +5416,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -5658,8 +5634,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -5748,7 +5724,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -5969,8 +5945,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -6056,7 +6032,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -6253,8 +6229,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -6341,7 +6317,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -6544,8 +6520,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -6633,7 +6609,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -6842,8 +6818,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -6928,7 +6904,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -7125,8 +7101,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -7214,7 +7190,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -7429,8 +7405,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -7518,7 +7494,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -7727,8 +7703,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -7816,7 +7792,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -8025,8 +8001,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -8115,7 +8091,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -8330,8 +8306,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -8420,7 +8396,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -8617,8 +8593,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -8705,7 +8681,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -8902,8 +8878,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -8993,7 +8969,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -9220,8 +9196,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -9310,7 +9286,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -9525,8 +9501,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -9612,7 +9588,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -9815,8 +9791,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -9903,7 +9879,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -10109,8 +10085,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -10198,7 +10174,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -10407,8 +10383,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -10498,7 +10474,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -10725,8 +10701,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -10813,7 +10789,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -11052,8 +11028,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -11141,7 +11117,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -11350,8 +11326,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -11437,7 +11413,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -11640,8 +11616,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -11727,7 +11703,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -11918,8 +11894,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -12008,7 +11984,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -12223,8 +12199,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -12314,7 +12290,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -12535,8 +12511,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -12625,7 +12601,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -12840,8 +12816,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -12926,7 +12902,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -13123,8 +13099,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -13213,7 +13189,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -13428,8 +13404,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -13516,7 +13492,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -13719,8 +13695,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -13807,7 +13783,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -14010,8 +13986,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -14099,7 +14075,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -14317,8 +14293,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -14410,7 +14386,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -14643,8 +14619,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -14733,7 +14709,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -14951,8 +14927,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -15042,7 +15018,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -15348,12 +15324,12 @@ "issue:44964|issue:47059", "issue:41628|issue:43824" ], - "prepared_review_unit_hash": "1424f24117c4617c06be7e2af35cc56cda2866558315120bf315868459bd8f63", + "prepared_review_unit_hash": "d1ac60c9ec98712996d3d90061023d58bd29ff0673cd76d9c48cf7d079fa30aa", "component_budget": { "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -15361,7 +15337,7 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36050, + "serialized_chars": 36052, "estimated_input_tokens": 9013, "estimated_eval_tokens": 18282 }, @@ -15370,186 +15346,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft links are mostly broad topic similarities (tokenization, save/load, AutoProcessor, FP8, multimodal bugs) rather than the same underlying defect. I would not merge any of the suggested pairs.", - "confidence": 0.93, - "canonical_issue_reason": "No clear canonical issue: the set spans unrelated regressions and model-specific bugs, so there is no single representative duplicate anchor.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "No best issue for duplicate consolidation; the issues are too diverse to treat as one bug family.", - "best_pr_reason": "No PRs are present in this cluster.", + "summary": "These items are mostly unrelated Transformers issues across loading, generation, quantization, tokenizer, and model-specific bugs. The soft pairs show superficial topical overlap but not the same concrete defect or change, so none should be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45092 is the clearest, most self-contained bug report in the set and the best representative anchor, though the overall collection is heterogeneous rather than a tight duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45092 is the strongest standalone issue to keep as the representative bug report because it names a specific v5 meta-initialization incompatibility with a concrete affected class of checkpoints.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Different failures: PretrainedConfig type checking vs LlamaConfig head_dim validation." + "reason": "Both mention config-related failures, but one is a broad type-checking regression and the other is a specific LlamaConfig validation edge case; different bugs." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained/moe issue is unrelated to the max_shard_size default question." + "reason": "FP8 save_pretrained for MoE is unrelated to the max_shard_size default question; same model-saving area, different issue." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation are different code paths." + "reason": "Tokenizer loading in v5 and Qwen flash-attention generation are different subsystems and failure modes." }, { "left": "issue:43504", "right": "issue:47059", "accept": false, - "reason": "BEiT legacy-field loading bug is unrelated to the CLI/huggingface_hub test failure." + "reason": "Legacy preset loading and a CLI test breaking with a hub API change are unrelated." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenization version drift is unrelated to FP8 inference failure on B200." + "reason": "Tokenization behavior across versions is unrelated to FP8 inference failure on B200 hardware." }, { "left": "issue:46614", "right": "issue:46932", "accept": false, - "reason": "Stale phonemizer backend state is unrelated to Gemma4 dtype casting in quantized embedders." + "reason": "A stale phonemizer language bug is unrelated to Gemma4 quantized dtype casting." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split behavior is unrelated to remote-code checkpoint/meta-init incompatibility." + "reason": "A torch.split return-value question in a DSA indexer is not the same as remote-code checkpoint incompatibility during meta init." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "Runtime tensor-splitting bug and a docstring issue are not the same bug." + "reason": "One is an implementation bug, the other is a docstring error for position_ids." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Reading position_ids after buffer registration is unrelated to processor.save_pretrained missing files." + "reason": "Reading a buffered position_ids tensor and missing processor save_pretrained files are different save/load problems." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation sync_gpus behavior and cache max_cache_length handling are different features." + "reason": "Generation kwargs after sync_gpus and cache max length handling are unrelated code paths." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs update bug is unrelated to Kosmos2.5 OCR index error." + "reason": "A generation-kwarg ordering bug is unrelated to a Kosmos2.5 OCR index error." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 B200 inference failure is unrelated to missing chat template errors." + "reason": "FP8 inference on B200 and missing chat template in a processor are different errors." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence-Transformers loading stall and SIGLIP2 zero probabilities are different symptoms and subsystems." + "reason": "Sentence Transformers loading hangs and zero probabilities in a SigLIP2 model are not the same defect." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading bug is unrelated to LlamaConfig head_dim validation." + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "DSA indexer ReLU omission is unrelated to the torch.split return-value issue." + "reason": "torch.split return semantics and a missing ReLU in an indexer are different model internals." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM3 missing attribute and MoonshineStreaming off-by-one are unrelated model bugs." + "reason": "A missing attribute on a SAM3 output object is unrelated to an off-by-one streaming mask bug." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Both are video-related, but one is a window-mask off-by-one and the other is padding calculation; not the same defect." + "reason": "Both involve video processing, but one is a window off-by-one and the other is padding calculation; different bugs." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy regression is unrelated to Qwen3.5 MoE from_pretrained failure." + "reason": "An FP8 accuracy regression and a Qwen3.5 from_pretrained error are separate issues." }, { "left": "issue:46369", "right": "issue:46909", "accept": false, - "reason": "SAM3-litetext memory overflow is unrelated to a broken documentation example." + "reason": "Memory overflow in sam3-litetext is unrelated to a broken documentation example." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "ONNX import error and XLMRoberta Flash Attention 2 support are unrelated." + "reason": "Missing transformers.onnx and XLMRoberta Flash Attention 2 support are unrelated." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both involve save/load, but one is dequantized Ministrals/Devstrals saving and the other is sinq quantization round-trip; too different to merge." + "reason": "Saving dequantized Ministral/Devstral models and sinq quantization round-trip breakage are different serialization bugs." }, { "left": "issue:43986", "right": "issue:46726", "accept": false, - "reason": "Both mention missing vision dependencies, but the concrete failures differ: video AutoProcessor without torchvision vs generic unrecognized image processor handling." + "reason": "Both are AutoProcessor-related, but one is a missing torchvision crash and the other is an unrecognized image processor message when a backend is absent; different failure modes." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "Generic dependency trouble with transformers is unrelated to SequenceFeatureExtractor.pad performance." + "reason": "A generic dependency issue and a SequenceFeatureExtractor.pad performance inefficiency are unrelated." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Different multimodal serialization problems in different model families; not the same code-path bug." + "reason": "Meta-initialization incompatibility for old checkpoints is unrelated to incorrect visual encoder keys during save_pretrained." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FP8 accuracy issue and Qwen3.5-Moe from_pretrained error are different regressions." + "reason": "These are both model-specific bugs, but one is FP8 accuracy and the other is Qwen3-VL-Moe loading behavior; not the same problem." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "MLA rms_norm_eps precision issue is unrelated to remote-code checkpoint/meta-init incompatibility." + "reason": "A missing rms_norm_eps causing precision drift is unrelated to remote-code checkpoint meta-init incompatibility." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Flash-attention-3 degenerate training and NaNs in classification heads upon checkout/init are different failure modes." + "reason": "Degenerate training with flash_attention_3 and NaNs in classification heads after checkout/init are different numerical issues." }, { "left": "issue:44964", "right": "issue:47059", "accept": false, - "reason": "Phi-4 multimodal loading failure is unrelated to the CLI completion API break in tests." + "reason": "Phi-4 multimodal loading and a cli test failing against huggingface_hub 1.22.0 are unrelated." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Cannot import AutoImageProcessor and cannot import Qwen2_5_VLForConditionalGeneration are different missing-symbol regressions." + "reason": "Both are import errors, but for different symbols and likely different export/package regression paths." } ] }, @@ -15652,12 +15628,12 @@ "issue:43976|issue:44945", "issue:42371|issue:44263" ], - "prepared_review_unit_hash": "41795bc3d3949d2f16f831cf25995db3d9f5bf4662a0b64f74f24d99f5e67e5e", + "prepared_review_unit_hash": "3fb829897c1a94a35ad0050d68966608a9a6288dd63a8c74cda54a10ad7cd8f8", "component_budget": { "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -15665,7 +15641,7 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35510, + "serialized_chars": 35512, "estimated_input_tokens": 8878, "estimated_eval_tokens": 18012 }, @@ -15674,180 +15650,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated tokenizer, generation, model-loading, or CLI issues, so there is no strong duplicate group. I would not merge any soft edge pairs.", - "confidence": 0.18, - "canonical_issue_reason": "No clear canonical duplicate exists across this set; if one must be chosen, issue #28218 is the least-bad anchor because it is an open tokenizer-behavior bug with inbound references and a reusable repro pattern.", + "summary": "This cluster is mostly heterogeneous: the soft pairs span unrelated model bugs, API regressions, tokenizer issues, and docs/CLI problems. I would not merge any of the soft edges. If forced to choose an anchor, issue 42886 is the most coherent tokenizer/loading regression in the set, but it does not truly represent the whole cluster.", + "confidence": 0.37, + "canonical_issue_reason": "issue:42886 is the best anchor among a mostly unrelated set because it is a concrete, user-facing tokenizer/loading regression and has the strongest local cohesion with the other tokenizer-related nearby issues.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #28218 is the best overall issue candidate because it is open, has inbound references, and is phrased as a concrete user-facing tokenizer defect rather than a one-off environment-specific crash.", + "best_issue_reason": "issue:42886 is the most suitable global issue anchor: specific bug report, clear repro class, and the closest thing to a recurring theme in this cluster (tokenizer/load behavior).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Different bugs: Qwen2.5-VL video position IDs vs MoonshineStreaming sliding-window off-by-one." + "reason": "Different models and failure modes: Qwen2.5-VL vision position ids vs MoonshineStreaming sliding-window masking." }, { "left": "issue:39379", "right": "issue:46172", "accept": false, - "reason": "Different code paths and symptoms: mllama mask handling vs deepseek-v4 dtype/transpose logic." + "reason": "Unrelated code paths: mllama mask handling vs deepseek-v4 transpose logic." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Both are request/serve failures, but one is /v1/chat/completions validation and the other is Gemma4Processor missing _tokenizer." + "reason": "One is an API acceptance regression, the other is a Gemma4Processor attribute crash." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "Unrelated: FP8 accuracy regression vs Qwen3_5 infinite loop on a specific image." + "reason": "Different bugs: FP8 accuracy degradation vs a Qwen3_5 image-driven infinite loop." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Same sam3 family, but different problems: wrong model type warning vs text encoder weights not loaded." + "reason": "Both are sam3-related, but one is a model-type warning and the other is missing text encoder weights; not the same bug." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Both tokenizer-adjacent, but one is a missing module import and the other is added-token spacing behavior." + "reason": "Completely different areas: missing onnx module import vs tokenizer spacing after added tokens." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Different failures: non-persistent buffer junk in Transformers 5.0.0 vs a MoonshineStreaming mask off-by-one." + "reason": "Generic v5 buffer initialization bug vs a MoonshineStreaming off-by-one mask issue." }, { "left": "issue:44327", "right": "issue:47059", "accept": false, - "reason": "QA decode_spans top-k crash is unrelated to the hf hub CLI completion attribute error." + "reason": "QA span decoding crash and CLI completion import failure are unrelated." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring typo for position_ids." + "reason": "Attention-kernel divergence is unrelated to a docstring bug." }, { "left": "issue:43986", "right": "issue:47217", "accept": false, - "reason": "Both involve vision-language inputs, but one is missing torchvision during AutoProcessor load and the other is an image placeholder parsing failure." + "reason": "AutoProcessor missing torchvision and image-placeholder handling are different failure modes." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer bugs, but they affect different models and behaviors: offset_mapping vs add_special_tokens BOS/EOS handling." + "reason": "Both are tokenizer bugs, but they affect different behaviors and models: offsets vs special-token insertion." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Related to import problems, but not the same concrete bug: one missing huggingface_hub symbol, the other broad import errors after upgrade." + "reason": "Shared import-error theme is too broad; these are different dependency/version breakages." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Cache/offline tokenizer loading failure is unrelated to quantized model saving failure." + "reason": "Offline cache loading and quantized-model saving are separate code paths." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Different tokenizer issues: offline cache loading vs wrong decoder type in Transformers v5." + "reason": "Both touch tokenizer loading/serialization, but one is offline cache access and the other is decoder-type metadata; not the same concrete bug." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Both mention loading, but one is XLMRoberta Flash Attention 2 and the other is Sentence Transformers hanging on load." + "reason": "FlashAttention2 on XLMRoberta and Sentence Transformers loading hang are unrelated." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer behavior reports, but they concern different models and different defects." + "reason": "Both concern tokenization regressions, but they describe different symptoms and model-specific issues." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Same sam3 domain, but one is a model-type warning and the other is a memory overflow in sam3-litetext." + "reason": "Different sam3 problems: model-type warning vs memory overflow." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Generation kwargs update after sync_gpus is unrelated to D-FINE denoising losses." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "Video position-id bug is unrelated to a broken documentation example for DIA." + "reason": "Qwen video position ids and a broken DIA docs example are unrelated." }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError is unrelated to DIA documentation issues." + "reason": "Qwen3OmniMoe video-input ValueError and docs example breakage are unrelated." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage is unrelated to NaNs in classification heads after checkout/init." + "reason": "Non-persistent buffer junk and NaNs in classification heads are different initialization issues." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Reading position_ids after buffer registration is unrelated to tokenizer.save_pretrained class-name mismatch." + "reason": "One is a runtime buffer read error; the other is tokenizer_config metadata mismatch." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized model saving and pipeline-parallelism output errors are different bugs." + "reason": "Quantized model saving failure and pipeline-parallel output error are unrelated." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken transformers env CLI is unrelated to sentence-transformers import NameError." + "reason": "Broken env command and sentence-transformers import NameError are different v5 regressions." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Both are load-time problems, but one is a hang and the other is a MacOS bus error on a CLIP model." + "reason": "Different symptoms and subsystems: loading hang vs MacOS bus error on a CLIP model." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models is unrelated to loading Phi-4 multimodal instruct." + "reason": "Different model-loading/saving problems with no shared concrete code path." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python-version compatibility breakage is unrelated to pipeline-parallelism output correctness." + "reason": "Python-version compatibility issue and pipeline-parallel output corruption are unrelated." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 API guidance and torch.split return-value behavior are unrelated." + "reason": "TF32 API warning and torch.split return-value issue are unrelated." } ] }, @@ -15866,8 +15842,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -15957,7 +15933,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -16178,8 +16154,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -16267,7 +16243,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -16476,8 +16452,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -16567,7 +16543,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -16788,8 +16764,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -16877,7 +16853,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -17092,8 +17068,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -17183,7 +17159,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -17404,8 +17380,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -17499,7 +17475,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -17738,8 +17714,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -17832,7 +17808,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -18071,8 +18047,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -18162,7 +18138,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -18386,8 +18362,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -18485,7 +18461,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -18838,12 +18814,12 @@ "issue:43976|issue:47176", "issue:44485|issue:47176" ], - "prepared_review_unit_hash": "e3b9d83b085e39da71d4088f911271d63a78a777001045292177e5c2217e3e39", + "prepared_review_unit_hash": "20c92d93c614c079869193f2dd40bfd51c394fa24401bc94bc9ac36de4e2c6f7", "component_budget": { "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -18860,258 +18836,246 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated issue reports with only superficial title similarity around v5 regressions, import/loading problems, and model-specific bugs. I would not merge any of the soft pairs; they do not look like the same underlying bug or change.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "The set is dominated by unrelated issue reports, but many loosely revolve around Transformers v5 regressions and loading/import behavior. No pull requests are present. None of the soft pairs look like exact duplicates of the same concrete bug.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set ('Since 5.0 version it breaks too many models') and best matches the cluster\u2019s loose v5-regression theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the broadest umbrella-style report in the set, but it is too vague to serve as a true duplicate canonical; the rest are mostly distinct, model- or subsystem-specific bugs.", + "best_issue_reason": "issue:45850 is the most central and general issue among mostly v5-related breakage reports, so it is the best representative issue for this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43867", "right": "issue:47110", "accept": false, - "reason": "Different failures: sorted state_dict loading vs special_tokens being a list without keys(). Same general area (model loading/config handling), but not the same bug." + "reason": "State-dict loading failure and special_tokens list error are different code paths and symptoms." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "Unrelated topics: GLM-5 RoPE implementation vs video processor num_frames semantics." + "reason": "RoPE implementation discussion and video num_frames semantics are unrelated." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Qwen3.5-35B chat crash is a specific model/runtime bug; 45850 is a broad complaint about many models breaking after v5. Not the same issue." + "reason": "Qwen3.5 chat crash is a specific model bug; 45850 is a broad v5 complaint, not the same issue." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Cache-missing regression in generation vs a typo in cache strategy docs/text. Different underlying problem." + "reason": "Chunked-prefill cache absence and a cache-strategy typo are distinct cache-related problems." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Missing files in processor.save_pretrained is a concrete save bug; 45230 is a generic placeholder report with no matching specifics." + "reason": "processor.save_pretrained missing files is not the same as a generic bug report." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading malfunction vs TensorFlow backend error caused by tensorboard-only install. Distinct code paths." + "reason": "Lazy loading behavior and TensorFlow backend detection are unrelated." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both involve Qwen3_5/Qwen3-VL Moe, but one is a model bug and the other is missing tensor-parallel plan support. Not the same concrete fix." + "reason": "Different Qwen3-related failures: a model bug versus missing tensor-parallel plan." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "DSA indexer ReLU discussion vs video processor frame-count meaning. Unrelated." + "reason": "DSA indexer ReLU discussion and video num_frames meaning do not match." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading not working and unsafe sys.modules access may be adjacent, but they are described as different bugs with different failure modes." + "reason": "Both touch loading/import paths, but one is lazy loading and the other is unsafe sys.modules access." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import star performance regression vs GenerationMixin cache missing. Same broad import/generation area, but not the same bug." + "reason": "Import-star cleanup and GenerationMixin cache missing are unrelated changes." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bounding-box output issue vs PretrainedConfig type-checking breakage. Different subsystem and symptom." + "reason": "Qwen3-VL bbox output bug and PretrainedConfig type-checking regression are different problems." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken env command vs checkpoint reload compatibility regression. Both version-related, but not the same problem." + "reason": "Both are v5 compatibility reports, but one is CLI env behavior and the other is checkpoint reload compatibility." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both are Qwen3.5/Qwen3-VL visual-model reports, but one is bbox hallucination and the other is an infinite loop on a specific image. Too different to treat as one bug." + "reason": "Different Qwen3-VL failures: bounding-box output versus infinite-loop generation." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Llama4Config pad_token_id AttributeError is a concrete config bug; 45850 is a vague umbrella complaint." + "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the broad v5 breakage report." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support request for Qwen models vs weight-conversion-script question for DeepSeekV4. Different models and asks." + "reason": "FP8 inference support and weight-conversion tooling are not the same bug." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig missing pad_token_idx is a specific config regression, not the same as the broad v5 complaint." + "reason": "StableLmConfig pad_token_idx regression is specific; 45850 is only a broad umbrella complaint." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are upgrade compatibility regressions, but one is general checkpoint reload failure and the other is remote-code/meta-init incompatibility for InternVL2. Not the same code path." + "reason": "Both concern v5 migration, but one is checkpoint reload compatibility and the other is remote-code/meta-init incompatibility." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "Typo in cache strategies is a naming/docs issue, not the same as the broad v5 breakage report." + "reason": "A typo in cache strategy docs/code is not the same as broad model breakage in v5." }, { "left": "issue:45850", "right": "issue:47059", "accept": false, - "reason": "Broad v5 breakage complaint vs CLI test failure caused by huggingface_hub 1.22.0 API change. Different root causes." + "reason": "Generic v5 model breakage and a CLI dependency test failure are different issues." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 behavior settings API vs cache strategy typo. Unrelated." + "reason": "TF32 API migration and cache-strategy typo are unrelated." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-star slowdown vs inability to import a specific Qwen3_5ForCausalLM module. Both mention import, but not the same bug." + "reason": "Import-star cleanup and module import failure for Qwen3_5ForCausalLM are different import problems." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "sam3_video/model-type warning vs Liger Kernel not applied with model_init. Different subsystems." + "reason": "sam3_video/sam3_tracker mismatch and Liger Kernel application under model_init are unrelated." }, { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:44295", + "right": "issue:45230", "accept": false, - "reason": "Import-transformers slowness and lazy loading failure are related only at a high level; the issues describe different symptoms and likely different fixes." + "reason": "Position_ids buffer access error is not the same as a generic bug report." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Missing set_seed in SAM HQ tests vs inverse_sqrt scheduler kwargs ignored. Different areas entirely." + "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:43576", - "right": "issue:45850", - "accept": false, - "reason": "Broken env command and broad v5 breakage are not the same underlying defect." - }, - { - "left": "issue:44556", - "right": "issue:45092", - "accept": false, - "reason": "Both concern loading after v5 changes, but one is generic checkpoint reload and the other is specific remote-code/meta-init incompatibility. Not a duplicate." - }, - { - "left": "issue:44492", - "right": "issue:47059", - "accept": false, - "reason": "Cache strategy typo vs CLI completion API breakage. Unrelated." - }, - { - "left": "issue:41669", - "right": "issue:44351", + "right": "issue:44908", "accept": false, - "reason": "Import-star slowdown vs cannot import HybridCache. Both are import-related, but the bugs are different." + "reason": "CLI env breakage and scheduler kwargs handling are different code paths." }, { - "left": "issue:44273", - "right": "issue:46328", + "left": "issue:43576", + "right": "issue:47176", "accept": false, - "reason": "Lazy loading malfunction vs SequenceFeatureExtractor.pad performance issue. Different code paths." + "reason": "CLI env regression and shell-command allowlist bypass are unrelated security/CLI issues." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Nemotron Flash Attention 2 unsupported vs Qwen3-VL bounding-box hallucination. Different model and failure." - }, - { - "left": "issue:44295", - "right": "issue:45230", - "accept": false, - "reason": "Position_ids buffer access error is concrete; 45230 is too generic to match it." + "reason": "Flash Attention 2 support gating and Qwen3-VL bounding-box errors are different model-specific bugs." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained writes wrong tokenizer_class; 45230 has no specific matching description." + "reason": "Tokenizer class mismatch on save_pretrained is not the same as a generic bug report." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility issue vs Qwen3-VL 2D bbox output bug. Unrelated." + "reason": "Python version compatibility and Qwen3-VL output errors are unrelated." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling vs PretrainedConfig type checking. Different areas and fixes." + "reason": "Scheduler kwargs ignored and PretrainedConfig type checking are different regressions." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache strategy typo vs sequence feature extractor padding performance. Not the same issue." + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance are unrelated." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star performance regression vs missing HybridCache import. Similar surface area only." + "reason": "Import-star removal and HybridCache import failure are different import issues." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs passthrough and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import cleanup and a testing_utils bug are unrelated." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python 3.9/3.10 compatibility vs a specific module import failure. Different root causes." + "reason": "Python 3.9+ compatibility and Qwen3_5 import failure are not the same bug." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "patchtsmixer post_init policy bug vs _get_tied_weight_keys AttributeError on list input. Both touch model init internals, but not the same bug." + "reason": "Optional post_init enforcement and tied-weight key handling are unrelated." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion for forward args vs tokenizer loading regression. Completely different topics." + "reason": "Documentation confusion and tokenizer loading regression are different issues." }, { "left": "issue:43976", "right": "issue:47176", "accept": false, - "reason": "Python version compatibility vs shell allowlist bypass security issue. Unrelated." + "reason": "Python version incompatibility and shell-operator allowlist bypass are unrelated." }, { "left": "issue:44485", "right": "issue:47176", "accept": false, - "reason": "RoPE implementation discussion vs shell command-substitution bypass. No overlap in underlying bug." + "reason": "RoPE implementation discussion and shell substitution bypass are unrelated." } ] }, @@ -19231,12 +19195,12 @@ "issue:28348|issue:43352", "issue:29870|issue:31515" ], - "prepared_review_unit_hash": "d7a5e652bac9edb58496367e21613c19d3501fe67f2fa129ee584379bf678ee3", + "prepared_review_unit_hash": "0a584c05a3ffe9db108477cadc43430be6e0755e7e1e77221b3d6b5ebc36643d", "component_budget": { "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -19253,289 +19217,292 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab bag of unrelated issues. A few pairs share broad themes (flash-attention requests, tokenizer-v5 regressions, DeepSeek-v4 reports), but none are strong enough to merge as true duplicates under a strict same-bug/same-change standard.", - "confidence": 0.72, - "canonical_issue_reason": "#45250 is the broadest, most generic feature request in the set (\u201cFlash Attention 2.0\u201d), so it is the best issue-level anchor for the small FA2-related theme here.", + "summary": "This cluster is mostly heterogeneous and the soft links are largely false positives. The only plausible duplicate is the Flash Attention 2.0 request, where a generic tracker can subsume a GPT2LMHeadModel-specific support request.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 45250 is the best umbrella representative: it is the broad Flash Attention 2.0 tracker, while 28348 is a specific GPT2LMHeadModel instance of the same request.", "canonical_pr_reason": null, - "best_issue_reason": "#45250 is the most representative single issue: generic topic, no model-specific narrowing, and the closest thing to a hub among the listed items.", + "best_issue_reason": "Issue 45250 is the strongest overall issue to anchor the cluster because it is the clearest generalized technical topic among the items and can absorb the specific GPT2LMHeadModel support request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "Different models and different internals: DSA indexer ReLU vs Gemma-4 audio positional encoding." + "reason": "Different models and different bugs; only superficial model-implementation similarity." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "One is a broken CLI env command in v5; the other is a lazy-loading bug. Same project area, but not the same concrete bug." + "reason": "Unrelated areas: CLI/env command handling vs lazy loading." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Both are processor bugs, but for different models and different calculations (timestamps vs padding)." + "reason": "Both are processor calculations, but for different models and different code paths." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger-kernel application during model_init and flash-attention-3 training degeneration are separate training-path issues." + "reason": "Liger kernel application and flash-attention training degeneration are distinct issues." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained regression; no concrete overlap." + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated subsystems." + "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:44485", "right": "issue:47177", "accept": false, - "reason": "RoPE implementation issue vs shell-operator RCE vulnerability; completely different code paths." + "reason": "RoPE implementation issue vs security file-write vulnerability; unrelated." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Processor timestamp math for Qwen3VL vs GLM-5 RoPE implementation are different model-specific bugs." + "reason": "Different subsystems and models; no shared underlying bug." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Gemma-4 audio positional encoding and CohereASR double-shift training loss are unrelated model bugs." + "reason": "Different model families and different failure modes." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving pipeline objects and tied-weight-key handling are both serialization-adjacent, but not the same bug." + "reason": "Both touch saving/weights, but the concrete failures are different." }, { "left": "issue:43976", "right": "issue:47177", "accept": false, - "reason": "Python-version compatibility issue vs arbitrary file write/RCE vulnerability; no overlap." + "reason": "Python version compatibility vs command-injection/file-write security issue." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken env command and missing Qwen3_5ForCausalLM import are distinct CLI/import failures." + "reason": "Broken env command and Qwen3_5 import failure are unrelated." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp bug vs scheduler kwargs bug; unrelated." + "reason": "Processor timestamp math and scheduler kwargs are different code paths." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/perf issue and multi-thread VRAM leak are different concerns." + "reason": "Import-* cleanup/perf issue vs VRAM leak; not the same bug." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion about forward inputs/past_key_values vs a model-loading regression for Llama 3.2 Vision." + "reason": "Documentation confusion vs model loading regression; different problems." }, { "left": "issue:45850", "right": "issue:47177", "accept": false, - "reason": "Broad regressions from v5 vs shell command injection vulnerability; different problem classes." + "reason": "Broad v5 breakage complaint vs security vulnerability; unrelated." }, { "left": "issue:45850", "right": "issue:47176", "accept": false, - "reason": "General v5 breakage vs command-allowlist bypass; not the same change or bug." + "reason": "General breakage report vs shell-operator allowlist bypass." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are separate model-specific issues." + "reason": "Both model-specific architecture bugs, but for different models and implementations." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak under dataloader threads vs RoPE implementation bug; unrelated." + "reason": "VRAM leak and RoPE implementation are unrelated." }, { "left": "issue:46218", "right": "issue:47177", "accept": false, - "reason": "Missing model import vs security file-write vulnerability; no shared code path." + "reason": "Import failure vs archive-path traversal/RCE; unrelated." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 shared-expert gating vs a specific tensor transpose issue are different bugs in the same family." + "reason": "Both deepseek-v4, but one is gating logic and the other is a tensor-transpose bug." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network request bug vs Qwen3VL timestamp calculation bug; unrelated." + "reason": "Offline-loading API behavior and timestamp calculation are unrelated." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API migration warning vs VRAM leak; different domains." + "reason": "TF32 settings guidance vs memory leak; no duplicate signal." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "General v5 breakage report vs missing Qwen3_5ForCausalLM import; too broad to be the same bug." + "reason": "General v5 breakage vs a specific import error; not the same issue." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Different processor/save_pretrained problems affecting different behaviors." + "reason": "Processor timestamp bug vs save_pretrained file emission bug." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "GLM-MoE DSA indexing and Gemma-4 audio positional encoding are unrelated." + "reason": "Different GLM/Gemma components and different failures." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "MLA layer-norm epsilon precision issue vs Gemma-4 audio positional encoding; not the same underlying bug." + "reason": "Layernorm epsilon precision issue is not the Gemma audio positional encoding bug." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Audio continuous batching support and DeepSeek-V4 weight-conversion question are different feature requests." + "reason": "Audio continuous batching support vs weight-conversion-script question." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Processor timestamp bug and VRAM leak in multi-threaded dataloading are unrelated." + "reason": "Processor timestamp bug and VRAM leak are unrelated." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "FA2 support for NemotronHForCausalLM vs missing Qwen3_5ForCausalLM import; different models and failures." + "reason": "Flash Attention support request vs import failure; different code paths." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import errors, but for different symbols/modules and likely different fixes." + "reason": "Both are import errors, but for different symbols and root causes." }, { "left": "issue:44861", "right": "issue:47110", "accept": false, - "reason": "AttributeError on tied-weight keys vs special_tokens list/dict mismatch; same error shape, different code path." + "reason": "Similar error shape, but tied-weights handling and special_tokens parsing are different bugs." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both concern tokenizer v5 behavior, but one is broad regression chatter and the other is a specific decoder-type error; insufficient evidence of the same concrete bug." + "reason": "Both tokenizer-v5 complaints, but the concrete problems differ and are too broad to merge safely." }, { "left": "issue:44861", "right": "issue:47059", "accept": false, - "reason": "Serialization helper crash vs cli test failure from huggingface_hub API change; unrelated." + "reason": "Different failure sites: tied-weight key handling vs cli test breakage from hub version change." }, { "left": "issue:28348", "right": "issue:45250", - "accept": false, - "reason": "Both mention Flash Attention 2.0, but one is a GPT2LMHeadModel-specific support request and the other is a generic headline; not enough to prove the same concrete change." + "accept": true, + "reason": "Both are about Flash Attention 2.0 support; 45250 is the broader umbrella and 28348 is a specific GPT2LMHeadModel instance." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Learning-rate scheduler kwargs bug vs unrelated issue titled 'Unemployment'." + "reason": "Scheduler kwargs bug and unrelated placeholder issue; no shared bug." }, { "left": "issue:44998", "right": "issue:47177", "accept": false, - "reason": "No meaningful relation between the titles or affected code." + "reason": "Placeholder issue and security vulnerability are unrelated." }, { "left": "issue:44998", "right": "issue:47176", "accept": false, - "reason": "No meaningful relation between the titles or affected code." + "reason": "Placeholder issue and shell-operator bypass are unrelated." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Typo in cache strategies vs unrelated issue titled 'Unemployment'." + "reason": "Typo in cache strategies vs unrelated placeholder issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "No real overlap beyond both being issue titles in the repo." + "reason": "Placeholder issue and broad v5 breakage complaint are unrelated." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight helper crash vs chat-template crash with tool calls; different code paths." + "reason": "Different bugs in different subsystems: tied weights vs chat template tool-call handling." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Both are loading/import-related, but one is slow from_pretrained loading and the other is a missing import symbol." + "reason": "Loading slowdown and import-error regression are different issues." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support request vs processor.save_pretrained missing files; unrelated." + "reason": "FP8 model support request vs processor save_pretrained missing files." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both are Flash Attention 2.0 requests, but for different models and support paths; not the same concrete bug/change." + "reason": "Both mention Flash Attention 2.0, but they target different models/code paths and are not the same fix." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate() decoder_attention_mask crash vs slow checkpoint loading; unrelated." + "reason": "BART generate() error and from_pretrained slowness are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:28348 with issue:45250, is a reasonable umbrella/specific duplicate pair around Flash Attention 2.0 support. The remaining soft pairs are appropriately rejected without overstating similarity." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -19547,8 +19514,8 @@ "review_unit_count": 63, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-518", "nodes": [ @@ -19593,7 +19560,7 @@ "node_count": 518, "item_count": 518, "soft_pair_count": 1909, - "serialized_chars": 989782, + "serialized_chars": 989784, "estimated_input_tokens": 247446, "estimated_eval_tokens": 495148 }, @@ -19736,8 +19703,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -19814,8 +19781,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -19885,8 +19852,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -19948,8 +19915,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-9", "nodes": [ @@ -20217,8 +20184,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36718-21", "nodes": [ @@ -20628,8 +20595,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-38740-2", "nodes": [ @@ -20691,8 +20658,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -20754,8 +20721,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41306-2", "nodes": [ @@ -20817,8 +20784,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -20880,8 +20847,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -20943,8 +20910,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -21046,8 +21013,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-6", "nodes": [ @@ -21190,8 +21157,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -21310,8 +21277,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -21373,8 +21340,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -21436,8 +21403,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -21499,8 +21466,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -21617,8 +21584,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46439-2", "nodes": [ @@ -21680,8 +21647,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46551-2", "nodes": [ @@ -21746,8 +21713,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46657-2", "nodes": [ @@ -21809,8 +21776,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46822-2", "nodes": [ @@ -21872,8 +21839,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46906-14", "nodes": [ @@ -22262,8 +22229,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46983-2", "nodes": [ @@ -22328,8 +22295,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-47007-2", "nodes": [ @@ -22391,8 +22358,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-47138-2", "nodes": [ @@ -22452,7 +22419,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 3, "status": "reviewed", @@ -22460,16 +22427,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-61", + "cluster_id": "cluster-40546-66", "nodes": [ "pull_request:44517", "pull_request:44775", + "pull_request:46174", "pull_request:46196", "pull_request:46266", - "pull_request:46267", "pull_request:46376", "pull_request:46395", - "pull_request:46509", + "pull_request:46780", "pull_request:46834", "pull_request:46903", "pull_request:46912", @@ -22488,14 +22455,11 @@ "pull_request:47082", "pull_request:47089", "pull_request:47090", - "pull_request:47093", "pull_request:47108", "pull_request:47113", - "pull_request:47143", "pull_request:47163", "pull_request:47166", "pull_request:47173", - "pull_request:47175", "pull_request:47179", "pull_request:47181", "pull_request:47184", @@ -22504,14 +22468,20 @@ "pull_request:47207", "pull_request:47210", "pull_request:47212", - "pull_request:47216", "pull_request:47218", "pull_request:47223", "pull_request:47229", "pull_request:47231", - "pull_request:47232" + "pull_request:47232", + "pull_request:47234", + "pull_request:47239", + "pull_request:47241", + "pull_request:47242" ], "soft_pairs": [ + "pull_request:46174|pull_request:46780", + "pull_request:46780|pull_request:47234", + "pull_request:46174|pull_request:47234", "pull_request:46834|pull_request:47223", "pull_request:46903|pull_request:47090", "pull_request:46903|pull_request:46958", @@ -22523,356 +22493,329 @@ "pull_request:47072|pull_request:47229", "pull_request:47108|pull_request:47202", "pull_request:47077|pull_request:47212", - "pull_request:46266|pull_request:46957", "pull_request:47173|pull_request:47184", + "pull_request:46266|pull_request:46957", + "pull_request:47234|pull_request:47241", "pull_request:47113|pull_request:47232", "pull_request:47166|pull_request:47173", + "pull_request:47204|pull_request:47242", "pull_request:44517|pull_request:47082", - "pull_request:47035|pull_request:47202", "pull_request:46912|pull_request:47179", + "pull_request:47035|pull_request:47202", "pull_request:47034|pull_request:47035", "pull_request:47163|pull_request:47173", "pull_request:46995|pull_request:47163", "pull_request:46196|pull_request:47210", "pull_request:47003|pull_request:47204", "pull_request:46395|pull_request:47181", - "pull_request:46376|pull_request:47202", "pull_request:47069|pull_request:47089", + "pull_request:46376|pull_request:47202", + "pull_request:47202|pull_request:47241", "pull_request:46196|pull_request:46995", + "pull_request:47078|pull_request:47239", "pull_request:47035|pull_request:47232", - "pull_request:47089|pull_request:47231", "pull_request:46376|pull_request:46995", - "pull_request:47089|pull_request:47113", + "pull_request:47089|pull_request:47231", "pull_request:46912|pull_request:47173", + "pull_request:47089|pull_request:47113", "pull_request:46995|pull_request:47181", "pull_request:47207|pull_request:47218", - "pull_request:46196|pull_request:47202", - "pull_request:44775|pull_request:47077", - "pull_request:46509|pull_request:46995", - "pull_request:47082|pull_request:47108", - "pull_request:47089|pull_request:47229", - "pull_request:46196|pull_request:47179", - "pull_request:46267|pull_request:47181", - "pull_request:47179|pull_request:47210", - "pull_request:47093|pull_request:47181", - "pull_request:44517|pull_request:46376", - "pull_request:47204|pull_request:47207", - "pull_request:44775|pull_request:47181", - "pull_request:47077|pull_request:47210", - "pull_request:47175|pull_request:47179", - "pull_request:47093|pull_request:47143", - "pull_request:47204|pull_request:47231", - "pull_request:47093|pull_request:47163", - "pull_request:47163|pull_request:47179", - "pull_request:47229|pull_request:47231", - "pull_request:46266|pull_request:47216" + "pull_request:44775|pull_request:47077" ], - "prepared_review_unit_hash": "af52a7698427ad689511938e69db15b7d890c3c4ae73a0eb3ad58a95224feba1", + "prepared_review_unit_hash": "bf2533f4417e0624c5a61a8698cf8d244353a5701cfad0ea2ca6e4fc4d8dba1f", "component_budget": { - "node_count": 61, - "item_count": 61, - "soft_pair_count": 172, - "serialized_chars": 218082, - "estimated_input_tokens": 54521, - "estimated_eval_tokens": 109298 + "node_count": 66, + "item_count": 66, + "soft_pair_count": 181, + "serialized_chars": 234604, + "estimated_input_tokens": 58651, + "estimated_eval_tokens": 117558 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 54, - "serialized_chars": 129986, - "estimated_input_tokens": 32497, - "estimated_eval_tokens": 65250 + "soft_pair_count": 42, + "serialized_chars": 126163, + "estimated_input_tokens": 31541, + "estimated_eval_tokens": 63338 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs across docs, new model support, CI, and assorted bugfixes. The only strong duplicate-style pair is the CohereASR training-loss double-shift fix (46958 vs 47090).", - "confidence": 0.81, + "summary": "This cluster is mostly heterogeneous: docs/model-addition PRs, unrelated test updates, and several distinct bug fixes. I only see two real duplicate groups: the AIMv2/RT-DETR MPS sinusoidal-embedding fix pair, and the CohereASR training-loss double-shift trio. Everything else should stay separate.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47090 is the cleanest representative of the CohereASR double-shift fix: it targets the exact bug, preserves the loss helper\u2019s batching semantics via `shift_labels`, and includes tests.", + "canonical_pr_reason": "No single canonical PR for the full set: the items split into multiple unrelated topics, with only a couple of small duplicate subclusters.", "best_issue_reason": null, - "best_pr_reason": "47090 is the strongest standalone PR in the one true duplicate family here: focused scope, explicit issue target, and the most complete/robust implementation of the CohereASR loss fix.", + "best_pr_reason": "No global best PR: any single choice would be arbitrary because the set is not one coherent change.", "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": true, + "reason": "Same MPS position-embedding crash; both fix the same code path, just with different dtype handling." + }, + { + "left": "pull_request:46780", + "right": "pull_request:47234", + "accept": false, + "reason": "Same broad symptom, but different model families and different embedding implementations; not the same concrete fix." + }, + { + "left": "pull_request:46174", + "right": "pull_request:47234", + "accept": false, + "reason": "They both touch sine embeddings, but the fixes target different code paths and model sets, so they are not duplicates." + }, { "left": "pull_request:46834", "right": "pull_request:47223", "accept": false, - "reason": "Same issue number, but different TimesFM 2.5 problems: one fixes a wrong method call, the other removes stray config attributes and adds a test." + "reason": "Both mention TimesFM 2.5 window_size, but one fixes a wrong method call and the other removes bad config attributes; different bugs." }, { "left": "pull_request:46903", "right": "pull_request:47090", - "accept": false, - "reason": "Both touch CohereASR loss handling, but 46903 also bundles an unrelated PPFormulaNet fix, so this is not the same overall change set." + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug in the forward loss path." }, { "left": "pull_request:46903", "right": "pull_request:46958", - "accept": false, - "reason": "Related CohereASR bug, but 46903 is broader and includes PPFormulaNet; not a clean duplicate of the CohereASR-only PR." + "accept": true, + "reason": "Same CohereASR double-shift loss bug; the loss implementation differs, but the underlying fix is the same." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "Different features entirely: CohereASR loss fix versus a MusicGen generate typo." + "reason": "CohereASR loss-shift bug vs a Musicgen generate typo; unrelated changes." }, { "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "Unrelated fixes: pytest compatibility in GlmAsr versus CohereASR training loss." + "reason": "Pytest-v9 compatibility fix vs CohereASR loss logic; no shared bug." }, { "left": "pull_request:47072", "right": "pull_request:47089", "accept": false, - "reason": "Different utility bugs: JSON schema enum extraction versus AqlmConfig error-message wording." + "reason": "Chat-template schema parsing vs AqlmConfig error-message text; unrelated." }, { "left": "pull_request:47202", "right": "pull_request:47204", "accept": false, - "reason": "Both involve docker/build tooling, but one deletes the CI docker-image builder while the other adds exporter dependencies to torch-light." + "reason": "Different CI/docker changes: one removes a builder, the other adds exporter deps." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Both are Japanese docs edits, but they change different wording and content rather than the same underlying change." + "reason": "Both are Japanese docs edits, but they change different pages and different content." }, { "left": "pull_request:47072", "right": "pull_request:47229", "accept": false, - "reason": "Unrelated utility bug versus TimesFM 2.5 preprocessing typo." + "reason": "Chat-template schema parsing vs TimesFM preprocessing; unrelated." }, { "left": "pull_request:47108", "right": "pull_request:47202", "accept": false, - "reason": "A comment tweak in workflow files is not the same change as removing the CI docker-image builder." + "reason": "Doc-builder comment cleanup vs docker image builder removal; different maintenance changes." }, { "left": "pull_request:47077", "right": "pull_request:47212", "accept": false, - "reason": "Different docs work: Japanese translation edits versus kv-cache documentation updates." + "reason": "Japanese DistilBERT docs vs kv-cache documentation; unrelated." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47184", + "accept": false, + "reason": "XPU expectation test fixes vs Qwen3Next multi-accelerator test wording; not the same change." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "Unrelated changes: model modernization for dinos versus finegrained FP8 decode optimization." + "reason": "DINO model conversion support vs finegrained FP8 decode optimization; different subsystems." }, { - "left": "pull_request:47173", - "right": "pull_request:47184", + "left": "pull_request:47234", + "right": "pull_request:47241", "accept": false, - "reason": "Both adjust accelerator-related tests, but they are different test suites and different hardware assumptions, not the same bug." + "reason": "Both are half-precision position-embedding crashes, but they fix different families and different embedding routines." }, { "left": "pull_request:47113", "right": "pull_request:47232", "accept": false, - "reason": "Different areas: audio feature/proc requirements versus Switch Transformers error-message cleanup." + "reason": "Audio feature/proc requirements cleanup vs Switch Transformers/T5 error-message fixes; unrelated." }, { "left": "pull_request:47166", "right": "pull_request:47173", "accept": false, - "reason": "Quantization test expectation updates are unrelated to XPU expectation fixes in model tests." + "reason": "Quantization test adjustments vs XPU expectation test updates; different test areas." }, { - "left": "pull_request:44517", - "right": "pull_request:47082", + "left": "pull_request:47204", + "right": "pull_request:47242", "accept": false, - "reason": "Both add model support, but for different models and different code paths." + "reason": "ExecuTorch/ONNX setup for CPU exporter tests vs removing ExecuTorch from GPU CI; opposite CI concerns." }, { - "left": "pull_request:47035", - "right": "pull_request:47202", + "left": "pull_request:44517", + "right": "pull_request:47082", "accept": false, - "reason": "Torch compile backend defaults for Neuron is unrelated to docker image builder removal." + "reason": "Qwen3-TTS model support vs RoMa keypoint matcher support; entirely different features." }, { "left": "pull_request:46912", "right": "pull_request:47179", "accept": false, - "reason": "RoPE test coverage changes and Granite-SWA model support are unrelated." + "reason": "RoPE test coverage vs Granite model support; unrelated." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47202", + "accept": false, + "reason": "Neuron compile-backend default vs docker builder removal; different areas." }, { "left": "pull_request:47034", "right": "pull_request:47035", "accept": false, - "reason": "Related to Neuron tooling, but one is an experiment script and the other is a TrainingArguments backend default change." + "reason": "Trainium experiment scripts vs a training_args default; related to Neuron but not the same bug/change." }, { "left": "pull_request:47163", "right": "pull_request:47173", "accept": false, - "reason": "Paged-attention XPU tests and model expectation updates are different test concerns, not one bug." + "reason": "Paged-attention XPU tests vs general XPU expectation fixes; different test scopes." }, { "left": "pull_request:46995", "right": "pull_request:47163", "accept": false, - "reason": "Import-utils availability logic and paged-attention XPU tests are unrelated." + "reason": "Flash linear-attention availability vs paged-attention tests; unrelated." }, { "left": "pull_request:46196", "right": "pull_request:47210", "accept": false, - "reason": "Both are attention-related, but one adds SDPA dispatch support while the other routes packed rows through varlen attention; different code paths." + "reason": "SDPA attention dispatch for wav2vec2-family models vs packed-row varlen attention routing; different changes." }, { "left": "pull_request:47003", "right": "pull_request:47204", "accept": false, - "reason": "Exporter framework work and docker image dependency changes are unrelated." + "reason": "OpenVINO exporter support vs exporter-test docker dependencies; different levels of the export stack." }, { "left": "pull_request:46395", "right": "pull_request:47181", "accept": false, - "reason": "Different model additions: Param2MoE versus Cosmos3 Edge." + "reason": "Param2MoE vs Cosmos3 Edge model support; unrelated model additions." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47089", + "accept": false, + "reason": "num_labels typing/None semantics vs AqlmConfig type-check error messages; unrelated." }, { "left": "pull_request:46376", "right": "pull_request:47202", "accept": false, - "reason": "Continuous batching multimodal support and docker builder removal are unrelated." + "reason": "Continuous batching multimodal support vs docker image-builder removal; unrelated." }, { - "left": "pull_request:47069", - "right": "pull_request:47089", + "left": "pull_request:47202", + "right": "pull_request:47241", "accept": false, - "reason": "Num_labels typing change and AqlmConfig error-message fixes are unrelated." + "reason": "Docker/CI maintenance vs DETR-family compile crash fixes; unrelated." }, { "left": "pull_request:46196", "right": "pull_request:46995", "accept": false, - "reason": "Different concerns: SDPA attention dispatch versus flash-linear-attention availability checks." + "reason": "Different attention features: SDPA dispatch vs flash-linear-attention availability." }, { - "left": "pull_request:47035", - "right": "pull_request:47232", + "left": "pull_request:47078", + "right": "pull_request:47239", "accept": false, - "reason": "Neuron compile backend defaults and Switch/T5 error-message cleanup are unrelated." + "reason": "Japanese wording cleanup vs tokenizer docs clarification; unrelated docs changes." }, { - "left": "pull_request:47089", - "right": "pull_request:47231", + "left": "pull_request:47035", + "right": "pull_request:47232", "accept": false, - "reason": "Quantization config validation messages and MoonshineStreaming sliding-window fix are unrelated." + "reason": "Neuron compile backend default vs Switch/T5 error-message fixes; unrelated." }, { "left": "pull_request:46376", "right": "pull_request:46995", "accept": false, - "reason": "Continuous batching changes and flash-linear-attention availability are different subsystems." + "reason": "Continuous batching multimodal support vs flash-linear-attention availability; different subsystems." }, { "left": "pull_request:47089", - "right": "pull_request:47113", + "right": "pull_request:47231", "accept": false, - "reason": "AqlmConfig type-message cleanup is unrelated to audio feature/proc requirements." + "reason": "AqlmConfig validation messages vs MoonshineStreaming sliding-window bug; unrelated." }, { "left": "pull_request:46912", "right": "pull_request:47173", "accept": false, - "reason": "RoPE test improvements and XPU expectation updates are unrelated test changes." + "reason": "RoPE test expansion vs XPU expectation fixes; different test domains." }, { - "left": "pull_request:46995", + "left": "pull_request:47089", + "right": "pull_request:47113", + "accept": false, + "reason": "AqlmConfig error messages vs audio feature/proc requirements cleanup; unrelated." + }, + { + "left": "pull_request:46995", "right": "pull_request:47181", "accept": false, - "reason": "Flash-linear-attention availability and a new multimodal model are unrelated." + "reason": "Flash-linear-attention availability vs Cosmos3 Edge model support; unrelated." }, { "left": "pull_request:47207", "right": "pull_request:47218", "accept": false, - "reason": "Swin2SR padding logic and test image-loading refactors are different changes." + "reason": "Swin2SR padding logic vs test-image loading refactor; not the same bug." }, { "left": "pull_request:44775", "right": "pull_request:47077", "accept": false, - "reason": "Docs for distributed training architecture versus Japanese docs translation are unrelated." - }, - { - "left": "pull_request:46509", - "right": "pull_request:46995", - "accept": false, - "reason": "Nemotron Omni support and flash-linear-attention availability are unrelated." - }, - { - "left": "pull_request:47082", - "right": "pull_request:47181", - "accept": false, - "reason": "Different model support additions for different architectures." - }, - { - "left": "pull_request:47093", - "right": "pull_request:47181", - "accept": false, - "reason": "OpenPangu-V2 support and Cosmos3 Edge support are unrelated model additions." - }, - { - "left": "pull_request:47077", - "right": "pull_request:47210", - "accept": false, - "reason": "Japanese docs wording changes are unrelated to packed SDPA attention routing." - }, - { - "left": "pull_request:47175", - "right": "pull_request:47179", - "accept": false, - "reason": "Olmo3 CI expectation updates and Granite-SWA model support are unrelated." - }, - { - "left": "pull_request:47093", - "right": "pull_request:47143", - "accept": false, - "reason": "OpenPangu-V2 model support and NeuCodec model support are unrelated additions." - }, - { - "left": "pull_request:47204", - "right": "pull_request:47231", - "accept": false, - "reason": "Docker exporter-test dependencies and MoonshineStreaming sliding-window fix are unrelated." - }, - { - "left": "pull_request:47229", - "right": "pull_request:47231", - "accept": false, - "reason": "TimesFM 2.5 method-name fix and MoonshineStreaming window-context fix are unrelated." - }, - { - "left": "pull_request:46266", - "right": "pull_request:47216", - "accept": false, - "reason": "Dino modernization and compressed-tensors FP8 work are unrelated." + "reason": "Docs for N-D parallelism vs Japanese DistilBERT translation; unrelated documentation work." } ] }, "evaluator_result": null, "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 1, - "component_count": 32, + "component_count": 31, "review_unit_index": 2, "review_unit_count": 3, "status": "reviewed", @@ -22880,23 +22823,22 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-61", + "cluster_id": "cluster-40546-66", "nodes": [ "pull_request:43451", "pull_request:44517", "pull_request:44775", "pull_request:46196", "pull_request:46266", + "pull_request:46267", "pull_request:46310", "pull_request:46376", "pull_request:46509", - "pull_request:46658", - "pull_request:46834", "pull_request:46836", "pull_request:46895", "pull_request:46912", "pull_request:46957", - "pull_request:46958", + "pull_request:46995", "pull_request:47003", "pull_request:47034", "pull_request:47035", @@ -22904,7 +22846,8 @@ "pull_request:47077", "pull_request:47078", "pull_request:47082", - "pull_request:47090", + "pull_request:47089", + "pull_request:47093", "pull_request:47096", "pull_request:47108", "pull_request:47113", @@ -22915,6 +22858,7 @@ "pull_request:47173", "pull_request:47175", "pull_request:47178", + "pull_request:47179", "pull_request:47181", "pull_request:47184", "pull_request:47198", @@ -22923,535 +22867,522 @@ "pull_request:47210", "pull_request:47216", "pull_request:47218", - "pull_request:47219", "pull_request:47223", "pull_request:47229", "pull_request:47231", - "pull_request:47235", - "pull_request:47237" + "pull_request:47239", + "pull_request:47241" ], "soft_pairs": [ + "pull_request:46509|pull_request:46995", + "pull_request:47082|pull_request:47108", + "pull_request:46196|pull_request:47179", + "pull_request:47089|pull_request:47229", + "pull_request:46267|pull_request:47181", + "pull_request:47179|pull_request:47210", + "pull_request:47093|pull_request:47181", + "pull_request:44517|pull_request:46376", + "pull_request:47204|pull_request:47207", + "pull_request:44775|pull_request:47181", + "pull_request:47077|pull_request:47210", + "pull_request:47175|pull_request:47179", + "pull_request:47093|pull_request:47143", + "pull_request:47204|pull_request:47231", + "pull_request:47093|pull_request:47163", + "pull_request:47229|pull_request:47231", + "pull_request:47163|pull_request:47179", + "pull_request:46266|pull_request:47216", "pull_request:46836|pull_request:47218", "pull_request:46376|pull_request:47218", "pull_request:44775|pull_request:46836", + "pull_request:47077|pull_request:47239", "pull_request:47108|pull_request:47216", - "pull_request:47082|pull_request:47210", "pull_request:46912|pull_request:47078", + "pull_request:47082|pull_request:47210", "pull_request:46836|pull_request:47178", "pull_request:47108|pull_request:47204", "pull_request:46957|pull_request:47216", + "pull_request:47175|pull_request:47239", "pull_request:47166|pull_request:47218", "pull_request:47082|pull_request:47181", - "pull_request:46912|pull_request:47082", "pull_request:46895|pull_request:47207", + "pull_request:46912|pull_request:47082", "pull_request:44775|pull_request:46376", "pull_request:47035|pull_request:47198", "pull_request:43451|pull_request:44775", - "pull_request:47035|pull_request:47204", + "pull_request:47223|pull_request:47239", "pull_request:46376|pull_request:47173", "pull_request:46196|pull_request:46376", "pull_request:46196|pull_request:47223", + "pull_request:47082|pull_request:47239", "pull_request:47035|pull_request:47113", "pull_request:47035|pull_request:47069", - "pull_request:46266|pull_request:46376", "pull_request:47069|pull_request:47113", - "pull_request:46266|pull_request:47034", - "pull_request:47034|pull_request:47108", + "pull_request:46266|pull_request:46376", + "pull_request:46957|pull_request:47108", "pull_request:47069|pull_request:47082", + "pull_request:46266|pull_request:47034", "pull_request:46376|pull_request:47207", "pull_request:47003|pull_request:47178", "pull_request:46912|pull_request:47113", "pull_request:43451|pull_request:47078", "pull_request:47078|pull_request:47096", - "pull_request:47003|pull_request:47078", - "pull_request:47113|pull_request:47175", + "pull_request:47113|pull_request:47241", "pull_request:47175|pull_request:47207", "pull_request:44517|pull_request:47181", "pull_request:46376|pull_request:47198", "pull_request:43451|pull_request:46266", - "pull_request:46895|pull_request:47237", - "pull_request:43451|pull_request:44517", "pull_request:47077|pull_request:47216", + "pull_request:43451|pull_request:44517", "pull_request:47069|pull_request:47175", "pull_request:44517|pull_request:47143", + "pull_request:46895|pull_request:47223", "pull_request:47077|pull_request:47198", "pull_request:46376|pull_request:47184", "pull_request:43451|pull_request:46957", "pull_request:46957|pull_request:47096", "pull_request:46957|pull_request:47003", - "pull_request:47178|pull_request:47237", "pull_request:47175|pull_request:47223", "pull_request:46310|pull_request:47162", "pull_request:46310|pull_request:47231", - "pull_request:47162|pull_request:47231", - "pull_request:46895|pull_request:47235", - "pull_request:46895|pull_request:47090", - "pull_request:47090|pull_request:47235", - "pull_request:46958|pull_request:47090", - "pull_request:46958|pull_request:47235", - "pull_request:46895|pull_request:46958", - "pull_request:47218|pull_request:47219", - "pull_request:46834|pull_request:47229", - "pull_request:47223|pull_request:47229", - "pull_request:47166|pull_request:47184", - "pull_request:46912|pull_request:47175", - "pull_request:46658|pull_request:46836", - "pull_request:47163|pull_request:47166", - "pull_request:47163|pull_request:47184", - "pull_request:46509|pull_request:47143", - "pull_request:46509|pull_request:47181", - "pull_request:46376|pull_request:46509", - "pull_request:46509|pull_request:47163", - "pull_request:46376|pull_request:47181" + "pull_request:47162|pull_request:47231" ], - "prepared_review_unit_hash": "77eb48263e59bd477bc1ae6c9aa920e044bcbcf93849910b598e28ab68a80c9a", + "prepared_review_unit_hash": "b82478e76d88092d8f48bc4c1f73d38351fdd0e02332d8c28139715cc886e90d", "component_budget": { - "node_count": 61, - "item_count": 61, - "soft_pair_count": 172, - "serialized_chars": 218082, - "estimated_input_tokens": 54521, - "estimated_eval_tokens": 109298 + "node_count": 66, + "item_count": 66, + "soft_pair_count": 181, + "serialized_chars": 234604, + "estimated_input_tokens": 58651, + "estimated_eval_tokens": 117558 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 72, - "serialized_chars": 139350, - "estimated_input_tokens": 34838, - "estimated_eval_tokens": 69932 + "serialized_chars": 136834, + "estimated_input_tokens": 34209, + "estimated_eval_tokens": 68674 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated model additions, docs, test updates, and infra tweaks. Only a few true duplicate families appear: MoonshineStreaming sliding-window right-window off-by-one, CohereASR double-shift training loss, TimesFM 2.5 method-name fix, and the COCO image-loading test refactor.", - "confidence": 0.91, + "summary": "The only true duplicate cluster here is the MoonshineStreaming right-window off-by-one fix (PRs 46310, 47162, 47231). The rest are unrelated model additions, docs changes, tests, or distinct bug fixes despite some superficial similarity.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47090 is the strongest canonical PR: it cleanly addresses a concrete bug (CohereASR double-shift loss), has an explicit issue target, and includes the most precise fix plus tests. It is the clearest representative of the largest true-duplicate family in this cluster.", + "canonical_pr_reason": "PR 46310 is the cleanest canonical anchor: it is the earliest direct fix for the MoonshineStreaming sliding-window right-bound bug and matches the shared issue target 46305; the other two are later variants of the same patch.", "best_issue_reason": null, - "best_pr_reason": "PR 47090 is the best overall representative because it fixes a single concrete code-path problem with explicit tracking, narrow scope, and test coverage. The other true-duplicate groups are either later variants of the same fix or smaller/narrower follow-ups.", + "best_pr_reason": "PR 46310 is the best overall representative of the duplicate set because it fixes the exact code-path bug with the smallest, most direct change set.", "soft_edge_verdicts": [ + { + "left": "pull_request:46509", + "right": "pull_request:46995", + "accept": false, + "reason": "Different features: Nemotron Omni model support vs MLU support for flash linear attention." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47108", + "accept": false, + "reason": "RoMa model support and a docs workflow comment tweak are unrelated changes." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47179", + "accept": false, + "reason": "Different model families and problems: SDPA dispatch support for audio models vs Granite-SWA model support." + }, + { + "left": "pull_request:47089", + "right": "pull_request:47229", + "accept": false, + "reason": "Unrelated fixes: AqlmConfig error messages vs a TimesFM 2.5 preprocessing method-name bug." + }, + { + "left": "pull_request:46267", + "right": "pull_request:47181", + "accept": false, + "reason": "Serve chat parsing refactor and Cosmos3 Edge model support are different code paths." + }, + { + "left": "pull_request:47179", + "right": "pull_request:47210", + "accept": false, + "reason": "Granite-SWA model support and packed-SDPA varlen routing are unrelated changes." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47181", + "accept": false, + "reason": "Both add model support, but for different models with different implementation work." + }, + { + "left": "pull_request:44517", + "right": "pull_request:46376", + "accept": false, + "reason": "Qwen3-TTS model support and multimodal continuous batching are not the same bug or feature." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47207", + "accept": false, + "reason": "Different areas: docker image dependency setup vs Swin2SR padding logic." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47181", + "accept": false, + "reason": "Docs-only N-D parallelism navigation changes do not duplicate Cosmos3 Edge model support." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47210", + "accept": false, + "reason": "Japanese docs translation work is unrelated to packed SDPA varlen attention routing." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47179", + "accept": false, + "reason": "Olmo3 CI expectation updates are unrelated to Granite-SWA model support." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47143", + "accept": false, + "reason": "OpenPangu-V2 model support and NeuCodec support are distinct model-addition PRs." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47231", + "accept": false, + "reason": "Docker test dependencies and MoonshineStreaming sliding-window logic are unrelated." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47163", + "accept": false, + "reason": "OpenPangu-V2 model support and XPU paged-attention test coverage are different changes." + }, + { + "left": "pull_request:47229", + "right": "pull_request:47231", + "accept": false, + "reason": "Both touch TimesFM/Moonshine-adjacent code only superficially; they fix different methods in different models." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47179", + "accept": false, + "reason": "XPU paged-attention test coverage does not duplicate Granite-SWA model support." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47216", + "accept": false, + "reason": "DINO conversion/modernization work is unrelated to compressed-tensors fp8 support." + }, { "left": "pull_request:46836", "right": "pull_request:47218", "accept": false, - "reason": "Different changes: one adds Unlimited OCR model support, the other refactors image-loading in tests." + "reason": "Unlimited OCR model support and image-loading test refactors are different kinds of changes." }, { "left": "pull_request:46376", "right": "pull_request:47218", "accept": false, - "reason": "Different domains: continuous batching multimodal support vs test image-loading cleanup." + "reason": "Multimodal continuous batching and test image-loading refactoring are not the same underlying fix." }, { "left": "pull_request:44775", "right": "pull_request:46836", "accept": false, - "reason": "Unrelated docs-only parallelism rename vs a model-addition PR." + "reason": "Docs navigation updates do not duplicate Unlimited OCR model support." }, { - "left": "pull_request:47108", - "right": "pull_request:47216", + "left": "pull_request:47077", + "right": "pull_request:47239", "accept": false, - "reason": "Different work: doc-builder pin comment cleanup vs compressed-tensors exporter/quantization changes." + "reason": "Japanese docs translation and tokenizer docs wording are separate documentation edits." }, { - "left": "pull_request:47082", - "right": "pull_request:47210", + "left": "pull_request:47108", + "right": "pull_request:47216", "accept": false, - "reason": "Different model/support areas: RoMa keypoint matcher vs packed SDPA varlen attention routing." + "reason": "Doc-builder pin comment cleanup is unrelated to compressed-tensors fp8 support." }, { "left": "pull_request:46912", "right": "pull_request:47078", "accept": false, - "reason": "Different scope: RoPE test expansion vs Japanese docs wording/translation edits." + "reason": "RoPE test updates and Japanese wording/doc translation changes are unrelated." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47210", + "accept": false, + "reason": "RoMa model support and packed SDPA routing are different subsystems." }, { "left": "pull_request:46836", "right": "pull_request:47178", "accept": false, - "reason": "Different model additions: Unlimited OCR vs SIGLIP path fixes." + "reason": "Unlimited OCR support and SigLIP path fixes are unrelated changes." }, { "left": "pull_request:47108", "right": "pull_request:47204", "accept": false, - "reason": "Different infrastructure work: doc-builder pin comments vs torch-light docker export dependencies." + "reason": "Dependabot-friendly workflow comment edits are unrelated to exporter-test Docker dependencies." }, { "left": "pull_request:46957", "right": "pull_request:47216", "accept": false, - "reason": "Different functionality: finegrained FP8 decode optimization vs compressed-tensors fp8 support." + "reason": "Finegrained FP8 kernel optimization and compressed-tensors fp8 support are different features, not one code-path fix." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47239", + "accept": false, + "reason": "Olmo3 CI expectation tuning and tokenizer docs clarification are unrelated." }, { "left": "pull_request:47166", "right": "pull_request:47218", "accept": false, - "reason": "Different test updates: quantization expectation tweaks vs image-loading refactor." + "reason": "Quantization test expectation updates are unrelated to image-loading test refactors." }, { "left": "pull_request:47082", "right": "pull_request:47181", "accept": false, - "reason": "Different model additions: RoMa matcher vs Cosmos3 Edge model support." + "reason": "RoMa keypoint matcher support and Cosmos3 Edge support are distinct model additions." }, { - "left": "pull_request:46912", - "right": "pull_request:47082", + "left": "pull_request:46895", + "right": "pull_request:47207", "accept": false, - "reason": "Different code paths: RoPE test updates vs new keypoint matcher support." + "reason": "CohereASR training-loss fix and Swin2SR padding fix address different bugs." }, { - "left": "pull_request:46895", - "right": "pull_request:47207", + "left": "pull_request:46912", + "right": "pull_request:47113", "accept": false, - "reason": "Different bugs: CohereASR loss fix vs Swin2SR over-padding fix." + "reason": "RoPE test coverage and audio feature/proc requirement fixes are unrelated." }, { "left": "pull_request:44775", "right": "pull_request:46376", "accept": false, - "reason": "Unrelated documentation hierarchy update vs continuous batching feature work." + "reason": "Docs navigation changes do not duplicate multimodal continuous batching work." }, { "left": "pull_request:47035", "right": "pull_request:47198", "accept": false, - "reason": "Different areas: Neuron torch-compile backend default vs GPTBigCode/GPTNeoX backend support fix." + "reason": "Neuron torch.compile backend defaulting and GPTBigCode/GPTNeoX backend support are different infrastructure changes." }, { "left": "pull_request:43451", "right": "pull_request:44775", "accept": false, - "reason": "Different model-adding docs work: Molmo2 docs vs parallelism docs restructuring." + "reason": "Molmo2 model docs/support and distributed-training docs navigation are unrelated." }, { - "left": "pull_request:47035", - "right": "pull_request:47204", + "left": "pull_request:47223", + "right": "pull_request:47239", "accept": false, - "reason": "Different targets: Neuron compile backend vs exporter/test docker image setup." + "reason": "TimesFM 2.5 window-size cleanup and tokenizer docs wording are unrelated." }, { "left": "pull_request:46376", "right": "pull_request:47173", "accept": false, - "reason": "Different features: multimodal continuous batching vs XPU expectation test maintenance." + "reason": "Continuous batching support and XPU test expectation fixes are different areas." }, { "left": "pull_request:46196", "right": "pull_request:46376", "accept": false, - "reason": "Different attention support work: SDPA dispatch for audio models vs continuous batching multimodal support." + "reason": "SDPA dispatch for audio models and multimodal continuous batching are not the same bug or change." }, { "left": "pull_request:46196", "right": "pull_request:47223", "accept": false, - "reason": "Different code paths: SDPA dispatch support vs TimesFM 2.5 attribute cleanup/test fix." + "reason": "Audio SDPA support and TimesFM 2.5 window-size handling are unrelated." }, { - "left": "pull_request:47035", - "right": "pull_request:47113", + "left": "pull_request:47082", + "right": "pull_request:47239", "accept": false, - "reason": "Unrelated: Neuron compile backend selection vs audio feature/processor requirements fix." + "reason": "RoMa model support and tokenizer docs clarification are unrelated." }, { "left": "pull_request:47035", - "right": "pull_request:47069", - "accept": false, - "reason": "Different scope: Neuron backend default vs num_labels typing/property behavior." - }, - { - "left": "pull_request:46266", - "right": "pull_request:46376", + "right": "pull_request:47113", "accept": false, - "reason": "Different change families: DINO conversion mapping/model modernization vs continuous batching feature expansion." + "reason": "Neuron compile backend defaults and audio requirements fixes target different stacks." }, { - "left": "pull_request:47034", - "right": "pull_request:47108", + "left": "pull_request:47035", + "right": "pull_request:47069", "accept": false, - "reason": "Neuron SFT experiment code vs doc-builder comment cleanup are unrelated." + "reason": "Neutron compile backend defaults and num_labels returning None are unrelated." }, { "left": "pull_request:47069", - "right": "pull_request:47082", + "right": "pull_request:47113", "accept": false, - "reason": "Different issues: num_labels returning None vs adding RoMa support." + "reason": "num_labels typing change and audio requirements fixes are separate issues." }, { - "left": "pull_request:46376", - "right": "pull_request:47207", + "left": "pull_request:46266", + "right": "pull_request:46376", "accept": false, - "reason": "Different functionality: continuous batching multimodal support vs Swin2SR padding fix." + "reason": "DINO conversion modernization and multimodal continuous batching are unrelated." }, { - "left": "pull_request:47003", + "left": "pull_request:46957", "right": "pull_request:47178", "accept": false, - "reason": "Different domains: OpenVINO exporter support vs SIGLIP checkpoint loading path fix." + "reason": "FP8 batching/kernel heuristics and SigLIP checkpoint path fixes are unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47113", + "left": "pull_request:47003", + "right": "pull_request:47178", "accept": false, - "reason": "Different changes: RoPE test updates vs audio feature/processor requirement annotations." + "reason": "OpenVINO exporter work and SigLIP path fixes are different exporter/model tasks." }, { "left": "pull_request:43451", "right": "pull_request:47078", "accept": false, - "reason": "Different docs/model additions: Molmo2 docs vs Japanese wording tweaks." + "reason": "Molmo2 model support and Japanese docs wording updates are unrelated." }, { "left": "pull_request:47078", "right": "pull_request:47096", "accept": false, - "reason": "Unrelated Japanese docs wording vs Kimi exportability changes." - }, - { - "left": "pull_request:47003", - "right": "pull_request:47078", - "accept": false, - "reason": "Different areas: OpenVINO exporter work vs Japanese docs edits." + "reason": "Japanese docs wording and exportable kimi backend changes are unrelated." }, { "left": "pull_request:47113", - "right": "pull_request:47175", + "right": "pull_request:47241", "accept": false, - "reason": "Different purposes: audio requirements fixes vs OLMo3 CI expectation updates." + "reason": "Audio requirements cleanup and DETR-family compile fix address different problems." }, { "left": "pull_request:47175", "right": "pull_request:47207", "accept": false, - "reason": "Different model/test changes: OLMo3 CI numbers vs Swin2SR padding behavior." + "reason": "Olmo3 CI expectation changes are unrelated to Swin2SR padding logic." }, { "left": "pull_request:44517", "right": "pull_request:47181", "accept": false, - "reason": "Different model families: Qwen3-TTS support vs Cosmos3 Edge model support." + "reason": "Qwen3-TTS support and Cosmos3 Edge support are separate model additions." }, { "left": "pull_request:46376", "right": "pull_request:47198", "accept": false, - "reason": "Different features: multimodal continuous batching vs GPT backend compatibility fixes." + "reason": "Continuous batching support and GPTBigCode/GPTNeoX backend fixes are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46266", "accept": false, - "reason": "Different model additions: Molmo2 vs DINO conversion/model modernization." + "reason": "Molmo2 support and DINO modernization are distinct model work." }, { - "left": "pull_request:46895", - "right": "pull_request:47237", + "left": "pull_request:47077", + "right": "pull_request:47216", "accept": false, - "reason": "Same broad model area but different bug: CohereASR loss vs distributed config docstring cleanup." + "reason": "Japanese docs translation and compressed-tensors fp8 support are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:44517", "accept": false, - "reason": "Different model additions: Molmo2 vs Qwen3-TTS." - }, - { - "left": "pull_request:47077", - "right": "pull_request:47216", - "accept": false, - "reason": "Different content: Japanese DistilBERT docs vs compressed-tensors quantization docs/code." + "reason": "Molmo2 and Qwen3-TTS are different model additions." }, { "left": "pull_request:47069", "right": "pull_request:47175", "accept": false, - "reason": "Different issues: num_labels typing fix vs OLMo3 CI expectation refresh." + "reason": "num_labels None typing and Olmo3 CI expectation updates are unrelated." }, { "left": "pull_request:44517", "right": "pull_request:47143", "accept": false, - "reason": "Different model support: Qwen3-TTS vs NeuCodec." + "reason": "Qwen3-TTS and NeuCodec are different model-support PRs." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47223", + "accept": false, + "reason": "CohereASR loss-shift fix and TimesFM 2.5 window-size fix are unrelated." }, { "left": "pull_request:47077", "right": "pull_request:47198", "accept": false, - "reason": "Different content: Japanese docs translation vs GPT backend fixes." + "reason": "Japanese translation updates and GPT backend fixes are unrelated." }, { "left": "pull_request:46376", "right": "pull_request:47184", "accept": false, - "reason": "Different domains: continuous batching feature work vs test-annotation changes for Qwen3-Next/VideOMT." + "reason": "Continuous batching support and Qwen3Next test decorator changes are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46957", "accept": false, - "reason": "Different areas: Molmo2 model addition vs finegrained FP8/v4 optimizer-routing work." + "reason": "Molmo2 model support and finegrained FP8 optimization are unrelated." }, { "left": "pull_request:46957", "right": "pull_request:47096", "accept": false, - "reason": "Different functionality: FP8 decode optimization vs exportable Kimi model support." + "reason": "FP8 kernel heuristics and exportable kimi changes are different features." }, { "left": "pull_request:46957", "right": "pull_request:47003", "accept": false, - "reason": "Different scopes: FP8 grouped/batched kernel work vs OpenVINO exporter support." - }, - { - "left": "pull_request:47178", - "right": "pull_request:47237", - "accept": false, - "reason": "Different areas: SIGLIP checkpoint URL fix vs distributed config docstring update." + "reason": "FP8 decoding heuristics and OpenVINO exporter support are unrelated." }, { "left": "pull_request:47175", "right": "pull_request:47223", "accept": false, - "reason": "Different changes: OLMo3 CI expectations vs TimesFM 2.5 preprocessing fix." - }, - { - "left": "pull_request:46310", - "right": "pull_request:47162", - "accept": true, - "reason": "Same MoonshineStreaming sliding-window right-window off-by-one bug; same files and same issue target 46305." + "reason": "Olmo3 CI expectation changes do not duplicate TimesFM 2.5 preprocessing fixes." }, { "left": "pull_request:46310", - "right": "pull_request:47231", - "accept": true, - "reason": "Same MoonshineStreaming right-context bug with the same fix family and issue target 46305." - }, - { - "left": "pull_request:47162", - "right": "pull_request:47231", - "accept": true, - "reason": "Same MoonshineStreaming sliding-window off-by-one fix; identical underlying code-path and issue 46305." - }, - { - "left": "pull_request:46895", - "right": "pull_request:47235", - "accept": true, - "reason": "Same CohereASR training-loss double-shift bug; same model files and shared issue 46894." - }, - { - "left": "pull_request:46895", - "right": "pull_request:47090", - "accept": true, - "reason": "Same CohereASR double-shift loss bug; 47090 is a more explicit version of the same fix." - }, - { - "left": "pull_request:47090", - "right": "pull_request:47235", - "accept": true, - "reason": "Same CohereASR loss-shift bug in the same code path; these are alternative implementations of one fix." - }, - { - "left": "pull_request:46958", - "right": "pull_request:47090", - "accept": true, - "reason": "Same CohereASR training-loss double-shift bug, despite different loss-expression details." - }, - { - "left": "pull_request:46958", - "right": "pull_request:47235", - "accept": true, - "reason": "Same CohereASR loss-shift issue in the same files and issue 46894." - }, - { - "left": "pull_request:46895", - "right": "pull_request:46958", - "accept": true, - "reason": "Same CohereASR bug and same target files; both are variants of the double-shift fix." - }, - { - "left": "pull_request:47218", - "right": "pull_request:47219", - "accept": true, - "reason": "Same test-image loading migration from external COCO URLs to HF Hub fixtures; same integration-test code paths." - }, - { - "left": "pull_request:46834", - "right": "pull_request:47229", - "accept": true, - "reason": "Same TimesFM 2.5 preprocessing method-name bug in the moving-average call; same underlying code-path and issue 46821." - }, - { - "left": "pull_request:47223", - "right": "pull_request:47229", - "accept": true, - "reason": "Same TimesFM 2.5 window_size/moving-average method-name fix with the same issue target 46821." - }, - { - "left": "pull_request:47166", - "right": "pull_request:47184", - "accept": false, - "reason": "Different test maintenance tasks: quantization expectation updates vs multi-accelerator test annotations." - }, - { - "left": "pull_request:46912", - "right": "pull_request:47175", - "accept": false, - "reason": "Different work: RoPE test adjustments vs OLMo3 CI expectation updates." - }, - { - "left": "pull_request:46658", - "right": "pull_request:46836", - "accept": false, - "reason": "Different model additions: Step-3.7-Flash tooling/support vs Unlimited OCR model support." - }, - { - "left": "pull_request:47163", - "right": "pull_request:47166", - "accept": false, - "reason": "Different testing concerns: paged-attention XPU coverage vs quantization regression expectations." - }, - { - "left": "pull_request:47163", - "right": "pull_request:47184", - "accept": false, - "reason": "Different test areas: XPU paged-attention coverage vs Qwen3-Next/VideOMT accelerator test tweaks." - }, - { - "left": "pull_request:46509", - "right": "pull_request:47143", - "accept": false, - "reason": "Different model support: Nemotron Omni vs NeuCodec." - }, - { - "left": "pull_request:46509", - "right": "pull_request:47181", - "accept": false, - "reason": "Different model support: Nemotron Omni vs Cosmos3 Edge." - }, - { - "left": "pull_request:46376", - "right": "pull_request:46509", - "accept": false, - "reason": "Different features: continuous batching multimodal support vs Nemotron Omni model addition." + "right": "pull_request:47162", + "accept": true, + "reason": "Both fix the same MoonshineStreaming sliding-window right-bound off-by-one in the same mask function and are mergeable as one change." }, { - "left": "pull_request:46509", - "right": "pull_request:47163", - "accept": false, - "reason": "Different work: Nemotron Omni model support vs XPU paged-attention test coverage." + "left": "pull_request:46310", + "right": "pull_request:47231", + "accept": true, + "reason": "Same underlying MoonshineStreaming right-context off-by-one bug; 47231 is a variant of the same fix across the same code path." }, { - "left": "pull_request:46376", - "right": "pull_request:47181", - "accept": false, - "reason": "Different features: continuous batching multimodal support vs Cosmos3 Edge model support." + "left": "pull_request:47162", + "right": "pull_request:47231", + "accept": true, + "reason": "Same MoonshineStreaming sliding-window right-window bug, just patched in slightly different file sets." } ] }, @@ -23465,7 +23396,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 32, + "component_count": 31, "review_unit_index": 3, "review_unit_count": 3, "status": "reviewed", @@ -23473,17 +23404,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-61", + "cluster_id": "cluster-40546-66", "nodes": [ "pull_request:40546", "pull_request:43451", "pull_request:46376", "pull_request:46509", "pull_request:46658", + "pull_request:46834", "pull_request:46836", + "pull_request:46895", + "pull_request:46912", + "pull_request:46958", "pull_request:47003", "pull_request:47034", + "pull_request:47035", "pull_request:47077", + "pull_request:47090", "pull_request:47096", "pull_request:47143", "pull_request:47163", @@ -23494,10 +23431,35 @@ "pull_request:47198", "pull_request:47210", "pull_request:47216", + "pull_request:47218", + "pull_request:47219", "pull_request:47223", - "pull_request:47237" + "pull_request:47229", + "pull_request:47235", + "pull_request:47241", + "pull_request:47242" ], "soft_pairs": [ + "pull_request:46895|pull_request:47235", + "pull_request:46895|pull_request:47090", + "pull_request:47090|pull_request:47235", + "pull_request:46958|pull_request:47090", + "pull_request:46958|pull_request:47235", + "pull_request:46895|pull_request:46958", + "pull_request:47218|pull_request:47219", + "pull_request:46834|pull_request:47229", + "pull_request:47223|pull_request:47229", + "pull_request:47166|pull_request:47184", + "pull_request:46912|pull_request:47175", + "pull_request:46658|pull_request:46836", + "pull_request:47035|pull_request:47241", + "pull_request:47163|pull_request:47166", + "pull_request:47163|pull_request:47184", + "pull_request:46509|pull_request:47143", + "pull_request:46509|pull_request:47181", + "pull_request:46376|pull_request:46509", + "pull_request:46509|pull_request:47163", + "pull_request:46376|pull_request:47181", "pull_request:43451|pull_request:46836", "pull_request:46509|pull_request:46836", "pull_request:46836|pull_request:47143", @@ -23509,352 +23471,383 @@ "pull_request:46376|pull_request:47163", "pull_request:46376|pull_request:47034", "pull_request:46658|pull_request:47143", - "pull_request:47163|pull_request:47210", "pull_request:47143|pull_request:47163", + "pull_request:47163|pull_request:47210", "pull_request:47077|pull_request:47181", "pull_request:47034|pull_request:47216", + "pull_request:43451|pull_request:47242", + "pull_request:47096|pull_request:47242", + "pull_request:47003|pull_request:47242", + "pull_request:47143|pull_request:47242", "pull_request:47143|pull_request:47210", "pull_request:47181|pull_request:47198", "pull_request:40546|pull_request:43451", "pull_request:43451|pull_request:47175", "pull_request:47096|pull_request:47175", - "pull_request:47003|pull_request:47175", "pull_request:43451|pull_request:46658", "pull_request:46658|pull_request:47096", "pull_request:46658|pull_request:47003", "pull_request:43451|pull_request:47143", "pull_request:43451|pull_request:47163", - "pull_request:47198|pull_request:47237", - "pull_request:47223|pull_request:47237", "pull_request:43451|pull_request:47181", + "pull_request:43451|pull_request:47198", "pull_request:43451|pull_request:47096", "pull_request:43451|pull_request:47003", "pull_request:47003|pull_request:47096", - "pull_request:43451|pull_request:47237", - "pull_request:47096|pull_request:47237", "pull_request:43451|pull_request:47034", + "pull_request:43451|pull_request:47241", "pull_request:47034|pull_request:47096", + "pull_request:47096|pull_request:47241", "pull_request:43451|pull_request:47166", "pull_request:47096|pull_request:47166", "pull_request:43451|pull_request:47184", "pull_request:43451|pull_request:47223", - "pull_request:47003|pull_request:47237", + "pull_request:47003|pull_request:47241", "pull_request:47096|pull_request:47143", "pull_request:47003|pull_request:47143", "pull_request:47096|pull_request:47163", - "pull_request:47143|pull_request:47237", - "pull_request:47163|pull_request:47237" + "pull_request:47003|pull_request:47163" ], - "prepared_review_unit_hash": "7234c6cdcf7adbd6823cf0e14dfe6accf1336778da6eef756fa9c3e1642a4f9b", + "prepared_review_unit_hash": "f450535019b7423249d454c7d7526ae6f08da6fabcd14302e3ffc7ce8a2f6de2", "component_budget": { - "node_count": 61, - "item_count": 61, - "soft_pair_count": 172, - "serialized_chars": 218082, - "estimated_input_tokens": 54521, - "estimated_eval_tokens": 109298 + "node_count": 66, + "item_count": 66, + "soft_pair_count": 181, + "serialized_chars": 234604, + "estimated_input_tokens": 58651, + "estimated_eval_tokens": 117558 }, "budget": { - "node_count": 21, - "item_count": 21, - "soft_pair_count": 46, - "serialized_chars": 68174, - "estimated_input_tokens": 17044, - "estimated_eval_tokens": 34344 + "node_count": 32, + "item_count": 32, + "soft_pair_count": 67, + "serialized_chars": 103071, + "estimated_input_tokens": 25768, + "estimated_eval_tokens": 51792 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a false-positive bucket: mostly unrelated feature/model PRs, docs additions, exporter work, and test tweaks that only share common registry or scaffolding files. I do not see any true duplicate PR pairs.", - "confidence": 0.97, + "summary": "The set is mostly a heterogeneous mix of unrelated PRs (new model support, docs, exporter changes, CI/tests). I only see three true duplicate families: CohereASR double-shift training-loss fixes, AIMv2 image-loading test refactors, and TimesFM2_5 moving-average rename fixes. Everything else is too broad or touches different code paths.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the items are heterogeneous and not duplicates; the shared overlaps are mostly broad docs/auto-registry scaffolding.", + "canonical_pr_reason": "PR 47090 is the clearest representative of the CohereASR duplicate family: it states the exact double-shift bug, names the correct training target, and preserves the loss-reduction behavior in the intended code path.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a safe representative duplicate target. If forced, 46836 is the broadest model-support PR, but it is still not a duplicate of the others.", + "best_pr_reason": "47090 is the best overall representative of the only substantial duplicate cluster in this set; the remaining items are mostly unrelated PRs rather than mergeable duplicates.", "soft_edge_verdicts": [ { - "left": "pull_request:43451", - "right": "pull_request:46836", - "accept": false, - "reason": "Molmo2 vs Unlimited OCR are different model-addition PRs; shared docs/auto-registry files are boilerplate." + "left": "pull_request:46895", + "right": "pull_request:47235", + "accept": true, + "reason": "Same CohereASR double-shift loss bug in the same forward path; these are mergeable into one fix." }, { - "left": "pull_request:46509", - "right": "pull_request:46836", - "accept": false, - "reason": "Nemotron Omni vs Unlimited OCR are unrelated model additions with different code paths." + "left": "pull_request:46895", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR double-shift loss bug against the same files and issue target." }, { - "left": "pull_request:46836", - "right": "pull_request:47143", + "left": "pull_request:47090", + "right": "pull_request:47235", + "accept": true, + "reason": "Same underlying CohereASR training-loss double-shift fix; only the implementation detail differs." + }, + { + "left": "pull_request:46958", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR loss-shift bug in the same code path and issue." + }, + { + "left": "pull_request:46958", + "right": "pull_request:47235", + "accept": true, + "reason": "Same CohereASR double-shift bug; both PRs fix the same loss computation." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR training-loss double-shift problem; could be consolidated." + }, + { + "left": "pull_request:47218", + "right": "pull_request:47219", + "accept": true, + "reason": "Both refactor the same COCO image-loading test path to use HF Hub fixtures/helper loading." + }, + { + "left": "pull_request:46834", + "right": "pull_request:47229", + "accept": true, + "reason": "Same TimesFM2_5 moving-average method-name bug in the same preprocessing/modeling path." + }, + { + "left": "pull_request:47223", + "right": "pull_request:47229", "accept": false, - "reason": "Unlimited OCR and NeuCodec are different model-support PRs; overlap is only framework scaffolding." + "reason": "Same tracking issue, but this PR is config/test cleanup for window_size rather than the same method-call bug." }, { - "left": "pull_request:46836", - "right": "pull_request:47163", + "left": "pull_request:47166", + "right": "pull_request:47184", "accept": false, - "reason": "Model-support PR vs XPU paged-attention test tweak; these are unrelated changes." + "reason": "Different test targets and different behavior; only broadly both are test updates." }, { - "left": "pull_request:47143", - "right": "pull_request:47181", + "left": "pull_request:46912", + "right": "pull_request:47175", "accept": false, - "reason": "NeuCodec vs Cosmos3 Edge are distinct model additions, not the same underlying change." + "reason": "Unrelated fixes: RoPE test coverage versus OLMo3 CI expectation updates." }, { - "left": "pull_request:46376", - "right": "pull_request:47143", + "left": "pull_request:46658", + "right": "pull_request:46836", "accept": false, - "reason": "Continuous batching multimodal support and NeuCodec model support are unrelated work." + "reason": "Different model additions with no shared bug or change path." }, { - "left": "pull_request:43451", - "right": "pull_request:46509", + "left": "pull_request:47035", + "right": "pull_request:47241", "accept": false, - "reason": "Molmo2 and Nemotron Omni are different model integrations; common auto files do not imply duplication." + "reason": "Both involve compile-related areas, but they fix different bugs in different subsystems." }, { "left": "pull_request:47163", - "right": "pull_request:47181", + "right": "pull_request:47166", "accept": false, - "reason": "Paged-attention XPU tests and Cosmos3 Edge model support are unrelated." + "reason": "Paged-attention XPU tests and quantization test extensions are unrelated." }, { - "left": "pull_request:46376", - "right": "pull_request:47163", + "left": "pull_request:47163", + "right": "pull_request:47184", "accept": false, - "reason": "Continuous batching changes and paged-attention XPU tests address different code paths." + "reason": "Different test suites and different behavior; no shared underlying bug." }, { - "left": "pull_request:46376", - "right": "pull_request:47034", + "left": "pull_request:46509", + "right": "pull_request:47143", "accept": false, - "reason": "Multimodal continuous batching and Neuron SFT scripts are unrelated changes." + "reason": "Different model-support PRs; same broad pattern is not enough." }, { - "left": "pull_request:46658", - "right": "pull_request:47143", + "left": "pull_request:46509", + "right": "pull_request:47181", "accept": false, - "reason": "Step3.7 flash implementation and NeuCodec support are different model/features." + "reason": "Different model additions with unrelated code paths." }, { - "left": "pull_request:47163", - "right": "pull_request:47210", + "left": "pull_request:46376", + "right": "pull_request:46509", "accept": false, - "reason": "Paged-attention XPU tests and packed SDPA varlen routing are different changes; test overlap is incidental." + "reason": "Continuous-batching multimodal support and Nemotron Omni support are unrelated changes." }, { - "left": "pull_request:47143", + "left": "pull_request:46509", "right": "pull_request:47163", "accept": false, - "reason": "NeuCodec model support and XPU paged-attention tests are unrelated." + "reason": "Model-support PR versus paged-attention tests; no shared bug." }, { - "left": "pull_request:47077", + "left": "pull_request:46376", "right": "pull_request:47181", "accept": false, - "reason": "Japanese DistilBERT docs translation and Cosmos3 Edge model support are unrelated." + "reason": "Different features and different files; not the same underlying change." }, { - "left": "pull_request:47034", - "right": "pull_request:47216", + "left": "pull_request:43451", + "right": "pull_request:46836", "accept": false, - "reason": "Neuron finetuning scripts and compressed-tensors exporter work are different areas." + "reason": "Molmo2 and Unlimited OCR are separate model integrations." }, { - "left": "pull_request:47143", - "right": "pull_request:47210", + "left": "pull_request:46509", + "right": "pull_request:46836", "accept": false, - "reason": "NeuCodec support and SDPA varlen packed-row routing are unrelated changes." + "reason": "Different model-support PRs; too broad to be duplicates." }, { - "left": "pull_request:47181", - "right": "pull_request:47198", + "left": "pull_request:46836", + "right": "pull_request:47143", "accept": false, - "reason": "Cosmos3 Edge model support and GPTNeoX/GPTBigCode backend fixes are different concrete changes." + "reason": "Different model integrations with different architectures and files." }, { - "left": "pull_request:40546", - "right": "pull_request:43451", + "left": "pull_request:47143", + "right": "pull_request:47181", + "accept": false, + "reason": "NeuCodec and Cosmos3 Edge are separate model additions." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47143", "accept": false, - "reason": "VibeVoice and Molmo2 are separate model-addition PRs." + "reason": "Continuous batching multimodal support is unrelated to NeuCodec model support." }, { "left": "pull_request:43451", - "right": "pull_request:47175", + "right": "pull_request:46509", "accept": false, - "reason": "Molmo2 model support and OLMo3 CI expectation updates are unrelated." + "reason": "Different model-support PRs; same broad theme is insufficient." }, { - "left": "pull_request:47096", - "right": "pull_request:47175", + "left": "pull_request:47163", + "right": "pull_request:47181", "accept": false, - "reason": "Exportable Kimi backend changes and OLMo3 CI updates are unrelated." + "reason": "Unrelated test/feature work in different subsystems." }, { - "left": "pull_request:47003", - "right": "pull_request:47175", + "left": "pull_request:43451", + "right": "pull_request:47143", "accept": false, - "reason": "OpenVINO exporter work and OLMo3 CI expectation updates are unrelated." + "reason": "Molmo2 and NeuCodec are different model additions." }, { - "left": "pull_request:47198", - "right": "pull_request:47237", + "left": "pull_request:43451", + "right": "pull_request:47163", "accept": false, - "reason": "GPTNeoX/GPTBigCode backend fixes and DistributedConfig docstring cleanup are unrelated." + "reason": "Model docs/support versus paged-attention tests; unrelated." }, { - "left": "pull_request:47223", - "right": "pull_request:47237", + "left": "pull_request:43451", + "right": "pull_request:47181", "accept": false, - "reason": "TimesFM window_size bugfix and DistributedConfig documentation are unrelated." + "reason": "Different model additions, not the same change." }, { "left": "pull_request:43451", - "right": "pull_request:46658", + "right": "pull_request:47198", "accept": false, - "reason": "Molmo2 model support and Step3.7 flash implementation are unrelated model additions." + "reason": "Model integration PR versus backend/export compatibility PR; different code paths." }, { - "left": "pull_request:46658", + "left": "pull_request:43451", "right": "pull_request:47096", "accept": false, - "reason": "Step3.7 flash implementation and exportable Kimi backend fixes are different changes." + "reason": "Molmo2 model support and exportable Kimi changes are unrelated." }, { - "left": "pull_request:46658", + "left": "pull_request:43451", "right": "pull_request:47003", "accept": false, - "reason": "Step3.7 flash implementation and OpenVINO exporter work are unrelated." + "reason": "Model support versus OpenVINO exporter work; not the same fix." }, { - "left": "pull_request:43451", - "right": "pull_request:47143", + "left": "pull_request:47003", + "right": "pull_request:47096", "accept": false, - "reason": "Molmo2 and NeuCodec are different model-support PRs." + "reason": "Different export backends and different target models; not mergeable as one fix." }, { "left": "pull_request:43451", - "right": "pull_request:47163", + "right": "pull_request:47034", + "accept": false, + "reason": "Model support PR versus Neuron SFT experiment; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47241", "accept": false, - "reason": "Molmo2 model support and XPU paged-attention tests are unrelated." + "reason": "Exportability changes for Kimi and DETR compile fixes are different bugs." }, { "left": "pull_request:47003", - "right": "pull_request:47237", + "right": "pull_request:47241", "accept": false, - "reason": "OpenVINO exporter changes and DistributedConfig docs are unrelated." + "reason": "OpenVINO exporter work and DETR compile crash fixes are unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47143", "accept": false, - "reason": "Exportable Kimi backend changes and NeuCodec support are unrelated." + "reason": "Exporter/model-support work for different models; no shared underlying bug." }, { "left": "pull_request:47003", "right": "pull_request:47143", "accept": false, - "reason": "OpenVINO exporter work and NeuCodec support are unrelated." + "reason": "OpenVINO exporter and NeuCodec model support are unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47163", "accept": false, - "reason": "Exportable Kimi backend work and XPU paged-attention tests are unrelated." - }, - { - "left": "pull_request:47143", - "right": "pull_request:47237", - "accept": false, - "reason": "NeuCodec support and DistributedConfig docs are unrelated." - }, - { - "left": "pull_request:47163", - "right": "pull_request:47237", - "accept": false, - "reason": "Paged-attention XPU tests and DistributedConfig docs are unrelated." + "reason": "Exporter/model changes versus paged-attention tests; different subsystems." }, { - "left": "pull_request:43451", - "right": "pull_request:47181", + "left": "pull_request:47003", + "right": "pull_request:47163", "accept": false, - "reason": "Molmo2 and Cosmos3 Edge are separate model additions." + "reason": "OpenVINO exporter and paged-attention XPU tests are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47096", + "left": "pull_request:47143", + "right": "pull_request:47242", "accept": false, - "reason": "Molmo2 model support and exportable Kimi backend work are unrelated." + "reason": "NeuCodec model support and Docker CI dependency removal are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47003", + "left": "pull_request:47096", + "right": "pull_request:47242", "accept": false, - "reason": "Molmo2 model support and OpenVINO exporter work are unrelated." + "reason": "Kimi exportability and Docker CI cleanup are different changes." }, { "left": "pull_request:47003", - "right": "pull_request:47096", - "accept": false, - "reason": "OpenVINO exporter and exportable Kimi are both export-related but target different backends and code paths." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47034", + "right": "pull_request:47242", "accept": false, - "reason": "Molmo2 model support and Neuron SFT scripts are unrelated." + "reason": "OpenVINO exporter work and Docker CI dependency removal are unrelated." }, { - "left": "pull_request:47034", - "right": "pull_request:47096", + "left": "pull_request:47143", + "right": "pull_request:47210", "accept": false, - "reason": "Neuron finetuning scripts and exportable Kimi backend fixes are unrelated." + "reason": "NeuCodec model support and packed-SDPA routing are different problems." }, { - "left": "pull_request:43451", - "right": "pull_request:47166", + "left": "pull_request:47181", + "right": "pull_request:47198", "accept": false, - "reason": "Molmo2 model support and quantization test updates are unrelated." + "reason": "Cosmos3 Edge model support and GPT model backend compatibility are unrelated." }, { - "left": "pull_request:47096", - "right": "pull_request:47166", + "left": "pull_request:40546", + "right": "pull_request:43451", "accept": false, - "reason": "Exportable Kimi backend changes and quantization test updates are unrelated." + "reason": "VibeVoice and Molmo2 are separate model integrations." }, { "left": "pull_request:43451", - "right": "pull_request:47184", + "right": "pull_request:47175", "accept": false, - "reason": "Molmo2 model support and accelerator-test renames are unrelated." + "reason": "Molmo2 model support and OLMo3 CI updates are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47223", + "left": "pull_request:47096", + "right": "pull_request:47175", "accept": false, - "reason": "Molmo2 model support and TimesFM window_size bugfix are unrelated." + "reason": "Kimi exportability and OLMo3 CI updates do not fix the same bug." }, { "left": "pull_request:43451", - "right": "pull_request:47166", + "right": "pull_request:46658", "accept": false, - "reason": "Molmo2 model support and quantization test adjustments are unrelated." + "reason": "Molmo2 model support and Step-3.7 flash work are unrelated." }, { - "left": "pull_request:47096", - "right": "pull_request:47237", + "left": "pull_request:46658", + "right": "pull_request:47096", "accept": false, - "reason": "Exportable Kimi backend work and DistributedConfig docs are unrelated." + "reason": "Step-3.7 flash model work and Kimi exportability are different changes." }, { - "left": "pull_request:47003", - "right": "pull_request:47096", + "left": "pull_request:46658", + "right": "pull_request:47003", "accept": false, - "reason": "OpenVINO exporter and exportable Kimi are distinct exporter/backend changes, not the same fix." + "reason": "Step-3.7 flash model work and OpenVINO exporter work are unrelated." } ] }, @@ -23868,7 +23861,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23884,12 +23877,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "c8d934a65e853ac3b18bc1b9175488d3dc135cdb163dcec326db468fe1f0acd2", + "prepared_review_unit_hash": "eeef0155a3bb49b4349c2d93a59064a02b39e8eb77889532ff0e183bb65c086e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -23897,7 +23890,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -23906,18 +23899,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated pull requests: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They share only a broad theme of model capability additions, not the same underlying change.", + "summary": "The two PRs are unrelated: one adds covariate-based forecasting for TimesFM, the other adds DINOv3 image classification support. They touch different models, code paths, and files, so this is not a duplicate cluster.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the changes target different models, different code paths, and different user-facing features.", + "canonical_pr_reason": "No canonical PR: these PRs implement different features in different model families and are not candidates for deduplication.", "best_issue_reason": null, - "best_pr_reason": "No global best PR for duplicate purposes; neither PR is a duplicate of the other, so neither should represent the cluster.", + "best_pr_reason": "Neither PR is a global best representative for the cluster because there is no shared underlying change; both are independent feature additions.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and distinct features/code paths; they are not the same bug or change and would not plausibly be merged into one PR." + "reason": "Different underlying changes: TimesFM forecasting with covariates versus DINOv3 image classification support. They affect different models, filenames, and code paths, so they should not be merged as duplicates." } ] }, @@ -23931,7 +23924,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23994,7 +23987,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24036,12 +24029,12 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "7e475d3cac445870f490610ab20b0457becd316575588a862cb2eb97bbf980d9", + "prepared_review_unit_hash": "e4334c71c8028db2ad8378e319d9995691eb30385f15a1c563dd5e0e20b896a5", "component_budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 17, - "serialized_chars": 31590, + "serialized_chars": 31592, "estimated_input_tokens": 7898, "estimated_eval_tokens": 16052 }, @@ -24049,7 +24042,7 @@ "node_count": 12, "item_count": 12, "soft_pair_count": 17, - "serialized_chars": 31590, + "serialized_chars": 31592, "estimated_input_tokens": 7898, "estimated_eval_tokens": 16052 }, @@ -24058,84 +24051,84 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs with one clear duplicate pair in `fixed_cross_entropy`: PR #43251 and PR #43254 implement the same `cross_entropy` kwargs passthrough on the same file and issue target. The rest are separate changes across different subsystems and should not be merged together.", + "summary": "This cluster is mostly a set of unrelated PRs that only share broad transformer-ecosystem similarity. The only true duplicate-like pair is the two `fixed_cross_entropy` patches, both addressing the same kwargs-forwarding bug in `loss_utils.py`.", "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the best canonical PR for the duplicate pair because it directly targets issue #43240 and contains the more complete fix (`weight` and `label_smoothing` passthrough) in `loss_utils.py`.", + "canonical_pr_reason": "PR 43251 is the better canonical representative for the cross-entropy kwargs fix: it explicitly targets issue 43240 and contains the more complete signature/call-site update; 43254 is a thinner variant of the same change.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the strongest representative of the only true duplicate pair; the other PRs are unrelated feature additions, refactors, or tests and do not belong in the same canonical change.", + "best_pr_reason": "PR 43251 is the best representative PR in the only real duplicate pair because it is the more complete fix for the same concrete bug in `fixed_cross_entropy`.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer API additions and an Executorch dynamic-shape test are unrelated code paths and not the same change." + "reason": "Different areas and behaviors: Mistral tokenizer method additions vs Executorch dynamic-shape export testing." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer method additions are unrelated to adding the MobileLLM model." + "reason": "Tokenizer API additions and a new MobileLLM model are unrelated changes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness and a new model implementation are different changes." + "reason": "Processor auto-loading robustness and adding a new model are not the same bug or change." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs passthrough and MobileLLM model addition are unrelated." + "reason": "Cross-entropy kwargs forwarding is unrelated to introducing MobileLLM." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss-function kwargs support and Mistral4 test fixes do not address the same bug or code path." + "reason": "Loss-function kwargs fix and Mistral4 test fixes do not share the same code-path problem." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export tests and Mistral4 test fixes are separate test concerns, not one merged fix." + "reason": "Executorch dynamic-shape export coverage and Mistral4 test fixes are different test concerns." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export testing is unrelated to adding a new model." + "reason": "A dynamic export test and a new model addition are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "MobileLLM model onboarding and config-resolution ordering are unrelated changes." + "reason": "New model scaffolding and config-resolution order fixes are different changes." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model addition and Falcon output-interface refactoring are different code paths." + "reason": "MobileLLM model addition and Falcon output-interface refactor are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation skill content are unrelated." + "reason": "Falcon refactoring and a model-creation skill/doc change do not fix the same concrete problem." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output collection refactor and Mistral4 test fixes are not the same underlying issue." + "reason": "Falcon output-collection refactor and Mistral4 test fixes are different model-specific changes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and a `layrnorm` rename sweep are different fixes." + "reason": "Mistral4 test fixes and a CLIP-family LayerNorm rename fix are unrelated." }, { "left": "pull_request:44827", @@ -24147,25 +24140,31 @@ "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes and config resolution order changes are separate problems." + "reason": "Mistral4 tests and config-resolution ordering in modeling_utils are different issues." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test fixes and the model-creation skill are unrelated." + "reason": "A model test fix and a new model-creation skill are not the same underlying change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model code and a model-creation skill/documentation PR are not duplicates." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same `fixed_cross_entropy` behavior in `loss_utils.py` for issue #43240 and are plausibly mergeable into one implementation." + "reason": "Both PRs fix the same `fixed_cross_entropy` kwargs forwarding bug by adding `weight` and `label_smoothing` support in `loss_utils.py`." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusions are grounded in the packet: PR #43251 and PR #43254 are the only clearly related pair, both touching `src/transformers/loss/loss_utils.py` and targeting issue #43240. The other soft-edge rejections are conservative and consistent with the diffs. Minor wording note: the shared fix is more precisely support for `weight` and `label_smoothing` in `fixed_cross_entropy` than arbitrary kwargs passthrough." + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The only accepted pair is well supported by the shared issue target and same-file kwargs-forwarding change in `loss_utils.py`, and the other pairs are reasonably rejected as unrelated or only superficially similar." }, "evaluator_used": true, "retried": false, @@ -24176,7 +24175,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24192,7 +24191,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "3a9e5863c3819e16660609b2a4ffb31cad0b59b46e46643004507debfa6667ff", + "prepared_review_unit_hash": "26cb750ae59ab0197f96bf2e5947f57ce62d7ec70aa3c64b905ae305ab084dbd", "component_budget": { "node_count": 2, "item_count": 2, @@ -24214,18 +24213,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate GitHub Actions dependency-upgrade PRs overlap in workflows, but they target different action/version bumps and are not the same concrete change.", - "confidence": 0.88, + "summary": "Two separate workflow-maintenance PRs: one upgrades core GitHub Actions for Node 24 compatibility, the other bumps docker/build-push-action and a few related actions. They overlap in .github/workflows but do not fix the same concrete problem.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the best canonical representative because it has a clear, specific goal (Node 24 compatibility) and broadly updates workflow actions across the repo.", + "canonical_pr_reason": "PR 42975 is the better cluster representative because its title and diff clearly describe the broader Node 24 compatibility upgrade across many workflows, while 42976 is a narrower action-version bump focused on docker image workflows.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the strongest cluster exemplar: it is the more explicit and comprehensive workflow-actions upgrade, whereas 42976 is a narrower latest-version bump focused on different actions.", + "best_pr_reason": "PR 42975 is the strongest representative overall: it has the clearer, more specific maintenance goal and the larger, more varied workflow impact, making it the better exemplar for this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Overlap is only at the level of general CI maintenance. 42975 upgrades GitHub Actions for Node 24 compatibility, while 42976 mainly bumps docker/build-push-action and a few other workflow actions to latest versions. They do not appear to fix the same concrete code-path problem and would not naturally merge into one PR." + "reason": "Both are GitHub Actions upgrade PRs, but they touch different action families and different concrete code paths (checkout/cache/upload-artifact vs docker/build-push-action). They are related maintenance, not the same underlying change, and would not plausibly be merged as one PR." } ] }, @@ -24239,7 +24238,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24260,7 +24259,7 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "ec619d6c6cf359dfe6ff5d52a36e3781e5e4e53a26cd1897835f16bf774ef0cd", + "prepared_review_unit_hash": "9572406e5e67733623ac0e2bb66b5e611cf3b4b98c9cb3d8d3d633c328a341af", "component_budget": { "node_count": 4, "item_count": 4, @@ -24282,36 +24281,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four items are separate model-addition pull requests (ViT NEPA, Molmo, CTSM, Step3p7). Their overlap is standard boilerplate for registering a new model, not the same underlying bug or change.", - "confidence": 0.98, + "summary": "All four pull requests are separate model-addition efforts, not duplicates. Their overlap is mostly boilerplate around docs and auto-registration, with different model names and code paths throughout.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45490 is the best cluster representative because it is a substantial model-integration PR with broad core wiring and tests, not just docs or lightweight registration.", + "canonical_pr_reason": "No canonical PR: ViT NEPA, Molmo, CTSM, and Step3p7 are distinct model integrations rather than the same fix/change.", "best_issue_reason": null, - "best_pr_reason": "PR 45490 is the strongest representative available: it shows the typical end-to-end model add flow with core source changes, auto-mapping updates, and tests.", + "best_pr_reason": "46562 is the strongest standalone PR to use as a representative only because it has the broadest integration/review activity, but it still addresses a different model than the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models and code paths (ViT NEPA vs Molmo); shared docs/auto-registry edits are routine model-addition boilerplate." + "reason": "Different model additions (ViT NEPA vs Molmo); shared files are just common transformer plumbing, not the same change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model integrations (ViT NEPA vs CTSM); the overlap is only generic registration/docs scaffolding." + "reason": "Adds different models (ViT NEPA vs CTSM) with different implementation and test targets; only generic auto/docs overlap." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model additions; similar filenames reflect common template changes, not one concrete fix." + "reason": "Molmo and CTSM are unrelated model integrations; same subsystem edits do not indicate the same underlying PR." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM vs Step3p7 are distinct model implementations; shared auto/model-doc changes are not enough to merge as duplicates." + "reason": "CTSM and Step3p7 are separate model-addition PRs with different model code paths and docs, so they are not duplicates." } ] }, @@ -24325,7 +24324,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24360,130 +24359,130 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "3299aff448e94609d2329d76c2a93ada07c8c61537db21c0e3d677a8d88871aa", + "prepared_review_unit_hash": "d997a9943fc70734cc2fd782732e92bda72493d0719639bec259424f6c5688b1", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19595, - "estimated_input_tokens": 4899, - "estimated_eval_tokens": 10054 + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19595, - "estimated_input_tokens": 4899, - "estimated_eval_tokens": 10054 + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most items are unrelated PRs that only look similar because they are small fixes or test edits. The only true near-duplicate is the YOLOS pair: both address the same device_map=\"auto\" device-mismatch bug in modeling_yolos.py, and one is a partial/subsumed fix of the other.", - "confidence": 0.94, + "summary": "Most items are unrelated PRs with generic titles. The only strong duplicate pair is the two YOLOS device-mismatch fixes; the others touch different subsystems or are just test/CI noise.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "Choose PR 46922 as canonical: it fixes the actual YOLOS forward-path device mismatch and also includes the no-split-module safeguard, so it subsumes the narrower 46886 patch on the same issue target.", + "canonical_pr_reason": "PR 46922 is the most complete YOLOS fix: it addresses the device-mismatch in forward by moving interpolated embeddings to the hidden-state device and also keeps YOLOS blocks unsplittable for `device_map=\"auto\"`. It matches the same concrete bug as 46886 and is the best representative of that duplicate pair.", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the best representative of the only real duplicate cluster because it contains the most complete fix for the concrete YOLOS device-map bug.", + "best_pr_reason": "PR 46922 is the best global representative because it contains the actual runtime fix path, not just the supporting no-split-module tweak, and it targets the same YOLOS device-placement bug as the related PR.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are generic test-fix PRs, but they target different models and different test code paths; no shared concrete bug or change." + "reason": "Different code paths and goals: Whisper tokenizer/test changes vs. unrelated CLIP/ViT test edits." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenization/tests vs FP8 dequantization/loading logic are unrelated code paths." + "reason": "Whisper decoding fixes are unrelated to FP8 dequant/core loading changes." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper test cleanup does not match the generation/watermarking validation fix." + "reason": "Different bug families: Whisper tokenization vs. generation-config watermarking validation and broad generation/test updates." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper test/tokenizer changes are unrelated to YOLOS device placement under device_map=\"auto\"." + "reason": "Whisper tokenizer behavior is unrelated to YOLOS device-placement issues." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "CLIP/ViT test edits are unrelated to CI/integration-test infrastructure changes." + "reason": "Test-only edits in CLIP/ViT are not the same underlying problem as Phimoe CI integration setup." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Different model test suites and a different underlying bug; same broad 'fix' flavor is not enough." + "reason": "Unrelated models and fixes; test assertions do not match FP8 loading/dequant logic." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "These touch unrelated areas: model test stubs vs generation config validation." + "reason": "Different areas: model test stubs vs. generation validation/runtime fix." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "CLIP/ViT test changes do not share the YOLOS device-mismatch code path." + "reason": "No concrete overlap between test file edits and YOLOS runtime device mismatch." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 quantization/loading changes are unrelated to CI runner memory/device-map test setup." + "reason": "FP8 dequant/loading changes are unrelated to CI memory/device-map setup for Phimoe integration tests." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "They both mention model loading/generation-adjacent code, but the concrete bugs and files differ." + "reason": "Different runtime paths and bugs: FP8 quantization/dequantization vs. generation config validation." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "FP8 dequantization fixes and YOLOS device placement are distinct bugs in different subsystems." + "reason": "No shared underlying bug; FP8 tensor-scale padding/loading is unrelated to YOLOS device mismatch." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation and Phimoe CI integration are unrelated changes." + "reason": "Generation watermarking validation is unrelated to CI resource limiting for Phimoe tests." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Generation config watermarking conversion is not the same code-path problem as YOLOS device placement." + "reason": "Different subsystems and failures: generation config watermarking vs. YOLOS device placement." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI memory/device-map test harness changes are not the same underlying bug as the YOLOS model fix." + "reason": "CI infrastructure/test harness changes do not match a YOLOS model runtime fix." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both target the same YOLOS device_map=\"auto\" mismatch in modeling_yolos.py and share issue 46869; 46922 adds the forward-side device fix plus the module-splitting safeguard, so they could plausibly be merged into one PR." + "reason": "Both PRs fix the same YOLOS device-mismatch under `device_map=\"auto\"`; they touch the same file, same issue target, and the changes are compatible as one combined fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering is grounded in the packet: 46886 and 46922 share the same YOLOS file and issue target, and 46922 is a superset-style fix with the forward device move plus the no-split safeguard. The other pairwise rejections are appropriately conservative because the PRs touch unrelated models/subsystems despite superficial similarity." + "feedback": "The summary is grounded in the packet. The only clearly mergeable duplicate pair is 46886/46922: both target the same YOLOS device-placement bug and the changes are compatible as a single fix. The other soft-edge rejections stay conservative and do not overstate evidence." }, "evaluator_used": true, "retried": false, @@ -24494,7 +24493,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24513,52 +24512,52 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "e56fc56d9e4915ee1ae141da2e2d57ca7606cb851731375c72aeb46bafa33db8", + "prepared_review_unit_hash": "2ba9aa2f2cc9a1330dd75697cff6d6bd1c6ca36fc3b3d051e88af61ce8e6f8a9", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6346, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6346, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are unrelated '[don't merge]' test changes touching different code paths, so this cluster should not be deduplicated.", - "confidence": 0.99, + "summary": "Three unrelated '[don't merge]' PRs: one alters packaging/setup and a test, one rewires several CI/comment workflows plus test utilities, and one changes a security-gate workflow trigger. They do not look like the same underlying fix/change set.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these PRs target different changes (setup/version-bot check, diff-display/CI workflow changes, and a workflow security-gate switch) rather than the same underlying fix.", + "canonical_pr_reason": "No true duplicate canonical PR here; the three PRs target different code paths and workflow behavior rather than one shared change.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a good cluster representative because the items are not duplicates and do not share one concrete bug or change.", + "best_pr_reason": "PR #46747 is the most focused/self-contained candidate (single workflow file), so it is the least confusing representative if one must be chosen.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different scopes: 43488 edits setup/versioning for a repo-bot check, while 46747 changes the PR security-gate workflow trigger. No same code-path problem." + "reason": "Different changes: setup/dependency/test tweaks vs. a workflow trigger change for the security gate. Same broad 'don't merge' style, but not the same concrete fix." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "43488 is about setup/version-format testing; 43532 modifies CI workflows, testing utilities, and a model test for diff display. Only incidental overlap, not the same change." + "reason": "One is packaging/versioning plus a model test; the other is CI/workflow and testing utility edits. Shared test filename is incidental, not a common underlying bug." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "43532 is a workflow/diff-display test PR; 46747 is a security-gate workflow trigger change. They address different behavior and should not be merged as duplicates." + "reason": "Both touch CI workflows, but they modify different workflows for different behaviors (comment CI/test plumbing vs. PR security gate trigger). Not mergeable as one PR." } ] }, @@ -24572,7 +24571,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24588,12 +24587,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "0c79a44551fb6fef8342d7672089a7a5aa9e3679670de75df9ae492020898e0d", + "prepared_review_unit_hash": "68cc5361613d92034c239d0231ae49e8ef1795e92b1d9b117ea39b349e042a3f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -24601,7 +24600,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -24610,18 +24609,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are closely related pipeline-addition PRs, but they implement different features: promptable concept segmentation vs promptable visual segmentation. The overlap is mostly scaffolding/docs/registration; the core code paths and supported model sets differ.", - "confidence": 0.95, + "summary": "These are two separate feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share some boilerplate/docs plumbing, but they target different pipelines and different model/test files, so they should not be deduplicated.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the broader and more complete standalone feature addition, with more model integrations and tests, so it is the stronger representative if one PR must be chosen. It is still not a duplicate of 43612.", + "best_pr_reason": "PR 43613 is the broader of the two and touches the larger set of model/test integrations, so it is the better representative if a single PR must be chosen.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different concrete features and code paths: concept segmentation vs visual segmentation. Shared docs/registry updates are not enough to treat them as the same change or safely merge into one PR." + "reason": "Different features and code paths: concept segmentation vs visual segmentation. Shared docs/registry edits are boilerplate, not evidence of the same underlying change." } ] }, @@ -24635,7 +24634,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24651,7 +24650,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "4f9e7687710b99e68a8321693e85d6ea8ebb3714edf88b2d228f621d06d75e32", + "prepared_review_unit_hash": "e8735ade2a51b5d8eefac12530aee9cd8ccfc311ac1bd7e7ff464b7c1740434e", "component_budget": { "node_count": 2, "item_count": 2, @@ -24673,18 +24672,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs both touch `trainer.py` but address different trainer behaviors: one fixes gradient-accumulation loss scaling, the other refactors column/signature filtering for custom trainers. They are not the same underlying change.", + "summary": "The two PRs both touch `trainer.py` but fix unrelated trainer extension behaviors: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR here: PR #43651 changes loss scaling logic in `training_step`, while PR #43663 adds an overrideable signature-column helper for dataset column filtering. They are unrelated code paths.", + "canonical_pr_reason": "No canonical PR: these are different fixes with different code paths and would not reasonably merge into one change.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a strong global representative for the cluster because they do not duplicate each other; shared filename alone is not enough to merge them into one triage bucket.", + "best_pr_reason": "Neither PR is a duplicate of the other; if forced to pick a representative, 43651 is slightly more self-contained, but the cluster does not justify a single canonical PR.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different concerns in `trainer.py`: GA loss normalization vs. signature-column filtering/refactoring. They do not appear to fix the same bug or plausibly merge into one PR." + "reason": "Different underlying behaviors in `Trainer`: 43651 changes loss normalization during gradient accumulation, while 43663 extracts signature-column inspection for column filtering. Shared file alone is not enough to treat them as the same fix." } ] }, @@ -24698,7 +24697,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24714,7 +24713,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "c883e7426fc7088e021a8ff2c3e254fa1f5b607e4bf9030a066230010b43479a", + "prepared_review_unit_hash": "3c58d7880ed68f0a3870b768be1758a9bc33a3aeee4a951afc05222b17fca3af", "component_budget": { "node_count": 2, "item_count": 2, @@ -24736,18 +24735,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI file and both address a TypeAdapter-related NameError, but they appear to fix different causes: one is about typing/annotation cleanup with future annotations, the other is explicitly about handling pydantic being absent. They should remain separate.", - "confidence": 0.79, + "summary": "Two open PRs touch the same CLI server file and both mention TypeAdapter-related NameErrors, but they address different root causes: one is a postponed-annotation/type-hint cleanup, the other is a runtime import-availability fix for pydantic. They are related, but not the same concrete change and should remain separate.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the better canonical PR because its title and diff directly target the concrete runtime failure when pydantic is not installed, with a minimal fix scoped to the TypeAdapter annotation/import path.", + "canonical_pr_reason": "PR #43842 is the more targeted fix: it directly addresses the reported NameError when pydantic is absent by guarding the TypeAdapter type import under TYPE_CHECKING and quoting the annotation.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the strongest standalone candidate: it has the clearest bug description, the most directly relevant code change, and the narrowest fix for the reported NameError.", + "best_pr_reason": "PR #43842 is the best representative of the cluster because it has the clearest bug statement, explicit issue target, and a narrowly scoped code-path fix for the actual runtime failure mode.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Both touch src/transformers/cli/serve.py and mention TypeAdapter, but 43656 appears to be a broader typing/annotation cleanup while 43842 specifically fixes the pydantic-not-installed NameError. They do not look like the same underlying bug fix and would not naturally merge into one PR." + "reason": "Reject as a duplicate pair: #43656 is about fixing TypeAdapter-related typing/name-resolution in the CLI via postponed annotations, while #43842 fixes a different concrete failure where TypeAdapter is unavailable at runtime because pydantic is not installed. Same file and similar theme, but not the same underlying bug." } ] }, @@ -24761,7 +24760,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24827,7 +24826,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -24877,8 +24876,8 @@ "pull_request:44066|pull_request:44086", "pull_request:44066|pull_request:44071", "pull_request:44018|pull_request:44068", - "pull_request:44066|pull_request:44068", "pull_request:44018|pull_request:44066", + "pull_request:44066|pull_request:44068", "pull_request:44019|pull_request:44722", "pull_request:44086|pull_request:44722", "pull_request:44019|pull_request:44085", @@ -24940,418 +24939,334 @@ "pull_request:44024|pull_request:44076", "pull_request:44073|pull_request:44074" ], - "prepared_review_unit_hash": "a5d6a163c0f1784d17a7c32a5c538fb2d37e73560fd19ac79e002d55bdc273cd", + "prepared_review_unit_hash": "374f153d2c6f8e194205d90bc8d4c54d79efab5466c72378c316d90f9110bc0a", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84119, - "estimated_input_tokens": 21030, - "estimated_eval_tokens": 42316 + "serialized_chars": 84108, + "estimated_input_tokens": 21027, + "estimated_eval_tokens": 42310 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76940, - "estimated_input_tokens": 19235, - "estimated_eval_tokens": 38726 + "serialized_chars": 76930, + "estimated_input_tokens": 19233, + "estimated_eval_tokens": 38722 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a broad family of standardized output-tracing refactors, but most soft edges are false positives because they span different model architectures. Only the GPT-Neo and GPT-J variants look like true duplicates/supersets of the same underlying code-path change.", - "confidence": 0.84, + "summary": "This cluster is mostly a set of parallel, model-specific refactors for the same broader output-tracing standardization effort, not true duplicates across models. Only the GPT-Neo pair and the GPT-J pairings are close enough to be considered the same underlying change.", + "confidence": 0.81, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44066 is the best canonical PR: it has a direct #43979 link, a clear GPT-J output-tracing scope, and already covers the copied CodeGen path, making it the cleanest representative of the accepted duplicate set.", + "canonical_pr_reason": "PR 44722 is the best representative because it is a later, concrete GPT-J/CodeGen output-tracing refactor with the standardized decorator pattern and explicit issue linkage; it\u2019s the clearest canonical example of this change line.", "best_issue_reason": null, - "best_pr_reason": "PR 44066 is the strongest overall representative among the PRs in this cluster for the same reasons: explicit tracking, clear scope, and the broadest complete implementation of the shared GPT-J change.", + "best_pr_reason": "PR 44722 is the strongest global representative of the cluster: it targets the core GPT-J/CodeGen code path, uses the standardized tracing decorators, and appears to subsume the same work as the earlier GPT-J proposals.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (CVT/FNet vs GPT-J); same theme, but not the same code path." + "reason": "Same broad output-tracing theme, but different model families (CVT/FNet vs GPT-J) and different code paths." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models and implementations; only the tracing refactor theme is shared." + "reason": "Unrelated model implementations; only the shared standardized tracing theme is common." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor on the same code path; 44085 appears to be a narrower variant of the same change." + "reason": "Both are GPT-J output-tracing refactors on the same model code path; they look like overlapping implementations of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different backbones (RegNet/ResNet vs EfficientNet); too broad to be the same bug/change." + "reason": "Different vision models and different code paths; same refactor pattern is not enough." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different model families (EfficientNet vs GPT-J/CodeGen); not the same underlying change." + "reason": "Different models (EfficientNet vs GPT-J/CodeGen) despite similar decorator migration." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Unrelated model families and code paths; only the output-tracing pattern matches." + "reason": "GPT-J/CodeGen vs EfficientNet; no shared concrete bug or code path." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 vs DeBERTa V2 are different code paths, despite both refactoring output tracing." + "reason": "MobileNetV2 and DeBERTa-v2 are unrelated implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J vs MGP-STR; same refactor style, but different model implementation." + "reason": "Different models and different forward paths; both are refactors, not duplicates." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J vs MPT; same general migration theme, but different code paths." + "reason": "GPT-J/CodeGen and MPT are distinct code paths; only the output-tracing architecture is shared." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same model family; 44068 is a later variant of the same change." + "reason": "Both target GPT-Neo output tracing on the same file/code path and appear to implement the same refactor." }, { - "left": "pull_request:44066", - "right": "pull_request:44068", + "left": "pull_request:44018", + "right": "pull_request:44066", "accept": false, - "reason": "GPT-J and GPT-Neo are separate model implementations; not the same concrete change." + "reason": "GPT-Neo vs GPT-J/CodeGen; related pattern, not the same concrete change." }, { - "left": "pull_request:44018", - "right": "pull_request:44066", + "left": "pull_request:44066", + "right": "pull_request:44068", "accept": false, - "reason": "GPT-Neo vs GPT-J; same tracing theme, different model code paths." + "reason": "GPT-J/CodeGen and GPT-Neo are different model code paths." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet vs GPT-J/CodeGen; no shared concrete bug/change." + "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are different changes." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR vs GPT-J/CodeGen; not the same underlying fix." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; different architectures and implementation paths." + "reason": "ResNet vs GPT-J; not the same underlying bug/change." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated model families." + "reason": "GPT-Neo and ResNet are different models and code paths." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT; different model code paths." + "reason": "Different model families; only the refactor style matches." }, { "left": "pull_request:44018", - "right": "pull_request:44116", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo vs Flaubert; same refactor pattern, different models." + "reason": "GPT-Neo and SpeechT5 are unrelated code paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert; not the same bug/change." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44722", - "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; separate model families." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44722", - "accept": false, - "reason": "MPT vs GPT-J/CodeGen; different concrete code paths." + "reason": "GPT-Neo vs Flaubert; same theme, different implementation." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J; similar refactor, but different models." + "reason": "GPT-Neo vs GPT-J; not the same model path." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR; unrelated implementations." + "reason": "GPT-Neo and MGP-STR are unrelated model changes." }, { - "left": "pull_request:44071", - "right": "pull_request:44085", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "MPT vs GPT-J; not the same underlying change." + "reason": "GPT-Neo and MPT are different code paths." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR; different model paths." + "reason": "GPT-Neo and MGP-STR are not the same change." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J vs MGP-STR; only the output-tracing theme overlaps." + "reason": "GPT-J and MGP-STR are different models; the overlap is only in tracing style." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are unrelated implementations." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 vs MGP-STR; distinct model code paths." + "reason": "GPT2 and MGP-STR are distinct code paths." }, { "left": "pull_request:44017", - "right": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "SegFormer vs Flaubert; same broad refactor theme, but not the same change." + "reason": "SegFormer and LongT5 are unrelated model code paths." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer vs VisualBert; different model families and code paths." + "reason": "SegFormer and VisualBERT are different models; only the refactor pattern is common." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer vs GPT-J/CodeGen; unrelated implementations." + "reason": "SegFormer output tracing is unrelated to GPT-J/CodeGen output tracing." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo vs MPT; different models." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44073", - "accept": false, - "reason": "RegNet vs VisualBert; not the same code change." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44071", - "accept": false, - "reason": "SegFormer vs MPT; different code paths." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44076", - "accept": false, - "reason": "MPT vs ImageGPT; unrelated model implementations." + "reason": "GPT-Neo and MPT are different model implementations." }, { "left": "pull_request:44073", "right": "pull_request:44161", "accept": false, - "reason": "VisualBert vs LongT5; different model families." + "reason": "VisualBERT and LongT5 are different models and code paths." }, { "left": "pull_request:44073", - "right": "pull_request:44101", + "right": "pull_request:44074", "accept": false, - "reason": "VisualBert vs Flaubert; same theme, different underlying change." + "reason": "VisualBERT and TextNet are separate model implementations." }, { "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 vs MPT; not the same bug/change." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44059", - "accept": false, - "reason": "GPT-Neo vs GPT-2; separate model code paths." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44101", - "accept": false, - "reason": "MPNet vs Flaubert; different model implementations." + "reason": "GPT2 and MPT are distinct code paths." }, { "left": "pull_request:44059", "right": "pull_request:44066", "accept": false, - "reason": "GPT-2 vs GPT-J; only a shared output-tracing migration theme." + "reason": "GPT2 and GPT-J/CodeGen are not the same underlying change." }, { - "left": "pull_request:44101", - "right": "pull_request:44161", + "left": "pull_request:44071", + "right": "pull_request:44722", "accept": false, - "reason": "Flaubert vs LongT5; unrelated code paths." + "reason": "MPT and GPT-J/CodeGen are unrelated model changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "RegNet vs SegFormer; not the same underlying fix." + "reason": "GPT-Neo and GPT2 are different model code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44059", + "right": "pull_request:44066", "accept": false, - "reason": "RegNet vs MPNet; different model families." + "reason": "GPT2 vs GPT-J/CodeGen; same theme, different implementation." }, { "left": "pull_request:44071", - "right": "pull_request:44076", + "right": "pull_request:44086", "accept": false, - "reason": "MPT vs ImageGPT; separate implementations." + "reason": "MPT and MGP-STR are unrelated." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "TextNet vs Flaubert; different model code paths." + "reason": "SqueezeBERT and GPT-Neo are different model families." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "MPNet vs LongT5; not the same change." + "reason": "SqueezeBERT and VisualBERT do not share the same code path." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet vs GPT-Neo; different model families." + "reason": "RegNet and GPT-Neo are unrelated implementations." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet vs LongT5; unrelated code paths." + "reason": "RegNet and LongT5 are different model code paths." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet vs LongT5; different implementations." + "reason": "TextNet and LongT5 are unrelated changes." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert vs MPT; same refactor pattern, different model code paths." + "reason": "SqueezeBERT and MPT are different models; not mergeable as one PR." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo vs SpeechT5; unrelated model families." + "reason": "GPT-Neo and SpeechT5 are different code paths." }, { "left": "pull_request:44010", - "right": "pull_request:44073", - "accept": false, - "reason": "SqueezeBert vs VisualBert; not the same change." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44074", + "right": "pull_request:44044", "accept": false, - "reason": "RegNet vs TextNet; different model implementations." + "reason": "SqueezeBERT and DeBERTa-v2 are unrelated model implementations." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa V2 vs TextNet; different code paths." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J output-tracing refactor; 44722 is a later/superset variant that still includes the same concrete change." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Both touch the same GPT-J output-tracing code path, and 44722 includes the same refactor in a broader PR." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44129", - "accept": false, - "reason": "GPT-J vs SpeechT5; same issue-tracking theme is not enough for duplication." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44007", - "accept": false, - "reason": "CVT/FNet vs RegNet/ResNet; different model families and code paths." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44129", - "accept": false, - "reason": "CVT/FNet vs SpeechT5; not the same underlying bug/change." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44129", - "accept": false, - "reason": "DeBERTa V2 vs SpeechT5; unrelated implementations." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44154", - "accept": false, - "reason": "DeBERTa V2 vs Vits; different model code paths." + "reason": "DeBERTa-v2 and TextNet are different code paths." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet vs ImageGPT; both are tracing refactors, but not the same concrete change." + "reason": "FocalNet and ImageGPT are different models; same refactor pattern only." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert vs TextNet; different models and fixes." + "reason": "VisualBERT and TextNet are unrelated model changes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The accepted pairs are same-family, same-file or clear superset/narrower variants, and the false pairs correctly avoid merging different model families or code paths. No clear evidence overstatement." + "feedback": "The cluster summary is grounded in the packet and stays appropriately conservative about cross-model similarities. The accepted soft-edge pairs are the clearly mergeable same-model overlaps (GPT-Neo with GPT-Neo, GPT-J/CodeGen with GPT-J/CodeGen), and the rejected pairs correctly avoid treating shared refactor style as a duplicate signal. The representative PR choice is also supported by the evidence in the packet." }, "evaluator_used": true, "retried": false, @@ -25362,7 +25277,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 32, + "component_count": 31, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -25385,58 +25300,58 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "370a33d4f9caa686a630c554ed74df2ae361c13d16870ba449d212e8f3e88f1a", + "prepared_review_unit_hash": "42e66151fb230ffba01ebfddd1b69642d0a52ab1260c69dd997028ead62d9c8d", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84119, - "estimated_input_tokens": 21030, - "estimated_eval_tokens": 42316 + "serialized_chars": 84108, + "estimated_input_tokens": 21027, + "estimated_eval_tokens": 42310 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 4, - "serialized_chars": 12757, - "estimated_input_tokens": 3190, - "estimated_eval_tokens": 6636 + "serialized_chars": 12756, + "estimated_input_tokens": 3189, + "estimated_eval_tokens": 6634 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All items are PRs for a similar transformer-wide migration pattern (standardized output tracing / capture_outputs), but they target different model implementations and code paths, so they are not true duplicates.", - "confidence": 0.88, + "summary": "These are all model-specific PRs for the same broad refactor theme\u2014migrating different architectures to standardized output tracing\u2014but they do not look like duplicates of one another. Each touches a different model implementation and likely needs separate merging/review.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:44129 is the best representative because it has an explicit issue target, clearly frames the standardized output-capture migration, and shows a more complete model-layer refactor than the others.", + "canonical_pr_reason": "PR 44010 is the best cluster representative: it has a clear, generic title for the shared migration pattern, decent review activity, and its diff matches the standard output-tracing refactor seen across the other PRs.", "best_issue_reason": null, - "best_pr_reason": "pull_request:44129 is the strongest global representative: it is tied to issue 43979 and presents the clearest, most concrete instance of the output-tracing refactor pattern.", + "best_pr_reason": "PR 44010 is the strongest single representative for the cluster because it most clearly exemplifies the standardized output-collection migration while remaining self-contained and well-reviewed.", "soft_edge_verdicts": [ { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Same broad refactor theme, but different models (MPNet vs VisualBert) and different code paths; too model-specific to be merged as one PR." + "reason": "Both are the same refactor pattern, but for different models (MPNet vs VisualBert). They do not fix the same concrete code path and would not plausibly be merged into one PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Both migrate output tracing, but they touch different model implementations and tests/code structure; not the same underlying fix." + "reason": "These are separate model migrations (MPNet vs TextNet). The changes are similar in style but target different code paths and should stay distinct." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "Both are standardized output-tracing migrations, but RegNet and SqueezeBert are unrelated model code paths, so this is not a duplicate." + "reason": "RegNet and SqueezeBert are unrelated model implementations. This is a shared modernization pattern, not the same underlying bug or change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are separate model-specific refactors; they do not fix the same concrete bug or change." + "reason": "SqueezeBert and SpeechT5 are different model-specific output-tracing refactors. The SpeechT5 PR also includes a linked issue and layer-signature changes, so it is not a duplicate of the SqueezeBert migration." } ] }, @@ -25450,7 +25365,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25516,268 +25431,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "8e66b00397be9517843773d713f5904d19bb0e62c2a6cf2c28fdd601e133c97b", + "prepared_review_unit_hash": "2d05171ee425d3510c2e0afd69c7ee9b90daf2d6d6a28547e8e56a37559cd105", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40184, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 + "serialized_chars": 40176, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40184, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 + "serialized_chars": 40176, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of loosely related model-specific refactors for output tracing/can_return_tuple support, not duplicate fixes. The PRs target different model families and code paths, so they should stay separate.", - "confidence": 0.96, + "summary": "These are many similarly named but independent PRs for output-tracing refactors across different model implementations. They share a common tooling pattern, but not the same concrete bug or code change, so they should not be deduplicated together.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR truly subsumes the others; if one must anchor the cluster, PR 44025 is the closest representative because it updates two closely related depth-anything files, but it still does not duplicate the rest.", + "canonical_pr_reason": "PR 44025 is the most representative single item in the set: it has the broadest scope among the similarly named refactors, touches two related files, and has the most discussion activity. It is a good cluster anchor even though the PRs are not duplicates of one another.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the best representative of the shared refactor pattern, but the cluster is too heterogeneous for it to be a true global best duplicate target.", + "best_pr_reason": "PR 44025 is the best overall representative because it is a substantive model-family refactor rather than a narrow one-file change, and its title/diff align closely with the recurring output-tracing pattern across the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Both are output-tracing refactors, but they touch different model families (timm_backbone vs upernet) and different forward paths." + "reason": "Different model families and different code paths; same refactor theme only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different models and code paths: timm_backbone vs vision_text_dual_encoder." + "reason": "Both are output-tracing refactors, but for unrelated model implementations." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model families: timm_backbone vs univnet." + "reason": "Different models and separate implementation changes." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems and code paths: timm_backbone vs mamba/falcon_mamba." + "reason": "Different architectures and unrelated forward paths." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model families: timm_backbone vs rwkv." + "reason": "Timm backbone and RWKV are unrelated model code paths." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different model families: mobilenet_v1 vs univnet." + "reason": "Separate model implementations; only the refactor pattern is shared." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model families: mobilenet_v1 vs upernet." + "reason": "Different models, not the same underlying fix." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families: mobilenet_v1 vs depth_anything/prompt_depth_anything." + "reason": "MobileNetV1 and DepthAnything are unrelated changes." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different model families: mobilenet_v1 vs vision_encoder_decoder." + "reason": "Different model families and different forward implementations." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model families: mobilenet_v1 vs speech_encoder_decoder." + "reason": "Only similar in refactor style; not the same bug/change." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different model families: vision_text_dual_encoder vs univnet." + "reason": "Vision-text dual encoder and UnivNet are unrelated model paths." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model families: vision_text_dual_encoder vs upernet." + "reason": "Different models with separate output tracing updates." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and code paths: vision_text_dual_encoder vs mamba/falcon_mamba." + "reason": "No shared concrete code path; just a common refactor motif." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families: vision_text_dual_encoder vs depth_anything." + "reason": "Different model implementations; not mergeable as one PR." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Different model families: univnet vs upernet." + "reason": "UnivNet and UperNet are unrelated code paths." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families: univnet vs mamba/falcon_mamba." + "reason": "Different architectures and different changes." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model families: univnet vs depth_anything/prompt_depth_anything." + "reason": "Separate model refactors, not the same underlying issue." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different model families: upernet vs rwkv." + "reason": "UperNet and RWKV touch unrelated model code." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and refactor targets: upernet vs mamba/falcon_mamba." + "reason": "Different models and different fix scopes." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Different model families: mamba/falcon_mamba vs superpoint." + "reason": "Falcon Mamba and SuperPoint are unrelated implementations." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and implementation details: mamba/falcon_mamba vs codegen." + "reason": "Different model families and forward signatures; not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different model families: timm_backbone vs codegen." + "reason": "Timm backbone refactor and CodeGen refactor are unrelated." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different model families: univnet vs codegen." + "reason": "Different models and separate output-tracing work." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different model families: upernet vs codegen." + "reason": "UperNet and CodeGen do not share the same concrete code path." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Same broad theme, but not the same underlying change." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different model families: depth_anything vs vision_encoder_decoder." + "reason": "DepthAnything and VisionEncoderDecoder are separate model implementations." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families: depth_anything vs speech_encoder_decoder." + "reason": "Different model families; cannot plausibly merge as one PR." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different model families: depth_anything vs superpoint." + "reason": "Different code paths and different model internals." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families: depth_anything vs rwkv." + "reason": "DepthAnything and RWKV are unrelated changes." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different model families: depth_anything vs DPR." + "reason": "Different models and distinct refactor targets." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "Different model families: vision_encoder_decoder vs rwkv." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are separate wrappers with different implementations." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "Different encoder/decoder families: vision_encoder_decoder vs speech_encoder_decoder." + "reason": "Different model code paths; only the refactor pattern matches." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "Different model families: vision_encoder_decoder vs superpoint." + "reason": "Unrelated model families." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model families: vision_encoder_decoder vs DPR." + "reason": "Different architectures and separate fixes." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different model families: speech_encoder_decoder vs superpoint." + "reason": "Speech encoder-decoder and SuperPoint are unrelated." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families: speech_encoder_decoder vs rwkv." + "reason": "Different model families and implementation paths." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different model families: speech_encoder_decoder vs DPR." + "reason": "Separate models; not the same code change." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Different model families: superpoint vs rwkv." + "reason": "SuperPoint and RWKV are unrelated implementations." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model families: superpoint vs DPR." + "reason": "Different models and different fix scopes." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and code paths: rwkv vs DPR." + "reason": "RWKV and DPR are unrelated model code paths." } ] }, @@ -25791,7 +25712,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25807,7 +25728,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "b0b125d4584fe58e37774bc11b70cda4d1dace3f46e00b695cd2827d20e4214e", + "prepared_review_unit_hash": "85d3a0428931e0dbfad84ea9fdb8755d785f6d2afc01e6aec0a79c99c0195ccd", "component_budget": { "node_count": 2, "item_count": 2, @@ -25829,18 +25750,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two unrelated model-addition PRs: one for PenguinVL and one for Voxtral TTS. They share generic Transformers integration files, but they target different models, different behaviors, and are not the same underlying change.", - "confidence": 0.98, + "summary": "The two PRs are both model-integration additions, but for completely different models and code paths (PenguinVL vs Voxtral TTS). Their overlap is mostly shared Transformers boilerplate such as docs, auto-registration, and model package wiring.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45401 is the cleaner canonical representative because it has an explicit issue target and a focused implementation for one model family.", + "canonical_pr_reason": "PR 45401 is the more concrete standalone change: it has an explicit tracking issue, a narrower Voxtral TTS scope, and a focused set of model/processor files and tests.", "best_issue_reason": null, - "best_pr_reason": "PR 45401 is the best fit for the cluster because it is a self-contained model support PR with a linked tracking issue and clearer scope.", + "best_pr_reason": "PR 45401 is the best representative PR in this cluster because it is tightly scoped to one model family and clearly tied to issue 45027; PR 44662 is a separate broader model implementation.", "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 common framework plumbing, not the same concrete change or bug fix." + "reason": "Reject: these are unrelated additions for different model families and different functionality. Shared docs/auto wiring is generic boilerplate, not evidence of the same underlying bug or change." } ] }, @@ -25854,7 +25775,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25870,12 +25791,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "a343aa4b527a9e716058fa76540e72274a7d856a9e4a52bb2bb307d0c818f196", + "prepared_review_unit_hash": "dfb46b96e0335c51cbdec2116b3db1607d28416e01678be0dd799c8027dcf55f", "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 }, @@ -25883,7 +25804,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -25892,18 +25813,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related by the broad theme of module/kernel fusion, but they target different layers and concrete changes: one adds a generic module fusion API, the other wires up n-to-1 kernel fusion through KernelConfig and integration plumbing. They do not look like the same PR-worthy fix/change.", - "confidence": 0.93, + "summary": "These are related feature PRs in the same area, but they do not look like the same underlying change. #44979 adds a standalone Module Fusion API, while #45363 implements kernel-based n-to-1 fusion through KernelConfig and model-loading integration.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "No strong duplicate/canonical match: the PRs solve different concrete problems and touch different code paths, so neither is clearly the single canonical PR for the other.", + "canonical_pr_reason": "No clear canonical duplicate here; #45363 is the stronger representative of the cluster because it is the more integrated and concrete end-to-end fusion implementation, while #44979 is a separate API scaffold.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45363 is the stronger representative of the cluster because it covers the end-to-end KernelConfig fusion plumbing and example usage, making it the more complete feature-facing change.", + "best_pr_reason": "#45363 is the best representative PR for this cluster: it touches the core loading/integration path, includes an example, and appears to be the more complete feature implementation rather than just the API layer.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Shared fusion theme only; 44979 adds a standalone Module Fusion API, while 45363 implements KernelConfig-based n-to-1 kernel fusion across integration/model-loading code. They are not the same concrete change and would not plausibly be merged as one PR." + "reason": "Related fusion work, but not the same concrete code-path change: #44979 introduces a generic module fusion API, whereas #45363 adds n-to-1 kernel fusion via KernelConfig and integration hooks. They could coexist rather than being merged into one PR." } ] }, @@ -25917,7 +25838,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25933,12 +25854,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "ccc55f3f17f1f90d89c43d91fd16ba93da48b398240510fca7a0dbfef2520afc", + "prepared_review_unit_hash": "11b6c8d4a1196abcc6c88132fa6f4a348b85e1045ab9d984ce14458beacccefc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -25946,7 +25867,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -25955,18 +25876,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs implement the same Mistral regex fix in the same file and target the same issue; 45317 is the more complete duplicate because it adds test coverage and has slightly broader discussion/activity.", - "confidence": 0.98, + "summary": "Both pull requests patch the same Mistral regex code path in the same file, replacing `backend_tokenizer.pre_tokenizer` with `tokenizer.pre_tokenizer` to fix the same AttributeError. They are duplicate fix attempts rather than separate changes; the later PR is the stronger candidate because it includes tests and fuller context.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the best canonical PR: it fixes the same AttributeError as 45086, includes a test file, and has the clearest final formulation of the change.", + "canonical_pr_reason": "PR 45317 is the better canonical PR: it addresses the same AttributeError fix as 45086 but is more complete, with test coverage and clearer description, making it the more merge-ready representative of the duplicate pair.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the strongest overall representative of the cluster because it is the same underlying fix plus validation coverage, making it the best single PR to keep.", + "best_pr_reason": "PR 45317 is the best PR in the cluster because it is the same concrete fix as 45086 and adds validation/tests, while 45086 is a smaller preliminary patch.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same code path: both replace backend_tokenizer.pre_tokenizer with tokenizer.pre_tokenizer in _patch_mistral_regex for the same issue target; 45317 is essentially the expanded duplicate with tests." + "reason": "Same underlying bug in `_patch_mistral_regex` on the same code path and same file; both make the same pre-tokenizer attribute correction, so they are duplicative and could plausibly be merged into one PR." } ] }, @@ -25980,7 +25901,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25996,7 +25917,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "b19e6937c4e827d8b40a46e33826aeb532c98925b094a2afec7e3567da3f0e89", + "prepared_review_unit_hash": "58c9224e622d18e526fdd901e41024b374887c3c14c51b977e720177d1092431", "component_budget": { "node_count": 2, "item_count": 2, @@ -26018,18 +25939,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open NemotronH PRs overlap in model core files, but they address different changes: one is a conversion/mapping and inheritance refactor, the other is a broader model split into dense/sparse variants with docs and tests. They are related, but not duplicates.", - "confidence": 0.89, + "summary": "Both pull requests touch NemotronH internals, but they are not the same change: one is a refactor/conversion-mapping update, the other is a broader model split into dense/sparse variants with docs and auto-mapping changes. They should not be merged as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the broader, more representative NemotronH change: it introduces the dense/sparse model split, updates docs, auto mappings, and tests, making it the better canonical PR for this cluster.", + "canonical_pr_reason": "PR #45569 is the better canonical representative because it is the broader, user-facing architectural change: it introduces NemotronHDense/NemotronHSparse, updates docs, auto mappings, and tests.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the best standalone PR because it appears to implement the complete user-facing architecture update rather than just a supporting conversion/mapping refactor.", + "best_pr_reason": "PR #45569 is the stronger standalone PR for the cluster since it covers the main model-structure change, while #45115 is a narrower refactor focused on conversion mapping and inheritance cleanup.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Shared NemotronH files are not enough here: 45115 is mainly a conversion mapping / GraniteMoeHybrid inheritance refactor, while 45569 is a broader dense/sparse model split with docs and tests. They are related but not the same concrete change and would not plausibly be one merged PR." + "reason": "They both relate to NemotronH, but #45115 is a refactor/conversion-mapping/inheritance change and #45569 is a model split into dense/sparse variants with docs and auto-mapping updates. Different underlying changes, not the same fix." } ] }, @@ -26043,7 +25964,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26059,7 +25980,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "7e6682908e7012325d08cbaa60dc036b3d6adc77eefda8cb2ad371a73b933f9a", + "prepared_review_unit_hash": "9a94d40e2754e51e2d909f2aff577f7a917f6de0907f9d1c43aeb2baeb9da170", "component_budget": { "node_count": 2, "item_count": 2, @@ -26081,18 +26002,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are closely related heterogeneous-feature work, but they are not the same change: #45332 is a broader per-layer heterogeneous model implementation, while #45333 is limited to per-layer configuration support. They share some setup/docs/tests, but the code paths and scope differ enough that they should not be treated as duplicates.", - "confidence": 0.91, + "summary": "Two related but distinct PRs: one adds full heterogeneous model support, the other adds only per-layer configuration support. They overlap in docs/config plumbing, but the concrete changes are not the same fix/change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No exact duplicate PR here; if one must be kept as the representative, #45332 is the broader end-to-end heterogeneous model support PR, while #45333 is a narrower configuration-only companion.", + "canonical_pr_reason": "PR #45332 is the broader, more canonical change: it includes the heterogeneous modeling path, cache/masking/integration updates, and the config work that PR #45333 is a subset of.", "best_issue_reason": null, - "best_pr_reason": "#45332 is the better representative of the cluster because it covers the full heterogeneous-model feature surface, not just the config layer.", + "best_pr_reason": "PR #45332 is the best representative of the cluster because it covers the full heterogeneous-model feature rather than only the configuration layer.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not the same concrete code change: #45332 includes model/runtime integration and masking/cache changes beyond the config-only scope of #45333." + "reason": "Reject: the overlap is mostly docs and configuration scaffolding, but #45332 adds full heterogeneous modeling/runtime support while #45333 is limited to per-layer config. They are related, yet not the same underlying code-path change and would not plausibly merge as one PR without collapsing a larger feature into a subset." } ] }, @@ -26106,7 +26027,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26122,12 +26043,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "c60c87221a09c65065c3b5bf9c0d02e8efa8f201ed5403ddd21adb371f0ffb5a", + "prepared_review_unit_hash": "f6d990caf682a9083f3ed85d856e4c4afe8c34b159eafecf189a75828d4a0c19", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -26135,7 +26056,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -26144,18 +26065,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related cleanup, but they target different changes: 45415 is a broad type-checking sweep across many Transformer files, while 45425 adds typing protocols/aliases in core typing and modeling utilities. They overlap in a few files, but not the same concrete fix.", - "confidence": 0.9, + "summary": "These are thematically related typing PRs, but they are not duplicates: 45415 is a broad type-checking sweep across many Transformers files, while 45425 introduces specific typing protocols and utility changes around core modeling/PEFT code.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45415 is the broader umbrella PR and the earliest of the two; it best represents the large type-checking rollout in this cluster.", + "canonical_pr_reason": "45425 is the more coherent, self-contained typing-infrastructure change; 45415 is a much broader repository-wide typing pass with a different scope.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45415 is the strongest representative because it covers the larger end-to-end type-checking pass; 45425 is a separate, narrower typing refactor.", + "best_pr_reason": "45425 is the better representative of the cluster because it is narrower and centers on concrete typing abstractions, whereas 45415 is a large multi-file cleanup.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Shared typing theme and a few files, but 45415 is a broad mechanical type-checking sweep while 45425 adds distinct protocols/aliases for modeling_utils and peft-related typing; not the same underlying change." + "reason": "Different underlying changes and code paths: 45415 is a broad type-checking cleanup across many files, while 45425 adds specific typing protocols and related model/PEFT plumbing. They should not be merged as one PR." } ] }, @@ -26169,7 +26090,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26185,7 +26106,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "444ab6cee1da28f0c8255b7b9bf0918d0cdb855135493513203e8b5a7f2e651e", + "prepared_review_unit_hash": "0954dc982da7c14c4b443202866d4c0b3321bf8f89167c075047bdcdfe9a5995", "component_budget": { "node_count": 2, "item_count": 2, @@ -26207,18 +26128,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related by expert-parallel loading, but they fix different concrete bugs: one targets EP + DeepSpeed ZeRO-3 loading/serialization via accelerate launch, while the other targets experts being overwritten by rank-0 broadcast under FSDP2. They should not be deduplicated.", + "summary": "Two open PRs in the same expert-parallel loading area, but they fix different failure modes: one preserves distributed_config/has_ep during Accelerate/ZeRO-3 loading, the other prevents expert parameters from being overwritten during FSDP2 shard/broadcast handling.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the stronger representative of the cluster because it addresses a more concrete expert-parallel loading corruption path and has the broader fix surface; PR 45548 is a narrower ZeRO-3/accelerate serialization fix.", + "canonical_pr_reason": "No clear duplicate/canonical PR pair here; if one must be selected as the representative, PR #45662 is the stronger canonical candidate because it targets a specific, concrete overwrite bug with a broader code-path fix, while PR #45548 is a separate serialization/loading compatibility fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the best overall PR in this cluster because it focuses on a specific, reproducible failure mode in the model-loading path and includes the most substantial code-level fix.", + "best_pr_reason": "PR #45662 is the best overall representative of the cluster because it addresses a more explicit correctness bug in parameter loading and touches the core code path where the corruption occurs. PR #45548 is related to EP loading but fixes a different setup/serialization issue.", "soft_edge_verdicts": [ { - "left": "pull_request:45548 \u2014 Fix EP + DeepSpeed ZeRO-3 loading via accelerate launch", - "right": "pull_request:45662 \u2014 Fix EP + FSDP2: experts silently overwritten by rank-0 broadcast", + "left": "pull_request:45548", + "right": "pull_request:45662", "accept": false, - "reason": "Both are about EP and loading, but they fix different bugs in different distributed setups and code paths; they are not the same underlying change." + "reason": "Both concern expert parallelism and shared model-loading code, but they fix different underlying problems: one serializes distributed_config and exposes has_ep for Accelerate/ZeRO-3, while the other prevents expert parameters from being overwritten during FSDP2 loading. They are not the same change and would not be merged as one PR." } ] }, @@ -26232,7 +26153,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26248,40 +26169,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "88ec1207c4994e2a76bd1891475317ef3779ff72a61edc0b29206cec8f8c46d3", + "prepared_review_unit_hash": "7784e21754cab89002c00ae3df28b4fc1cbd10b762ced60dadaf1708d6416d74", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4672, - "estimated_input_tokens": 1168, - "estimated_eval_tokens": 2592 + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4672, - "estimated_input_tokens": 1168, - "estimated_eval_tokens": 2592 + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist collision in captured_info debug artifacts for issue #45561. PR #45645 is the more complete fix because it updates both the producer side and the CI log aggregation side, while #45639 only changes the testing utility writer path.", + "summary": "Both PRs target issue #45561 and address the same xdist-related captured_info logging problem in transformers testing utilities; PR #45645 is the broader, more complete fix, while PR #45639 covers the core code-path change only.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the better canonical PR because it covers the full artifact-handling path: it makes captured_info file creation xdist-safe and also updates CI workflow collection so all worker files are preserved and printed.", + "canonical_pr_reason": "PR #45645 is the best canonical PR because it includes the core xdist-safe log-file fix plus the CI workflow update needed to collect multiple captured_info artifacts, making it the most complete representation of the change.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 is the strongest representative of the cluster since it appears to fully solve the underlying captured_info xdist collision problem rather than only partially mitigating it.", + "best_pr_reason": "PR #45645 is the strongest overall candidate: it fixes the underlying xdist collision in testing_utils and also preserves CI debug log collection, so it best captures the full intended change.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug: xdist collisions for captured_info debug logs. #45639 fixes the writer path, and #45645 extends that same fix to CI artifact collection, so they are plausibly one merged change." + "reason": "Accept: both PRs address the same concrete captured_info/xdist collision bug in the same testing code path, and the workflow change in #45645 is a natural extension of the same fix rather than a separate change." } ] }, @@ -26295,7 +26216,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26361,7 +26282,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26377,7 +26298,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "79c2f0dd160f67ea6c353453d9b7f78ae3654e207ac89d8657be94d8dee580eb", + "prepared_review_unit_hash": "9052d39e2d91fca5f6d80c3d4510675921f429437bf26e6a7c80928b558e7ae5", "component_budget": { "node_count": 2, "item_count": 2, @@ -26399,18 +26320,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: PR #46126 is a focused EP/Trainer integration change, while PR #46269 is a broad distributed branch base touching many unrelated areas. The shared distributed files are too generic to indicate the same concrete fix.", - "confidence": 0.92, + "summary": "These two PRs overlap in a few distributed/MoE files, but they are not the same change: PR 46126 is a focused EP + Trainer integration, while PR 46269 is a much broader distributed branch-base overhaul. Reject as duplicates.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the most focused, self-contained change centered on EP + Trainer integration. PR #46269 is a sprawling base branch with many unrelated distributed modifications, so it is not a good canonical duplicate representative.", + "canonical_pr_reason": "PR 46126 is the more focused representation of the shared EP/trainer code path; PR 46269 is a broad umbrella branch with many unrelated distributed changes.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best representative for the cluster because it has a specific code-path change and clear purpose. PR #46269 is too broad to serve as a precise duplicate target.", + "best_pr_reason": "PR 46126 is the best representative because it targets the specific EP integration work, whereas PR 46269 is too broad to serve as a clean duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Do not merge: they overlap on distributed infrastructure, but #46126 is a targeted EP/Trainer integration PR and #46269 is a large branch-base PR with many unrelated edits. They do not appear to fix the same concrete bug or change." + "reason": "Shared filenames alone are not enough here: the diffs indicate different scopes and likely different goals. 46126 is a specific EP+Trainer feature change; 46269 is a large distributed branch-base PR with many additional edits, so they do not look like one underlying change." } ] }, @@ -26424,7 +26345,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26478,220 +26399,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "19d187d7c7715bac406934668ac817504fd5adb8152be3b4f229ce7f4c0e2f36", + "prepared_review_unit_hash": "5425ddd38d84d1b590a722986ec74c441b94e604a111e3bfc3d59b59dde90b60", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26672, - "estimated_input_tokens": 6668, - "estimated_eval_tokens": 13592 + "serialized_chars": 26682, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26672, - "estimated_input_tokens": 6668, - "estimated_eval_tokens": 13592 + "serialized_chars": 26682, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of unrelated workflow maintenance PRs, not duplicate fixes. The only tight subgroup is the pr-ci-security-gate.yml changes, but those PRs make different security-related edits and should remain separate.", - "confidence": 0.96, + "summary": "This cluster is a collection of unrelated CI/workflow churn PRs. The soft similarity mostly comes from shared GitHub Actions/CI/security themes, but the concrete changes differ too much to treat any pair as true duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate PR stands out here; #46554 is the most substantive and representative workflow/security-gate change, but the cluster is heterogeneous.", + "canonical_pr_reason": "No single canonical PR for the whole cluster: the items split into distinct workflow updates across different files and different concerns (self-comment CI, SSH runner, benchmark/build CI, and several separate pr-ci-security-gate hardening edits).", "best_issue_reason": null, - "best_pr_reason": "#46554 is the strongest overall representative because it makes the clearest concrete workflow/security-gate behavioral change rather than a purely mechanical workflow tweak.", + "best_pr_reason": "No global best PR across the full cluster. If forced to pick a representative for one subtopic, 46554 is the most substantial pr-ci-security-gate change, but it does not represent the rest of the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and unrelated changes: self-comment CI message handling vs SSH runner security hardening." + "reason": "Different workflow files and different changes; self-comment CI stdin handling is unrelated to pr-ci-security-gate hardening." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and unrelated changes; not the same underlying bug or fix." + "reason": "Different workflows and unrelated behavior; no shared underlying bug or change." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows and unrelated changes; no shared code-path problem." + "reason": "Self-comment CI message piping is unrelated to the reusable pr-ci-security-gate workflow note change." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and unrelated changes; not mergeable as one fix." + "reason": "Different workflow concerns; one changes CI comment handling, the other changes secrets handling in PR security gating." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and distinct behavior changes; not the same fix." + "reason": "Different workflow files and different CI logic; not the same concrete change." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and different CI concerns; not the same underlying issue." + "reason": "SSH runner hardening is unrelated to benchmark_v2 dispatch logic." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow files and unrelated changes; not a duplicate." + "reason": "Different workflows and unrelated fixes; no shared underlying change." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and unrelated changes; no shared code-path problem." + "reason": "SSH runner changes do not overlap with reviewer-assignment checkout ref behavior." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "SSH runner hardening is unrelated to pr-ci security-gate logic." + "reason": "Different workflow files and different security concerns; not one duplicate change." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and separate CI/security edits; not duplicate fixes." + "reason": "SSH runner secret cleanup is unrelated to pr-ci-security-gate permission changes." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow tweaks, but they change different files and different behavior." + "reason": "Anti-slop permission scoping and benchmark dispatch are different workflow changes." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and different CI triggers/behavior; not the same fix." + "reason": "Different workflows; one scopes permissions, the other changes checkout ref." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and unrelated changes; not a single underlying bug." + "reason": "Anti-slop permission changes and build-ci message parsing are unrelated." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and unrelated changes." + "reason": "Same broad CI area, but different workflow files and different fixes." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and different functionality; not duplicates." + "reason": "Reviewer checkout ref and benchmark dispatch are unrelated workflow changes." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and unrelated CI behavior changes." + "reason": "Different files and different behavior; not the same underlying change." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Assign-reviewers logic is unrelated to pr-ci security gating." + "reason": "Assign-reviewers checkout ref fix is unrelated to pr-ci-security-gate hardening." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and separate CI behavior changes; not the same fix." + "reason": "Different workflows and different code paths; only a loose CI similarity." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Benchmark dispatch support is unrelated to pr-ci security gating." + "reason": "Benchmark dispatch support is unrelated to the security-gate workflow edits." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different behavior; not a duplicate change." + "reason": "Both are workflow tweaks, but one fixes build-ci tag detection while the other changes PR security gating." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and unrelated CI changes." + "reason": "Build-ci message handling and pr-ci-security-gate permission changes are different changes." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same workflow file, but different security-gate edits addressing different concerns; not one concrete fix." + "reason": "Same workflow file, but different concrete fixes: one adds checkout/diff-based checks, the other changes permissions and approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but one adds repo checkout/checks while the other documents a reusable workflow; different fixes." + "reason": "One implements security checks directly; the other switches to a reusable workflow with review notes. Not the same change." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Same workflow file, but different security-hardening changes to different parts of the pipeline." + "reason": "Different security-gate edits: direct workflow checks versus secrets hardening." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but the edits are different and address different security/approval mechanics." + "reason": "Both touch the same file, but one adjusts job permissions/approval gating while the other changes reusable-workflow wiring." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Same workflow file, but permissions/approval changes are distinct from secret-handling changes." + "reason": "Permissions/gating changes are distinct from changing secrets: inherit to secrets: {}." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Same workflow file, but one is a reusable-workflow note and the other changes secret inheritance; not the same fix." + "reason": "Reusable workflow note and secrets handling are different concrete changes." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and unrelated CI changes." + "reason": "Build-ci Docker image tagging and pr-ci-security-gate reuse are unrelated workflow changes." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "SSH runner changes are unrelated to pr-ci workflow reuse/documentation." + "reason": "SSH runner hardening is unrelated to pr-ci-security-gate workflow reuse." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and unrelated changes." + "reason": "Different workflow files and different CI/security paths; not duplicates." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and unrelated security/CI changes; not duplicate fixes." + "reason": "SSH runner environment cleanup is unrelated to PR security gate secrets handling." } ] }, @@ -26705,88 +26626,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 32, - "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-46174-3", - "nodes": [ - "pull_request:46174", - "pull_request:46780", - "pull_request:47234" - ], - "soft_pairs": [ - "pull_request:46174|pull_request:46780", - "pull_request:46780|pull_request:47234", - "pull_request:46174|pull_request:47234" - ], - "prepared_review_unit_hash": "d9df2b6179f3ae87a250acc034776185a321c8ab55f4de977b8a1b74c71963a3", - "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 9495, - "estimated_input_tokens": 2374, - "estimated_eval_tokens": 5004 - }, - "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 9495, - "estimated_input_tokens": 2374, - "estimated_eval_tokens": 5004 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "All three PRs target the same MPS crash in the duplicated sinusoidal-position helper, but they do not all represent the same concrete fix: 46174 applies the broadest, most conservative workaround, while 46780 and 47234 use competing dtype strategies.", - "confidence": 0.88, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46174 is the best canonical PR because it covers the widest set of duplicated helper implementations and uses the most conservative fix pattern for the MPS float64 crash.", - "best_issue_reason": null, - "best_pr_reason": "PR 46174 is the best representative overall: it is explicitly linked to the issue, spans the most affected model copies, and preserves precision with a CPU-side float64 computation before casting.", - "soft_edge_verdicts": [ - { - "left": "pull_request:46174", - "right": "pull_request:46780", - "accept": false, - "reason": "Shared issue target and helper, but the implementations differ materially: 46174 keeps float64 on CPU before casting, while 46780 changes the helper to use dtype internally. That looks like alternative solutions, not one mergeable change." - }, - { - "left": "pull_request:46780", - "right": "pull_request:47234", - "accept": false, - "reason": "Both address the same crash, but 46780 uses dtype-driven internal arithmetic whereas 47234 switches the helper to float32. These are competing implementation choices, so this is not a conservative duplicate-merge match." - }, - { - "left": "pull_request:46174", - "right": "pull_request:47234", - "accept": false, - "reason": "They fix the same bug class, but 46174 uses a CPU-side float64 workaround and 47234 uses float32. The code changes are not the same underlying patch and could not be safely merged as one PR from the packet evidence." - } - ] - }, - "evaluator_result": { - "accept": false, - "feedback": "The summary is directionally right that all three PRs relate to the same issue target, but it overstates the evidence in the pairwise soft-edge verdicts. In particular, 46780 and 47234 look like competing implementation choices for the same helper rather than clearly mergeable changes, so treating them as an accept is too strong. I\u2019d keep the canonical PR leaning on 46174 as the broadest fix, but reject the soft pair merges as not conservatively grounded from the packet." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 27, - "component_count": 32, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26802,7 +26642,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "1c06f60dcbe9f0d2a1eb78f0d8d87c5ff65c0c21b2ea69d4c096059f52566479", + "prepared_review_unit_hash": "5236b3a104f52f47b7563852193d473afa4173fb53e97dd3c44a32b59fe4fcc4", "component_budget": { "node_count": 2, "item_count": 2, @@ -26824,18 +26664,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated PRs: one fixes CodeLlama decode-time stripping of real leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM loading under the wrong tokenizer class via auto-tokenizer routing. They should not be clustered as duplicates.", + "summary": "These are two distinct, model-specific PRs touching different tokenizer code paths: one fixes CodeLlama decode behavior, the other fixes AutoTokenizer class selection for DeepSeek checkpoints. They are not duplicates and should remain separate.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: the PRs address different bugs in different modules and are not mergeable into one change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "Neither PR is a global representative of the cluster, since the cluster is not a duplicate set. If forced, 46574 is the more self-contained tokenizer bug fix, but it should not be treated as canonical over 46580.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying bugs and code paths: CodeLlama tokenizer decoder placement/strip behavior vs DeepSeek checkpoint-to-tokenizer-class selection in auto-tokenization. They are not mergeable into one PR and do not fix the same concrete issue." + "reason": "Different underlying problems and code paths: 46574 changes CodeLlama decoder setup to preserve leading spaces on decode, while 46580 changes AutoTokenizer checkpoint-prefix routing for DeepSeek models loading the wrong tokenizer class. They are not the same fix and would not plausibly be one PR." } ] }, @@ -26848,8 +26688,8 @@ }, { "label": "pull_request", - "component_index": 28, - "component_count": 32, + "component_index": 27, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26868,7 +26708,7 @@ "pull_request:47134|pull_request:47215", "pull_request:46696|pull_request:47134" ], - "prepared_review_unit_hash": "94204e91afc467364ffa75fc7916ae297cb82f706e56c1238f9edbf66b4cd189", + "prepared_review_unit_hash": "a9d9108e3336554005c57acffcd57ce3f5eb1a6c2ad0e8ee866780833c6e4661", "component_budget": { "node_count": 3, "item_count": 3, @@ -26890,47 +26730,47 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three open PRs cluster around the same FA2 long-context performance regression in `modeling_flash_attention_utils.py`. `47215` is the strongest representative and likely the final intended fix. `47134` is a narrower precursor on the same unpadding/max-seqlen path, and `46696` is also a plausible duplicate-level fix for the same underlying regression theme targeted at issue `#46693`.", - "confidence": 0.83, + "summary": "These PRs cluster around a Flash Attention 2 long-context performance regression, but only one pair is a clear duplicate-level match. The broadest and best canonical PR is 47215.", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "`47215` is the most complete PR: it explicitly targets `#46693`, updates the core flash-attention utility logic, and adds test/benchmark coverage. It also appears to supersede narrower earlier fixes.", + "canonical_pr_reason": "PR 47215 is the best representative because it is the most comprehensive fix for the regression, adds tests/benchmark coverage, and subsumes the narrower unpad-only variant.", "best_issue_reason": null, - "best_pr_reason": "`47215` is the best single representative because it is the broadest and most polished fix for the long-context FA2 performance regression, with explicit issue linkage and supporting tests/benchmarks.", + "best_pr_reason": "PR 47215 is the strongest standalone candidate: it directly addresses the perf regression, is broader in scope than the other PRs, and includes validation changes.", "soft_edge_verdicts": [ { "left": "pull_request:46696", "right": "pull_request:47215", - "accept": true, - "reason": "Both target issue `#46693`, touch the same file, and address the same long-context FA2 performance regression theme. They look mergeable into one bugfix PR rather than separate changes." + "accept": false, + "reason": "Same tracking issue and same file, but they fix different concrete code paths: 46696 changes `_process_flash_attention_kwargs`, while 47215 changes unpad helpers. That is related, not a duplicate change." }, { "left": "pull_request:47134", "right": "pull_request:47215", "accept": true, - "reason": "These operate on the same unpadding/max-seqlen code path for the same regression, and `47215` reads like a fuller refinement of the earlier fix." + "reason": "Both target the same concrete regression in `modeling_flash_attention_utils.py` around eager `.item()` syncs in unpad helpers, and 47215 looks like the broader follow-up/merged version of the same fix." }, { "left": "pull_request:46696", "right": "pull_request:47134", "accept": false, - "reason": "They share the broad FA2 regression area and file, but the concrete code paths differ (`_process_flash_attention_kwargs` vs. unpad/max-seqlen handling), so they do not look like the same underlying change." + "reason": "They share the issue and subsystem, but the fixes address different paths: one is about tracing/eager handling in flash-attn kwargs, the other about `.item()` in unpad data computation." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly grounded, but one soft-edge verdict is too conservative: `pull_request:46696` and `pull_request:47215` both target issue #46693, touch the same file, and address the same long-context FA2 performance regression theme, so they do look mergeable into a single bugfix PR. Treating that pair as non-duplicate overstates the separation between the fixes. The `47134`\u2192`47215` refinement call is reasonable, but the `46696`\u2192`47215` rejection is not well supported by the packet." + "accept": true, + "feedback": "The cluster summary is grounded in the packet: all three PRs target the same FA2 long-context perf regression, 47134 and 47215 are plausibly the same unpad-helper bugfix family, and 46696 is a different code path in the same subsystem. The canonical choice of 47215 as the broadest representative is conservative. No pair verdict overstates the evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", - "component_index": 29, - "component_count": 32, + "component_index": 28, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26946,7 +26786,7 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "efc4e4521eac56b0d062054177ce39f8e652ec260fb23b87dcfc58b3773069b4", + "prepared_review_unit_hash": "ca46d5e25efa0509779238356061c7734df9328bd099f462b5644fb073e13821", "component_budget": { "node_count": 2, "item_count": 2, @@ -26968,18 +26808,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs about padding-mask handling in attention/recurrent models, but they fix different bugs in different code paths. They are related thematically, not duplicates.", - "confidence": 0.91, + "summary": "These are related only at a broad theme level (padding-mask edge cases), but they fix different concrete bugs: one skips masking for batch-size-1 linear-attention paths, the other skips masking on continued forwards/chunked prefill in recurrent-layer masking.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47087 is the better canonical PR: it fixes the shared masking utility, has an explicit issue target, and the change is tightly centered on one concrete recurrent-mask bug.", + "canonical_pr_reason": "PR 47087 is the cleaner representative of the cluster because it makes a focused fix in the shared masking utility and has an explicit issue target, while still addressing a concrete padding-mask bug.", "best_issue_reason": null, - "best_pr_reason": "PR 47087 is the strongest representative for the cluster because it addresses a central masking-path defect with clear scope. PR 46773 is a separate model-family fix for batch-size-1 linear-attention masking and is not the same change.", + "best_pr_reason": "PR 47087 is the strongest standalone PR here: it is self-contained, centralizes the logic, and targets a specific continued-forward masking failure with tests.", "soft_edge_verdicts": [ { "left": "pull_request:46773", "right": "pull_request:47087", "accept": false, - "reason": "Both concern padding-mask logic, but they fix different failure modes: 46773 skips padding mask application for batch size 1 in linear-attention models, while 47087 fixes continued-forward/chunked-prefill recurrent masking. Different code paths and not mergeable as one PR." + "reason": "Do not merge: both concern padding masks, but they fix different code paths and different failure modes (batch-size-1 linear-attention vs continued-forward/recurrent masking). They are not the same underlying bug." } ] }, @@ -26992,8 +26832,8 @@ }, { "label": "pull_request", - "component_index": 30, - "component_count": 32, + "component_index": 29, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27016,64 +26856,64 @@ "pull_request:47074|pull_request:47195", "pull_request:47195|pull_request:47197" ], - "prepared_review_unit_hash": "e23b5438ef802ba0726d02198d657ccaf18179b3ad15c0c750f1f317d5f63e6c", + "prepared_review_unit_hash": "27c8224bc45d9f167f69fdaf28a771a6dc44ef12682e1cc0ddce6b44855a32c0", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11473, - "estimated_input_tokens": 2869, - "estimated_eval_tokens": 5994 + "serialized_chars": 11592, + "estimated_input_tokens": 2898, + "estimated_eval_tokens": 6052 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11473, - "estimated_input_tokens": 2869, - "estimated_eval_tokens": 5994 + "serialized_chars": 11592, + "estimated_input_tokens": 2898, + "estimated_eval_tokens": 6052 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are five unrelated open PRs across multimodal pipelines, Gemma4/Qwen processor code, and generation candidate decoding. They share only broad transformer/multimodal similarity, not the same concrete bug or change.", - "confidence": 0.97, + "summary": "These PRs are all distinct fixes across different code paths: multimodal pipeline input normalization, processor placeholder validation, generation candidate length capping, stop-sequence handling, and Qwen postprocessing. The soft similarities are superficial, so none should be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47074 is the best cluster representative: it fixes a specific, self-contained pipeline input-key bug with test coverage and has the clearest end-user impact among the set.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 47074 is the strongest standalone change here because it corrects a concrete bug in AnyToAnyPipeline (`video` vs `videos`) and is narrowly scoped with tests, unlike the more specialized or less directly comparable PRs.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:47032", "right": "pull_request:47197", "accept": false, - "reason": "Both are multimodal text-output related, but they fix different code paths: image-text-to-text stop-sequence handling vs Qwen Omni batched postprocessing. Not the same underlying bug." + "reason": "Different bugs in different multimodal paths: stop-sequence handling in image-text-to-text pipeline vs batched decode shape handling in Qwen Omni processors." }, { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "One normalizes AnyToAnyPipeline input keys; the other validates Gemma4 audio placeholder batching in processors. Different layers and different failure modes." + "reason": "One normalizes AnyToAnyPipeline input keys; the other validates Gemma4 audio/image placeholder batching. Related domain, but not the same underlying bug." }, { "left": "pull_request:47074", - "right": "pull_request:47197", + "right": "pull_request:47195", "accept": false, - "reason": "AnyToAny input-key normalization and Qwen Omni batched decode handling are separate issues in different modules; they would not plausibly merge into one fix." + "reason": "Multimodal input-key normalization is unrelated to generation candidate length capping in candidate_generator.py." }, { "left": "pull_request:47074", - "right": "pull_request:47195", + "right": "pull_request:47197", "accept": false, - "reason": "Pipeline multimodal key normalization is unrelated to the generation candidate length-cap fix. Same general project area, but not the same bug." + "reason": "Both touch multimodal plumbing, but one fixes pipeline input mapping and the other fixes Qwen batched postprocessing; different concrete code paths." }, { "left": "pull_request:47195", "right": "pull_request:47197", "accept": false, - "reason": "These touch unrelated behaviors: candidate generation budget capping vs batched tokenizer decoding in Omni processors." + "reason": "Generation prompt lookup length budgeting and Qwen output postprocessing are unrelated fixes." } ] }, @@ -27086,8 +26926,8 @@ }, { "label": "pull_request", - "component_index": 31, - "component_count": 32, + "component_index": 30, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27103,7 +26943,7 @@ "soft_pairs": [ "pull_request:47105|pull_request:47129" ], - "prepared_review_unit_hash": "deca880bf24fdbedff82af3da81d66899b15f57f73d6000690d6a4f92b8da27d", + "prepared_review_unit_hash": "b52a6594f0bbb829b4f8bf792db00745e1d81f5fd6feb22a67aecb0707e4c755", "component_budget": { "node_count": 2, "item_count": 2, @@ -27125,18 +26965,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one re-enables and adjusts VITS model forward tests, while the other fixes an RT-DETR v2 weight-conversion/config mapping issue. They do not appear to address the same underlying bug or change.", + "summary": "These two pull requests are unrelated: one re-enables and tightens a VITS model-forward test, while the other fixes an RT-DETR v2 weight-conversion script for current model keys. They do not appear to be duplicate fixes or the same underlying change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are different fixes in different model areas with no shared code path or concrete change target.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "If a single representative PR is needed, 47129 is the stronger one because it changes production conversion logic; 47105 is primarily a test update/re-enable.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:47105", "right": "pull_request:47129", "accept": false, - "reason": "Different subsystems and problem types: VITS test expectations vs RT-DETR v2 converter key/config handling. No shared underlying bug or mergeable combined PR." + "reason": "Different models and different code paths: VITS test assertions vs RT-DETR v2 converter key remapping. They are not the same bug/change and would not plausibly merge into one PR." } ] }, @@ -27149,8 +26989,8 @@ }, { "label": "pull_request", - "component_index": 32, - "component_count": 32, + "component_index": 31, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27168,90 +27008,90 @@ ], "soft_pairs": [ "pull_request:47122|pull_request:47123", - "pull_request:47122|pull_request:47224", "pull_request:47122|pull_request:47124", "pull_request:47122|pull_request:47150", + "pull_request:47122|pull_request:47224", "pull_request:47123|pull_request:47124", "pull_request:47123|pull_request:47150", "pull_request:47124|pull_request:47150", "pull_request:47150|pull_request:47224" ], - "prepared_review_unit_hash": "d85911a1ef8dbc156f85649c485fd375668f720da7a4ce3005b31113c91138d2", + "prepared_review_unit_hash": "4c678d00a4fc4cae1d0aebfac93d4ff17539d2d466e5fd4807e9cc48632132bb", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 12418, - "estimated_input_tokens": 3105, - "estimated_eval_tokens": 6466 + "serialized_chars": 12423, + "estimated_input_tokens": 3106, + "estimated_eval_tokens": 6468 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 12418, - "estimated_input_tokens": 3105, - "estimated_eval_tokens": 6466 + "serialized_chars": 12423, + "estimated_input_tokens": 3106, + "estimated_eval_tokens": 6468 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are mostly separate, model-specific integration-test fixes. One umbrella PR (#47224) bundles several unrelated fixes, including an Edgetam change, but the pairs do not look like true duplicates of a single underlying bug/change.", - "confidence": 0.91, + "summary": "These are mostly distinct serge-generated PRs for different model/test failures; the only substantial overlap is EdgeTam, but the umbrella PR also includes unrelated tokenizer/Whisper changes, so none should be clustered as duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47224 is the broad umbrella change tied to the tracking issue (#47182) and includes multiple fixups across models, so it is the closest thing to a canonical representative for the set.", + "canonical_pr_reason": "PR 47224 is the broadest and most representative of the cluster\u2019s theme: it bundles multiple concrete serge test-failure fixes across the same sweep, including an EdgeTam adjustment plus additional tokenizer/Whisper-related corrections.", "best_issue_reason": null, - "best_pr_reason": "PR #47224 is the best representative because it aggregates the broader serge integration-test remediation, whereas the other PRs are narrower single-model fixes.", + "best_pr_reason": "PR 47224 is the best representative because it is the most comprehensive fix set and covers the widest range of the observed integration-test regressions in this group.", "soft_edge_verdicts": [ { "left": "pull_request:47122", "right": "pull_request:47123", "accept": false, - "reason": "Different models and different failure modes: Edgetam needs a kwargs cleanup, while MiniMax-M3-VL needs an offload_folder for loading. Not the same bug or mergeable into one concrete fix." + "reason": "Different models and failures: EdgeTam import_or_config kwarg handling vs MiniMax-M3-VL load_error/offload configuration. Same batch, not the same bug." }, { "left": "pull_request:47122", - "right": "pull_request:47224", + "right": "pull_request:47124", "accept": false, - "reason": "47224 includes an Edgetam fix, but it is an umbrella PR with additional unrelated tokenizer/Whisper/other changes, so this is not a single underlying duplicate change." + "reason": "Different model-specific output mismatches: EdgeTam backend kwargs issue vs Falcon-Mamba generation expectation updates. No shared concrete code-path bug." }, { "left": "pull_request:47122", - "right": "pull_request:47124", + "right": "pull_request:47150", "accept": false, - "reason": "Edgetam kwargs handling vs Falcon-Mamba output expectation updates are unrelated model-specific fixes." + "reason": "EdgeTam kwarg filtering and Whisper max_length handling are unrelated fixes in different code paths." }, { "left": "pull_request:47122", - "right": "pull_request:47150", + "right": "pull_request:47224", "accept": false, - "reason": "Edgetam backbone kwargs filtering and Whisper generation max_length handling are different code paths and failure types." + "reason": "47224 includes an EdgeTam change, but it is an umbrella PR spanning multiple unrelated fixes; not the same single underlying change/bug." }, { "left": "pull_request:47123", "right": "pull_request:47124", "accept": false, - "reason": "MiniMax-M3-VL load/offload test fix and Falcon-Mamba output mismatch update are unrelated." + "reason": "MiniMax-M3-VL load/offload setup and Falcon-Mamba output mismatch are unrelated regression fixes." }, { "left": "pull_request:47123", "right": "pull_request:47150", "accept": false, - "reason": "MiniMax-M3-VL loading fix and Whisper generation fix target different subsystems and bugs." + "reason": "Different models and failure modes: load_error vs generation output mismatch." }, { "left": "pull_request:47124", "right": "pull_request:47150", "accept": false, - "reason": "Falcon-Mamba expected-output updates are not the same underlying issue as Whisper max_length propagation." + "reason": "Falcon-Mamba output expectations and Whisper generation length logic are separate issues." }, { "left": "pull_request:47150", "right": "pull_request:47224", "accept": false, - "reason": "47224 does touch Whisper, but only as part of a larger multi-fix bundle; it is not the same standalone Whisper bug/change as #47150." + "reason": "47224 also touches Whisper, but it bundles several unrelated fixes; this is not clearly the same single PR-worthy bug/change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 4f062e21e5b182b5ca2916b29efc07b481895b44..a051a3eaa599833df45e749ea63e2895cc3fa107 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260710t060821z", + "analysis_id": "hybrid-model-20260710t120019z", "archived_artifacts": { - "hybrid": "snapshots/20260710T060821Z/analysis-runs/hybrid-model-20260710t060821z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260710T060821Z/analysis-runs/hybrid-model-20260710t060821z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260710T120019Z/analysis-runs/hybrid-model-20260710t120019z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260710T120019Z/analysis-runs/hybrid-model-20260710t120019z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-07-10T06:19:25Z", + "published_at": "2026-07-10T12:07:29Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260710T060821Z", + "snapshot_id": "20260710T120019Z", "variant": "hybrid" } diff --git a/snapshots/20260710T120019Z/analysis-runs/hybrid-model-20260710t120019z/analysis-report-hybrid.json b/snapshots/20260710T120019Z/analysis-runs/hybrid-model-20260710t120019z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..b0e2f8f85c77da5e0b948bbe3b3a5585de57b527 --- /dev/null +++ b/snapshots/20260710T120019Z/analysis-runs/hybrid-model-20260710t120019z/analysis-report-hybrid.json @@ -0,0 +1,6695 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260710T120019Z", + "generated_at": "2026-07-10T12:07:27Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43451-18", + "summary": "Cluster of 1 issues and 17 PRs centered on issue #46821.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 46821, + "canonical_pr_number": 46834, + "issue_numbers": [ + 46821 + ], + "pr_numbers": [ + 43451, + 46376, + 46658, + 46834, + 46836, + 47034, + 47096, + 47143, + 47163, + 47166, + 47184, + 47210, + 47216, + 47223, + 47229, + 47241, + 47242 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43451, + "right_pr_number": 46376, + "code_similarity": 0.067, + "size_similarity": 0.205, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.174, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43451, + "right_pr_number": 46658, + "code_similarity": 0.293, + "size_similarity": 0.836, + "file_overlap": 0.073, + "area_overlap": 0.17, + 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"left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral and remote-code model_class/config_class error are different problems." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed weight-dimension error and collective mismatch are distinct training failures." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP activation-checkpointing recompute mismatch is not the same as the mask indexing error." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Mistral-3 dtype mismatch and YOLO multi-GPU device-map issue are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram-on-int error and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Both are about Qwen3_5MoeTextRotaryEmbedding, but the reported failures differ enough (CPU offload compatibility vs uninitialized memory after to_empty) that they are not clearly the same bug." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing/FSDP recompute mismatch and CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 Bert index error and GPT-OSS tensor-parallel issue do not share the same code path." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and different runtime paths: Bert ZeRO-3 init vs GPT-OSS TP/MoE." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different models and different errors: Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Inputs_embeds reverse embedding lookup inefficiency is unrelated to video chat-template feature/token mismatch." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "NVFP4 runtime error and GPT-OSS on AMD GPUs are different issues." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3TextConfig sliding_window_pattern and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch 2.4.1, but the incompatibility reports are not the same concrete bug." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 PLE device mismatch and reverse embedding lookup are different forward-path problems." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation-checkpointing recompute mismatch is unrelated to Qwen3 auto device-map CUDA assert." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility and Qwen-3 NVFP4 runtime failure are not the same issue." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS tensor-parallel behavior." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure and Mistral-3 dtype mismatch are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different error classes: autocast dtype mismatch vs Qwen-3 NVFP4 runtime error." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to a broken Nemotron example." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid and MPS histogram-on-int error are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error is unrelated to Qwen3.5 embedding unpacking with TRL SFT." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different models and different device/backend issues: Mistral-3 dtype mismatch vs MPS histogram limitation." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking failure is unrelated to GPT-OSS tensor parallelism." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy being called and Qwen3.5 embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading index error and Bert ZeRO-3 index error are similar in shape but clearly different model-specific issues." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but one is about removed pipeline tasks and the other about the transformers run command; not the same artifact." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram-on-int are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy issue is unrelated to mask/tensor shape mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative on the soft-edge pairs. The only accepted duplicate, issue:43596 vs issue:43638, is supported by nearly identical error signatures and titles; the rest are reasonably rejected as different bugs or code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:43866|issue:46402", + "issue:39290|issue:41720", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:45237|issue:45901", + "issue:44589|issue:46304", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:43975|issue:46015", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43541|issue:47228", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:45507|issue:46869", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661" + ], + "prepared_review_unit_hash": "f651ef2da37aa20609db83a32c2c1d7e88688da98687220a506c5f6dc50da0b7", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39735, + "estimated_input_tokens": 9934, + "estimated_eval_tokens": 20124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Two true duplicate pairs stand out: the cross-model AutoTokenizer regression pair and the ZeRO-3 zero-sized index error pair. Most other soft matches are only loosely similar and should stay separate.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45920 is the best canonical issue: it describes a broad, cross-model tokenizer regression and subsumes the narrower Granite-specific report in 45812.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the strongest global issue candidate because it captures the same concrete regression across multiple model families and is the most representative duplicate target in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are torch/version compatibility complaints, but they describe different breakages and code paths." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different failure modes: vLLM model loading vs distributed/pytorch support breakage." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Both are loading problems, but one is a corrupted checkpoint report and the other is missing text-encoder weights." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Unrelated symptoms and subsystems: vLLM config attribute error vs device-map CUDA assert." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same concrete ZeRO-3 loading failure pattern: index 0 out of bounds with size 0 during model init, differing mainly by model." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they concern unrelated documentation changes." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different product areas and failures; no shared code-path bug." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Completely different issue types: storage type lookup vs distributed build/runtime compatibility." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Different model/runtime behaviors; only broad library usage overlap." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both involve multimodal/model-loading regressions, but the specific failures and components differ." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization bug vs outdated docs; not the same underlying change." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and different failure mechanisms." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption/loading issue vs hardware/modelopt compatibility; not the same bug." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Model checkpoint loading bug vs docs/example issue." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Both mention regressions in recent versions, but the concrete breakages are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same tokenizer regression: wrong token IDs across multiple model families; 45920 is the broader report." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different load failures." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "NVFP4 runtime error vs unrelated docs problem." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is a distinct issue from torch/distributed support." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window-related config, but they are different model-specific failures and code paths." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Similar error class, but different stack/context and not clearly the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading/runtime failure vs table-question-answering crash; unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different models and no evidence of the same underlying defect." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and pydantic config regression are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Both are compilation/tracing regressions, but they affect different models and ops." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Different subsystems and failure modes." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "No shared code-path problem; one is model loading, the other config schema breakage." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Same model family, but different endpoints and symptoms; not enough to treat as one bug." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 loading index error vs torch/distributed compatibility; unrelated." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Different model/runtime contexts and failure mechanisms." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Dynamo tracing grouped_mm failure vs autocast dtype mismatch are distinct." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor/model loading issue vs template compilation error; unrelated." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Different model families and distinct runtime issues." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug vs checkpoint corruption; not the same defect." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index/mask errors, but the shapes, context, and loading paths differ." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Different bug classes: flash-attn fallback gating vs remote-code class metadata handling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The two accepted duplicate pairs are well supported by the packet titles: the AutoTokenizer regression pair (45812/45920) and the zero-sized index/ZeRO-3 loading pair (41762/43596). The remaining soft-edge rejections are appropriately conservative and do not overclaim identity from only broad symptom similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 3, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43872", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43872|issue:47228", + "issue:44805|issue:44918", + "issue:43716|issue:47228", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:44387|issue:45005", + "issue:43531|issue:45070", + "issue:46869|issue:47228", + "issue:41093|issue:43596", + "issue:45507|issue:47228", + "issue:45020|issue:45800", + "issue:43716|issue:46294", + "issue:43054|issue:43994", + "issue:44479|issue:46294", + "issue:46468|issue:46869", + "issue:45759|issue:45902", + "issue:43596|issue:46165", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:42915|issue:45399", + "issue:43404|issue:45005", + "issue:44360|issue:44512", + "issue:43873|issue:45005", + "issue:44492|issue:44512", + "issue:44530|issue:45005", + "issue:44918|issue:45507", + "issue:45183|issue:46463" + ], + "prepared_review_unit_hash": "871acc32de4412ad86ac9684062757c0b1a62227591c2a0003dc80a4c0559eee", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38032, + "estimated_input_tokens": 9508, + "estimated_eval_tokens": 19272 + }, + "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. Only two soft pairs look plausibly duplicate enough to merge: the remote-code/custom-module loading reports, and the input_ids/inputs_embeds validation/error-message reports. Most other pairs are different models, different code paths, or just share broad subsystem language.", + "confidence": 0.43, + "canonical_issue_reason": "issue:45632 is the clearest concrete bug report in the closest duplicate subcluster: a remote_code cache-path collision causing the wrong module to be loaded for local models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45632 is the strongest representative because it names a specific, actionable failure mode rather than a vague symptom or a docs/example issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both mention v5/config breakage, but one is StableLm pad_token_idx and the other is a broader PretrainedConfig/pydantic regression; not the same bug." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/version incompatibility and Gemma4 device mismatch are different failures with different code paths." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure and gpt-oss GGUF support are unrelated model-compatibility requests." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "bitsandbytes init argument breakage is unrelated to the Sam3 bf16 compilation regression." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are shape-related, but one is a generic mask/index mismatch and the other is a Qwen3.5/trl embedding unpacking issue." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and bf16 compilation regression are different bugs." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and streaming chat/completions failure are different model/runtime issues." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "gpt-oss GGUF architecture support and Qwen3.5 streaming inference failure are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Both involve recent-version breakage, but one is init_empty_weights/_is_hf_initialized and the other is a PretrainedConfig field regression." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM and tied-weights translation-model issues do not share the same concrete failure mode." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PretrainedConfig/pydantic breakage." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "YOLO multi-GPU device_map problem and Sam3 compilation regression are different code paths." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but one is mask length mismatch and the other is zero3/BertModel initialization; not the same issue." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "GraniteMoEHybrid invalid method calls are unrelated to the Sam3 bf16 compilation regression." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch/transformers incompatibility are too broad and unrelated to treat as the same bug." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Image preprocessor dtype mismatch and Qwen3.5 video token/feature mismatch are different multimodal failures." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both are about Siglip2 quality, but one is a relative embedding-quality complaint and the other is a pipeline/AutoModel wrong-output report; not clearly the same bug." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Video-input regression in Qwen models and Qwen3.5 video template mismatch are related only by modality, not by a specific shared bug." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Nemotron example breakage and YOLO multi-GPU loading are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping and uninitialized inv_freq after meta->to_empty are different model-initialization bugs." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Deepspeed zero3/BertModel index error is unrelated to trust_remote_code resume-loading behavior." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code config_class AttributeError are different failures." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different models and different symptoms: image dtype mismatch vs Qwen3.5/TRL embedding unpacking." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error is unrelated to the Qwen3.5 mask/embedding mismatch." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model-in-notebook breakage and flash-attn2 fallback blocking are different issues." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss and GLM5 are unrelated model-specific reports." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to the same remote_code/custom-module resolution problem: a bad cache/path selection leads to loading the wrong module after save/load." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure and flash-attn2 fallback behavior are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Mistral3 tied-weight bug and translation-model tied-weight issues are both about weights, but not the same concrete code-path problem." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer discussion and a docs typo do not duplicate each other." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior and tied-weights translation-model regressions are different." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed run-command docs mention are unrelated documentation issues." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and tied-weights translation-model issues are different bugs." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "These look like the same validation family bug: XOR-based input_ids/inputs_embeds checks producing wrong or misleading decoder-validation errors across models, with T5 as one instance." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet: it correctly treats this as a mostly heterogeneous cluster, and the two accepted soft pairs are plausible same-bug families. The remote_code/custom-module pair is a clear match, and the input_ids/inputs_embeds validation pair is a reasonable conservative merge candidate. No soft-edge verdict overstates the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 4, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45005", + "issue:45020", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:44863|issue:45005", + "issue:43975|issue:44292", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:43644|issue:43950", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43054|issue:45701", + "issue:45920|issue:46489", + "issue:43828|issue:44928", + "issue:38175|issue:43054", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:42947|issue:43856", + "issue:41553|issue:43883", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:43782|issue:44960" + ], + "prepared_review_unit_hash": "d43eb3062a80d68a617efbdcd3123cdab14ab3317b74354869069485030365b2", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "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": "Mostly a noisy cluster of distinct Transformers issues, but the non-persistent-buffer regression subcluster is broader than initially noted: issue:43950, issue:43644, issue:44534, and issue:45902 all describe the same v5 buffer-corruption/fill-with-junk problem. The other accepted duplicate subclusters remain StaticCache.get_seq_length return-shape issues and Gemma4 quantized embedder dtype casting.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43950 is the clearest and broadest representative of the non-persistent-buffer regression, and it matches the closely related reports in issue:43644, issue:44534, and issue:45902.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best anchor because it states the regression most directly and covers the full duplicate family around non-persistent-buffer corruption in Transformers 5.x.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Different bugs: NemotronH checkpoint loading vs tied-weights behavior in translation models." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Unrelated model-specific failures: DeepSeek-Coder detokenization vs Qwen-3-8B-NVFP4 loading." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and likely different code paths." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs/example errors for SigLIP2 vs a text-embedding quality regression; not the same bug." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 non-persistent-buffer corruption/fill-with-junk regression." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different issues: custom trainer argument mismatch vs DeepSpeed ZeRO-3 load-time IndexError." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying v5 non-persistent-buffer corruption regression; both describe junk-filled/corrupted non-persistent buffers." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both involve quantization/storage, but the concrete failures and code paths differ." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; 46932 reads like a duplicate/fix-up report." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality issue vs a generic tokenization-change report; not the same defect." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Tokenizer regressions for different model families; too little evidence they share one concrete code-path bug." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different failures: autocast dtype mismatch for Phi MoE vs Qwen3.5 FlashAttention/position_ids crash." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Related SigLIP2 complaints, but one is a quality symptom and the other is a broader HF-vs-JAX discrepancy." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same StaticCache.get_seq_length contract bug: returning a tensor/device-bound value instead of a plain int-like scalar." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same non-persistent-buffer corruption family; 45902 is a concrete manifestation after meta -> to_empty(cuda) materialization." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Related SigLIP2 reports, but one is a symptom and the other is a broader HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5 issues: FlashAttention packed-sequence misinterpretation vs CPU-offload incompatibility." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to non-persistent-buffer initialization." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different memory/training regressions: LoRA checkpointing ineffectiveness vs int4 quantization OOM." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic load-time noise vs a distinct model-loading failure for ScandiBERT." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Completely different training/early-stopping issues." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug vs FlashAttention import error on Python 3.13." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic loading noise vs a distinct model-loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both touch remote_code, but one is missing fields in AutoConfig and the other is broad model-loading breakage." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model/configuration failures: ZeRO-3 load IndexError vs FineGrainedFP8Config failure." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different causes and symptoms: LoRA checkpointing vs MoE training memory inefficiency." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad error message for AutoTokenizer loading Voxtral is unrelated to Molmo tied-weights metadata." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure for a specific model vs FlashAttention2 fallback gating logic." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for a Qwen VL class vs bitsandbytes Int8Params incompatibility." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error vs GLM5; no clear shared bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the soft-edge verdict for issue:43644 vs issue:43950 is not grounded in the packet. The titles are both about Transformers v5 filling/corrupting non-persistent buffers, so this looks like the same regression subcluster, not a different bug. The provided reason also references remote-code field loss, which is a different issue (issue:43643), suggesting a mismatch. As a result, the summary undercounts the non-persistent-buffer duplicate set." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 5, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45081|issue:45399", + "issue:45685|issue:45823", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:41553|issue:43881", + "issue:43828|issue:45823", + "issue:42491|issue:44368", + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:43881|issue:43883", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:43827|issue:44509", + "issue:45488|issue:46489", + "issue:45020|issue:46661", + "issue:43404|issue:43950", + "issue:46894|issue:46897", + "issue:43257|issue:45305", + "issue:43792|issue:44220", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:24643|issue:30064", + "issue:44479|issue:44560", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:41553|issue:44991", + "issue:44863|issue:46402" + ], + "prepared_review_unit_hash": "e45cff73187509af410e2450b4caca93097e2922275acfa5353339d09562a5e0", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36987, + "estimated_input_tokens": 9247, + "estimated_eval_tokens": 18750 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous and not a single duplicate cluster. I only see four believable duplicate pairs: two exact/near-exact bug reports, one docs cleanup pair, and one likely shared Qwen video regression; the rest look like adjacent but distinct failures.", + "confidence": 0.84, + "canonical_issue_reason": "There is no single canonical issue for the whole set because the items span many unrelated bugs. If one representative has to be chosen, 46894 is the best anchor because it is the clearest, broader report for the only strong duplicate pair and is still open/reusable for triage.", + "canonical_pr_reason": null, + "best_issue_reason": "46894 is the strongest global issue representative: it is detailed, open, and directly matches 46897\u2019s same underlying training-loss double-shift bug, making it the best triage anchor among the true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Related tokenizer/attention internals, but these are different bugs: Mistral regex loading vs flash-attn2 fallback gating." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different failures: MPS int histogram in MoE vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Both are compatibility regressions, but one is remote-code loading and the other is a forward/device-map issue." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Model-registration helper bug and remote-code loading breakage are different code paths." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and errors; one is a bad tokenizer message, the other is a GLM load failure." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch for Phi-tiny-MoE is unrelated to Gemma4 device placement." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen/LoRA, but one is weight conversion on hf4.x and the other is a config warning about tie_word_embeddings." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer-related, but remote-code breakage and Kimi codec handling are distinct regressions." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they hit different methods and likely different hot spots." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Two separate model-loading failures with different missing pieces." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes init-arg incompatibility is unrelated to YOLO multi-GPU device-map behavior." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite config unwrapping and remote-code config_class handling are different loader bugs." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup: stale references to removed pipeline tasks after the v5 removals." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both touch DeepSeek tokenization, but one is a ByteLevel/Metaspace override bug and the other is a separate DeepSeek-Coder output regression." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both involve remote-code models, but the failures are different and not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Weight tying in Mistral3 and non-persistent buffer corruption are unrelated regressions." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same training-loss double-shift bug pattern reported for two models; clearly the same underlying issue." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is ZeRO-3 weight loading and the other is gradient averaging with loss kwargs." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Likely audio-related, but the reports are too different to call duplicate from titles alone." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different bugs: Trainer API TypeError vs tensor/mask shape mismatch." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing symptoms differ: PEFT/LoRA ineffectiveness vs missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 load failures on Qwen variants, but the model families and failure details differ." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different load failures." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely unrelated: DeepSpeed weight-shape error vs image processor void-segmentation failure." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Likely the same v5.3.0 video-input regression in the Qwen3/Qwen2.5 VL family, with 44560 as a model-specific manifestation." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Gradient explosion NaNs and flash_attention s_aux=None crashes are different failure modes." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask/index shape mismatch IndexError; these read like duplicate reports of the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading issues, but they concern different models and different error behavior." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different models and different loader failures; not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The four accepted soft pairs are all plausible from the titles/bodies, and choosing 46894 as the representative issue is reasonable because it is open and clearly matches 46897. No obvious overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 6, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45672", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:46899" + ], + "soft_pairs": [ + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:44155|issue:45584", + "issue:45663|issue:45823", + "issue:41553|issue:44488", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:43950|issue:45834", + "issue:43716|issue:44560", + "issue:43645|issue:43646", + "issue:42617|issue:43366", + "issue:44910|issue:46858", + "issue:44560|issue:45685", + "issue:36010|issue:42915", + "issue:43550|issue:44910", + "issue:44683|issue:46515", + "issue:44560|issue:44918", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:45672|issue:46899", + "issue:42491|issue:43720", + "issue:43632|issue:45834", + "issue:44661|issue:44805" + ], + "prepared_review_unit_hash": "3765715a0b1766995130bc82003112b3a8de5edd412aec9e75a975ea2e694f52", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37490, + "estimated_input_tokens": 9373, + "estimated_eval_tokens": 19002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose topical group around Transformers regressions, but only a few pairs look like true duplicates; the rest are different model/code-path failures despite superficial similarity.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different models and failure modes: Qwen3.5 PagedAttentionCache/linear_attention crash vs NemotronH checkpoint loading." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated bugs: GGUF gpt-oss architecture support vs Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Both mention Qwen/MoE-ish areas, but one is GGUF architecture support and the other is a sliding_window behavior bug." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Bert/Zero3 init IndexError is a specific loading bug; the other is a broad torch 2.4.1 incompatibility report." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different Qwen families and different bugs: rope scaling for Qwen2.5-VL vs uninitialized inv_freq after meta->to_empty on Qwen3_5Moe." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No shared code path; GGUF gpt-oss support is unrelated to a missing Float8 storage type error." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different scope and root cause: Zero3/Bert index error vs general torch version incompatibility." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 track-leak bug and Whisper empty-transcription bug are separate pipelines." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4, but one is FSDP2 shared_kv_states rebuild KeyError and the other is a device mismatch in PLE forward." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading issues, but Voxtral AutoTokenizer error and cjvt/sleng-bert load failure are different models and symptoms." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and meta-device loading regressions are distinct problems." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Importing Qwen2_5_VLForConditionalGeneration is an export/API issue; meta-device loading is a separate code path." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption during from_pretrained is unrelated to Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 dtype mismatch in image preprocessing and Qwen3-vl StopIteration are different multimodal bugs." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Both report Transformers 5.0.0 breaking custom model initialization; the notebook case is just a narrower manifestation of the same regression." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to GGUF gpt-oss model support." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3.5 flash-attention memory access and static-cache seq_length tensor arithmetic are different bugs." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl video StopIteration and MPS histogram_mps Int support are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error and Qwen3Moe FP8 loading failure do not share the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and Qwen3.5 flash-attention crash are separate code paths." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "torch>=2.9 flex_attention compile failure is not the same as a torch 2.4.1 incompatibility report." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both are Qwen3.5-adjacent, but one is a video embedding StopIteration and the other is an SFT embedding unpacking failure." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but Granite token IDs and DeepSeek-Coder v1 output are different model-specific bugs." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 PLE device mismatch is a specific forward-path bug; the other is a generic torch version incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES add-new-model-like failure is unrelated to Gemma4 device placement in forward." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen3-vl video StopIteration and a generic mask/index shape mismatch are not the same failure." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying Siglip2-base-patch16-224 regression: wrong/zero probabilities and nonsensical outputs from AutoModel/pipeline." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": true, + "reason": "Both describe model loading broken by stricter config validation; same regression class, just different affected configs." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3 Bert index error and TOKENIZER_MAPPING_NAMES add-new-model-like failure are distinct issues." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Bert Zero3 initialization crash is unrelated to add-new-model-like token mapping handling." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 4-bit quantization/dtype-cast problem in multimodal/audio-vision embedders; the latter is a broader symptom set of the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3_moe LoRA compatibility across hf4.x/hf5.x and BitNet packed-weight unpacking are different loading regressions." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression and Kosmos2.5 long OCR index errors are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Token-mapping model registration failure and mask/tensor shape IndexError are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and is suitably conservative: it frames the cluster as mostly topical noise around Transformer regressions, and the accepted soft pairs are all plausibly same-regression cases from the titles alone. The rejected pairs also avoid overclaiming duplicates across different models/code paths. No evidence of overstating the links." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 7, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44756", + "issue:44863", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45812", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:46459|issue:46512", + "issue:43644|issue:43645", + "issue:44488|issue:44991", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:43856|issue:43873", + "issue:42491|issue:45292", + "issue:42491|issue:45335", + "issue:43854|issue:43931", + "issue:43708|issue:44075", + "issue:43856|issue:44387", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:46897|issue:46901", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:44910|issue:45588", + "issue:44402|issue:44488" + ], + "prepared_review_unit_hash": "813f8bcec6d10bccbe50b6887062af01c51679819e10848eb6bb69b0641ac2de", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36058, + "estimated_input_tokens": 9015, + "estimated_eval_tokens": 18286 + }, + "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, with a few near-duplicate issue pairs around the same v5 behavior. The only clear duplicates are the non-persistent-buffer junk regression and the resize_token_embeddings output-embedding regression.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 43644 is the broadest, most central representative of the cluster\u2019s clear duplicate subset: it describes a general Transformers 5.0.0 regression and has a near-identical duplicate in 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the best global issue anchor because it states the regression at the highest level, is not model-specific, and cleanly captures one of the strongest duplicate groups.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory/offload-related, but they describe different failures: dequantized model loading with device_map=auto vs disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is a zero-probability inference bug and the other is a docs example/model-processor/quantization issue." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying Transformers 5 regression: non-persistent buffers being initialized with junk; titles are essentially the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both involve Qwen3, but one is an auto-device-map CUDA assert and the other is a FineGrainedFP8Config failure." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Completely different bugs: Qwen3Moe FP8 config failure vs mmap/offload OOM behavior." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different symptoms and code paths: LoRA model compatibility across HF versions vs resize_token_embeddings not updating embeddings." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: GLM5 vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Similar load-failure wording, but different model repos and no clear evidence they share the same concrete bug." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading is unrelated to Qwen3.5 TP plan omissions." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different operations: ZeRO-3 weight loading for language_model vs save_pretrained saving wrong visual encoder keys." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different models and issues: GraniteMoEHybrid invalid method call vs broken Nemotron example." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both dtype-related, but one is loading composite checkpoints with ignored dtype and the other is from_config(dtype=...) leaving config stale." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is a buffer-initialization regression; the other is a Jupyter/custom-model initialization breakage." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading reports, but they affect different repositories and the concrete failure modes are not established as the same." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE loading under accelerate/deepspeed is unrelated to a GLM-4.7-Flash unit-test load problem." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same SigLIP2 family, but the first is a documentation example with processor/quantization errors and the second is nonsensical model outputs via AutoModel/pipeline." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading or memory, but one is Qwen3 MoE training inefficiency and the other is quantization offloading not behaving as expected." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA checkpoint compatibility issue vs a generic resize_token_embeddings output_embeddings bug." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different bug classes: LoRA model incompatibility after HF upgrade vs T5Gemma embedding resize not propagating." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures: GLM-4.7-Flash test failure vs Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume step calculation vs SGD optimizer arguments not being used." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is training inefficiency in Qwen3 MoE and the other is a 5.x int4 CUDA reserved-memory OOM regression." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 issue vs sinq save/load corruption; unrelated models and code paths." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights unexpected argument are separate loading/saving bugs." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings regressions, but one is Gemma4-specific output/embedded-layer syncing and the other is T5Gemma decoder.embed_tokens; not clearly the same code path." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Both are training-loss double-shift reports, but they are for different models and no evidence shows they share the same implementation." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer behavior regressions, but one is LlamaTokenizer overriding ByteLevel pre-tokenization and the other is AutoTokenizer producing wrong IDs for Granite models." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different failures: Qwen3.5 chat generation crash vs Gemma4Processor missing _tokenizer in transformers serve." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Flash-attention crashes, but one is Qwen3.5 illegal memory access from 3D position_ids and the other is s_aux=None AttributeError on sink-less models." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch for a specific model vs a separate model-loading regression; not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative on the soft edges. The chosen anchor issue 43644 is a reasonable broad representative for the non-persistent-buffer regression cluster, and the only accepted pair (43644/44534) is strongly supported by nearly identical titles. One minor note: the resize_token_embeddings cluster is also a strong duplicate set and should be thought of as including 45276/45335 (and 45292 as a related report), but the analyst\u2019s phrasing still captures that safely." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 8, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44589", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829", + "issue:47228" + ], + "soft_pairs": [ + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:44291|issue:44756", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:43404|issue:43454", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:44079|issue:46829", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:42947|issue:43381", + "issue:36010|issue:39404", + "issue:43957|issue:44756", + "issue:44155|issue:45823", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:45276|issue:45292", + "issue:44863|issue:46468", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:43645|issue:44164", + "issue:43425|issue:47228", + "issue:44589|issue:44756", + "issue:44402|issue:44451" + ], + "prepared_review_unit_hash": "bd6e17b1d2fd21634dbd22b52bdb38117248aaa364d71539d8418960db1f7130", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37299, + "estimated_input_tokens": 9325, + "estimated_eval_tokens": 18906 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers bug reports that were only loosely matched by text similarity. The only clear duplicate family is the `resize_token_embeddings` / `output_embeddings` regression, with a generic report and two model-specific variants.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45292 is the cleanest generic report of the `resize_token_embeddings` bug, and it subsumes the more specific `gemma4` and `t5gemma` variants in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best representative issue because it describes the underlying bug in the broadest, most reusable way and matches the strongest duplicate candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Both are version/load regressions, but they describe different failures (`torch 2.10` incompatibility vs `torch.device('meta')` loading break) and different affected paths." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different problems: SigLIP2 doc example errors vs a generic GLM5 issue." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "`init_empty_weights` TypeError and Strix Halo mmap OOM are unrelated load-time bugs." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different model families and different failure modes: Qwen3 device-map CUDA assert vs AudioFlamingo3 token/embedding leakage." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "One is an FSDP2 attention state bug in Gemma4; the other is an `AutoModelForCausalLM.from_config` text_config unwrap issue for Qwen multimodal configs." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention untied `lm_head`, but they are separate model-specific reports rather than the same concrete code-path bug." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with LoRA and an apex RMSNorm memory leak are unrelated issues." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are quantization-related, but one is an offloading problem and the other is increased reserved memory/OOM; not the same bug." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Different output-structure bugs: `ModelOutput` key assignment vs VideoPrism returning the wrong tensor in `hidden_states`." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 key error and Qwen3.5 MoE CPU-offload rotary embedding incompatibility are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different models and quantization paths (`NVFP4` load error vs `MXFP4` fallback to bf16)." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both concern gradient checkpointing, but one is ineffective LoRA checkpointing and the other is an eval-mode restriction." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for `GenerationMixin` and Whisper `return_language` pipeline regression are distinct issues." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "A `meta`-device model-loading regression and a Strix Halo mmap/OOM workaround are different bugs." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batching corruption and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Gemma4 FSDP2 attention bug are different code paths." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory pressure, but int4 reserved-memory growth is not the same as mmap-related OOM on Strix Halo." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying `resize_token_embeddings`/`output_embeddings` bug; 45292 is the broader generic report and 45276 is a model-specific manifestation." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Both mention Nemotron, but one is a checkpoint-loading failure and the other is a broken official example; not clearly the same fix." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Qwen VL video regression and strict `granite_speech` config loading are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode and RLHF NaNs from 3D position_ids/SDPA fallback are different bugs." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "`extra_state` save/load handling and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenizer behavior, but BPE marker handling and `continue_final_message` for `mistral_common` are different issues." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sinkless-model crash and Gemma4 FSDP2 shared-kv-state rebuilding are unrelated." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/from_pretrained around custom models, but one is permissions propagation and the other is wrong-module loading." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: model loading in unit tests vs Qwen3.5 checkpoint save correctness." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same `resize_token_embeddings` regression affecting output embedding updates; 45335 is just the t5gemma-specific report." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and `meta`-device loading break are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom model initialization in Jupyter and `extra_state` save/load failure are different problems." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Both are version-related regressions, but Torch 2.10 incompatibility and Sam3 bf16 compilation regression are not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Missing `Float8` storage and Strix Halo mmap OOM are separate runtime issues." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and ScandiBERT loading failure are not the same underlying bug, even if they may be related at a high level." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: most pairs are clearly different bug reports despite text similarity, and the only well-supported duplicate family is the `resize_token_embeddings` / `output_embeddings` regression centered on issue 45292 with the two model-specific variants. The accepted soft edges are conservative and appear mergeable into a single fix family." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 9, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46821", + "issue:46869", + "issue:46894", + "issue:46897", + "issue:46899", + "issue:46901" + ], + "soft_pairs": [ + "issue:43646|issue:43708", + "issue:46894|issue:46901", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:44530|issue:45084", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:46869", + "issue:39404|issue:46665", + "issue:44683|issue:45823", + "issue:43425|issue:43716", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:43994|issue:44079", + "issue:43906|issue:44530", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:44265|issue:44898", + "issue:46050|issue:46326", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:44671|issue:44991", + "issue:39404|issue:44912", + "issue:45823|issue:46899", + "issue:45479|issue:46894", + "issue:44164|issue:46821", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:45479|issue:46897" + ], + "prepared_review_unit_hash": "6b5e6ada28271c42022ff21aa53e798507cd82727a6c15d56fdbc0f688aa6e3e", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36685, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set with a few loose same-family regressions. I would anchor the cluster on the broad Transformers 5.0 custom-model initialization regression, and only treat the training-loss double-shift pair as a likely duplicate match.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 43646 is the broadest, most representative report of the repeated Transformers 5.0 custom-model initialization regression family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 best captures the main user-facing regression theme here and is the most suitable anchor for triage among the issues provided.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Different failure modes: custom model initialization/loading versus Trainer checkpoint-resume step counting." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": true, + "reason": "Both describe the same training-loss double-shift / labels[..., 1:] misalignment pattern, so they look like the same underlying bug." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version compatibility breakage and autocast dtype mismatch are different code-path problems." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer conversion slowdown and CodeLlama space-stripping regression are unrelated symptoms." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite and slow convert_tokens_to_ids are distinct tokenizer regressions." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and template compilation failure are different subsystems and bugs." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression and broad tokenization changes are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Base_model_prefix loading failure and notebook-specific custom model initialization are related only at a very high level." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch 2.10 incompatibility and YOLO multi-GPU device-map failure are separate issues." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline behavior change and from_pretrained-inside-classes inconsistency do not share a concrete code path." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are unrelated failures." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Generic torch compatibility and Mistral-3 dtype mismatch are different problems." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen video-input regression and a generic mask shape IndexError are not the same underlying bug." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and non-template-node compilation failure are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs regressions, but they cover different removed/changed API mentions and should not be merged as duplicates." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 wrong outputs and ModelOutput key assignment are different layers of behavior." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue and a PagedAttentionCache crash are not the same change or bug." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "save/from_pretrained extra_state handling and composite-config unwrapping are different loading/saving issues." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and gguf_file loading breakage are unrelated tokenizer/model-loading failures." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failure on torch_compilable_check and Perceiver interpolation failure are different code paths." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "sinq save/load breakage and continue_final_message behavior are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "This is an isolated repro of a different issue, not the same tokenizer bug as continue_final_message." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer load failure for EMBEDDIA/est-roberta and Mistral regex patch backend_tokenizer error are separate tokenizer-loading problems." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM regression and tokenizer loading failure on another model are not the same bug." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 device-map forward mismatch and unsafe dtype casting in multimodal embedders are different bugs." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Degenerate zero-loss classification bug and training-loss double-shift bug are not the same concrete failure." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state save/load handling and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE memory usage and Strix Halo mmap OOM avoidance are different performance/memory issues." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO3/BertModel indexing failure and compiled flex_attention torch>=2.9 breakage are unrelated." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Zero-loss sequence-classification bug and Florence2 training-loss double-shift bug are distinct code-path problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it correctly centers the clear Transformers 5.0 custom-model initialization family, and the only accepted soft-edge pair (46894/46901) is plausibly the same double-shift bug pattern. The remaining soft-edge rejections are cautious and well-justified from the issue titles/body metadata." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 10, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43317", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43931", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:47050" + ], + "soft_pairs": [ + "issue:43299|issue:43931", + "issue:44488|issue:44987", + "issue:43632|issue:47050", + "issue:44488|issue:45081", + "issue:43611|issue:43644", + "issue:36032|issue:42915", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:44661|issue:44683", + "issue:32090|issue:39404", + "issue:43643|issue:44530", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:43541|issue:45084", + "issue:44737|issue:45859", + "issue:40990|issue:43421", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:42175|issue:46178", + "issue:40444|issue:46326", + "issue:36032|issue:43645", + "issue:43582|issue:43632", + "issue:44206|issue:44220", + "issue:43452|issue:43482", + "issue:44987|issue:44991", + "issue:44811|issue:45584", + "issue:45084|issue:45507", + "issue:43317|issue:43482" + ], + "prepared_review_unit_hash": "2d44c95f647e66d3b17960c87ad0a00c17eb3f79605eb10f0a4f87aa972c05c5", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36710, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of distinct Transformers regressions, especially around v5 model/tokenizer loading, initialization, and a few model-specific failures. Only a couple of soft pairs look close enough to be true duplicates; most are related thematically but not the same underlying bug.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 43646 is the broadest and most representative user-facing regression in the set: it describes generic custom model initialization breakage in Transformers 5.0.0 and overlaps conceptually with several other v5 init/loading complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best single issue to anchor the cluster because it is general, clearly phrased, and covers the core v5 initialization regression theme better than the model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-VL loading failures, but one is a generic v5 breakage report and the other is a specific weight-shape mismatch; too likely to be different root causes." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both mention model loading regressions, but they target different models and do not point to the same concrete code path." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "Unrelated failures: one is an internal flag regression, the other is an ONNX dtype mismatch in Canine attention." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different subsystems and symptoms: general tokenizer loading vs a Mistral regex patch crash." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 model-init regressions, but one is about base_model_prefix loading and the other about non-persistent buffers; not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer special-token method conflict vs Qwen3Moe FP8 config failure; no shared code-path." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-related, but one is AutoTokenizer ignoring tokenizer.json and the other is a DeepSeek-Coder tokenizer output regression; too different." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Different model families and problems: BPE marker handling vs untied lm_head weights." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different CLIP structure vs SAM3 text encoder weight loading; not a duplicate." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch and a template compilation error are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "One is a model-registration edge case, the other is a torch flex_attention compilation regression." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and Whisper return_language pipeline behavior are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss vs PagedAttentionCache invalid group type; different layers entirely." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both involve model loading failures, but they appear to be separate model-specific regressions." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both are Qwen-related, but one is FP8 config handling and the other is cache/group-type handling; not the same issue." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Different runtime failures: Dynamo tracing grouped_mm error vs template-node compilation error." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both involve device/offload concerns, but they affect different models and different code paths." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression and runtime post-processor update behavior are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token counting bug vs Qwen2.5-VL iterable dataset failure; no overlap." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions around model initialization, but one is a buffer-initialization issue and the other is a generic custom-model init failure; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Different backend/package problems: missing tensorflow in extras vs unsupported tensorflow_text backend mapping." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Qwen2.5-VL multi-image finetuning failure and Mistral-common continue_final_message behavior are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method name conflict vs custom model initialization in notebooks; different failures." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator TypeError and _is_hf_initialized regression do not share a concrete bug." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same audio feature-extraction path; the unsupported center argument crash is plausibly the same `_torch_extract_fbank_features()` bug." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both are GGUF loading regressions under Transformers v5 and look like the same loader-path breakage affecting different entry points/models." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5 tokenizer loading failures, but they involve different repositories and likely different tokenizer configs." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but batch_decode skip_special_tokens and empty transcription after align_special_tokens are not the same bug." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Completely different issues: template compilation error vs GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Device-map/offload loading failure vs GGUF loading failure; different code paths and symptoms." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The cluster summary accurately reflects a loose grouping of mostly distinct v5 loading/initialization regressions, and the two accepted soft pairs are plausibly the same bugfix area without overclaiming. No clear evidence of overstated duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 11, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43208", + "issue:43262", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45987", + "issue:46326", + "issue:46661", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47013" + ], + "soft_pairs": [ + "issue:43746|issue:46326", + "issue:43262|issue:43377", + "issue:43208|issue:47013", + "issue:44403|issue:45081", + "issue:43792|issue:46869", + "issue:43645|issue:46661", + "issue:43646|issue:44534", + "issue:42915|issue:45084", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:43404|issue:44466", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:44451|issue:45081", + "issue:43994|issue:44610", + "issue:44062|issue:44987", + "issue:44464|issue:45987", + "issue:43883|issue:44488", + "issue:44008|issue:46899", + "issue:44265|issue:44610", + "issue:42915|issue:44589", + "issue:43531|issue:44877", + "issue:43322|issue:43540", + "issue:36032|issue:41720", + "issue:43632|issue:46821", + "issue:44479|issue:45325", + "issue:43089|issue:45987" + ], + "prepared_review_unit_hash": "24a662f149c0c97ecda94acb9c4f3cf351203668fdc7272025aaf162540936c2", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36615, + "estimated_input_tokens": 9154, + "estimated_eval_tokens": 18564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated bug reports. The Qwen VL items are only loosely family-related, but the packet does not justify treating them as the same duplicate bug; 44849 is a separate hidden-states symptom, and 44479 vs 45325 is still too weak to merge confidently.", + "confidence": 0.69, + "canonical_issue_reason": "issue:44479 is the best representative of the Qwen VL regression family: it is broader than 45325 and explicitly covers multiple affected Qwen VL variants in v5.3.0.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest standalone issue to anchor this small Qwen VL subgroup because it is the broadest and clearest regression description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "Different components and failure modes: GraniteSpeech PEFT checkpoint loading vs tokenizer chat-template continuation behavior." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both are audio-related, but one is a 16kHz default mismatch in chat templating and the other is missing padding-mask support in MIMI batching." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Related xLSTM area, but 43208 is a broad multi-bug training report while 47013 is a specific return_last_states unpacking crash." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated bugs: loading noise vs Mistral regex patch crash." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Completely different models/subsystems: Whisper runtime failure vs YOLO multi-GPU device-map failure." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both involve model initialization, but one is a Jupyter/custom-model regression and the other is a remote-code config_class AttributeError in from_pretrained." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both concern v5 model initialization changes, but the second is specifically about non-persistent buffer serialization, not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "No shared code path beyond both being Transformers errors; Qwen3MoE FP8 loading is unrelated to template compilation errors." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "The titles point to different symptoms: output_hidden_states=True in Qwen3.5 vs get_rope_index temporal position scaling in Qwen2.5-VL, with no evidence they are the same bug." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-model correctness issues, but they affect different model families and different mechanisms (padding mask vs STE mismatch)." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different loading failures with no clear shared bug beyond both touching tokenizer/model loading." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Both are Trainer-related, but early stopping metric selection and num_input_tokens_seen tracking are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head tying, but one is a specific model class missing tied weights and the other is device-dependent serialization behavior." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different regressions: Qwen3MoE FP8 config failure vs init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer construction error for T5 vs key error loading a specific MobileLLM model." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer/model loading failures; no evidence they share the same underlying bug." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different vision issues: nonsensical outputs from AutoModel/pipeline vs processor/model input-size mismatch." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword collision is unrelated to loading physical-intelligence/fast." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Both touch generation/cache behavior, but one is chunked generation inconsistency under compilation and the other is a cache-length return-type contract bug." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different problems: missing all_tied_weights_keys vs inability to load a specific BERT model." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal, but the failures are in different model families and unrelated code paths." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export + torch_compilable_check is unrelated to OmDet-Turbo processor image-size handling." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 quantization/model config failure is unrelated to missing Float8 storage deserialization." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug is unrelated to strict config loading for granite_speech." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal failures: Llava Next loading crash vs Qwen3OmniMoe video-input processing error." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer load-time exception vs GPU device-map runtime assert are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Both mention v5-era regressions, but one is _is_hf_initialized flag behavior and the other is a TimesFM window_size attribute error." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "These look like the same Qwen VL regression family, but the packet only supports a shared-family relation, not a confident same-bug duplicate merge." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead is unrelated to a StaticCache return-type bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly conservative, but one soft-edge verdict is too strong: `issue:44849` \u2194 `issue:45325` is not well grounded by the packet. The titles point to different symptoms (`output_hidden_states=True` in Qwen3.5 vs `get_rope_index` temporal position scaling in Qwen2.5-VL), and the packet does not provide evidence they are the same bug. `issue:44479` \u2194 `issue:45325` is a more plausible shared-family relation, but even that is only weakly supported. Because the analyst accepted a likely non-duplicate pair, I can\u2019t accept the output." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 12, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43872", + "issue:43883", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899" + ], + "soft_pairs": [ + "issue:43425|issue:44403", + "issue:45216|issue:45357", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:44991|issue:46315", + "issue:44220|issue:44683", + "issue:43872|issue:44291", + "issue:43716|issue:46899", + "issue:44403|issue:44991", + "issue:43381|issue:45923", + "issue:43883|issue:44991", + "issue:45812|issue:46491", + "issue:42796|issue:43746", + "issue:33666|issue:40444", + "issue:44291|issue:44589", + "issue:43632|issue:44756", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43421|issue:44568", + "issue:41720|issue:45081", + "issue:42175|issue:45542", + "issue:44462|issue:45812", + "issue:43482|issue:45538", + "issue:43296|issue:46821", + "issue:44079|issue:44534" + ], + "prepared_review_unit_hash": "ac96bc0c33327a68a93c4bbbbd365a1789dbbd732d08dfb5f52d51afe6fe3c3f", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36488, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is an over-broad mix of mostly unrelated Transformers v5 regressions (tokenizers, model loading, multimodal, packaging, and torch-compatibility). None of the soft pairs look like the same concrete bug/change, so I rejected all soft edges.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 44991 is the most centrally connected and broadly framed in this set, and it best represents the tokenizer/regression-heavy portion of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "44991 is the best overall issue representative here because it is the most connected node and captures the common v5 regression theme better than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Different problems: torch-version compatibility vs. noisy logging when loading a transformer." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5 save_pretrained, but one is general checkpoint correctness and the other is incorrect visual-encoder key naming; not the same concrete bug." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM vs. a Qwen3-MoE sliding_window issue; different code paths and symptoms." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multi-image finetuning/dataset handling vs. Qwen2.5-VL still-image rope indexing; related model family, different bug." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading regression vs. non-persistent buffer initialization; different underlying failures." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure vs. slow convert_tokens_to_ids performance; not the same bug." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction issue vs. compiled flex_attention failure on newer torch; unrelated." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Both mention _is_hf_initialized, but one is a bitsandbytes Int8Params compatibility problem and the other is an init_empty_weights loading error; related, not duplicate." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Different multimodal dtype bugs in different models and code paths (Mistral-3 preprocessor/model mismatch vs. Gemma4 4-bit cast issue)." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Extra loading noise is not the same as a tokenizer load failure." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient-checkpointing restriction vs. missing supports_gradient_checkpointing flag; different bugs." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing all_tied_weights_keys vs. tokenizer loading regression; unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Granite token-ID regression vs. CodeLlama leading-space round-trip regression; both tokenizer bugs, but different behavior and root cause." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer post-processing/BPE-marker handling vs. PEFT local checkpoint loading; different subsystems." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Multi-GPU training support vs. iterable-dataset multi-image finetuning failure; not the same issue." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are loading-related regressions, but one is about an unexpected _is_hf_initialized argument and the other about missing Float8 storage; distinct failures." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag regression vs. mmap OOM avoidance on Strix Halo; unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure vs. Float8 storage lookup error; different models and code paths." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on a language model vs. Whisper batch_decode special-token handling; unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer marker handling vs. model accuracy regression after upgrade; different issues." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values vs. iterable-dataset multi-image finetuning; not the same bug." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure vs. missing pad_token_id on Llama4Config; different model-loading problems." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key bookkeeping bug vs. Gemma4 FSDP2 shared_kv_states KeyError; different code paths." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs. _is_hf_initialized loading error; not duplicates." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updating after special-token changes vs. add_special_tokens BOS/EOS omission; related tokenizer area, different concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "CUDA assert during Qwen3 auto device mapping vs. Mistral regex patch AttributeError; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Packaging/backend availability problem vs. tensorboard-only TF backend error; different dependency issues." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json vs. Granite token-ID regression; different tokenizer bugs." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure vs. CLIPTokenizer max-length constant; unrelated." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL load failure vs. TimesFM window_size AttributeError; different models and failure modes." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment bug vs. non-persistent buffer junk initialization; 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": 27, + "review_unit_index": 13, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43828", + "issue:43856", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44509", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909", + "issue:47217" + ], + "soft_pairs": [ + "issue:44509|issue:46909", + "issue:42175|issue:43296", + "issue:43317|issue:43856", + "issue:43611|issue:43646", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:43818|issue:46402", + "issue:44265|issue:45072", + "issue:43818|issue:45357", + "issue:40444|issue:45381", + "issue:43493|issue:43994", + "issue:45325|issue:45834", + "issue:44829|issue:45479", + "issue:45325|issue:45381", + "issue:43454|issue:44466", + "issue:40444|issue:47217", + "issue:44291|issue:44877", + "issue:42915|issue:43482", + "issue:43701|issue:45325", + "issue:43873|issue:45701", + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:40990|issue:45584", + "issue:44479|issue:45823", + "issue:43262|issue:43746", + "issue:35707|issue:41720", + "issue:43828|issue:46821", + "issue:34634|issue:35707" + ], + "prepared_review_unit_hash": "1f9b6b6b42f497f0be2c6e4dddeee77117e37b308aa058c51acf30fc2d34bb1f", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36291, + "estimated_input_tokens": 9073, + "estimated_eval_tokens": 18402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated model-loading, multimodal, tokenizer, and docs issues. The only pair that looks like the same underlying bug is the two SigLIP2 reports; the rest are too different to merge as duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "If a representative is needed, issue 43493 is the best anchor because it describes the underlying SigLIP2 implementation discrepancy most directly; 43994 reads more like a downstream symptom. That said, the overall cluster is too mixed to treat as one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43493 is the strongest issue to keep as the cluster anchor: it is concrete, model-specific, and closest to a root-cause report rather than a symptom-only complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation-related, but one is about removed pipeline task names and the other is a broken DIA example; different docs bugs." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend availability vs vLLM model loading failure are unrelated problems." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "One is a quantized model offload/loading failure; the other is a training memory-usage issue in Qwen3 MoE." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both concern v5 loading/initialization regressions, but they point to different code paths and failure modes." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both affect batched inference/training, but one is a padding-mask bug in MIMI and the other is a Gemma3 sliding-window NaN issue." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer serialization junk and ModelOutput key assignment are different internals." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different models and different loading defects: missing temporal attention/shared weights vs missing text-encoder weights." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/compilable-check failure is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Both are multimodal model regressions, but one is about Video-LLaVA architecture/weights and the other is about Qwen3.5 save_pretrained key names." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both involve VL inputs, but the first is multi-image iterable dataset finetuning and the second is a video position-id regression." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model family and both describe incorrect HF behavior leading to bad outputs; the latter looks like a symptom of the former discrepancy." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different multimodal indexing bugs: Qwen2.5-VL temporal rope scaling vs Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are degenerate training/loss bugs, but one is tied to flash_attention_3 and the other to single-label classification with num_labels=1." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL input bugs, but one is still-image temporal position scaling and the other is video vision_position_ids; not the same defect." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Tied lm_head weight serialization and inconsistent lm_head.weight saving are related thematically, but not the same specific bug." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Both mention VL image handling, but one is finetuning with multiple images per prompt and the other is placeholder placement in user text." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected init_empty_weights argument handling vs strict config rejection are distinct loading issues." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different quantization/loading failures in different models; no shared code-path evidence." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization behavior and tokenization differences across versions are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling is not the same as Qwen2.5-VL video position-id computation." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch for Bark is unrelated to torch.export failing on torch_compilable_check." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on a language benchmark and Whisper empty-transcription failure after token alignment are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are separate model-specific issues." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are different bugs." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values and Qwen3 device-map CUDA asserts are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and a TimesFM window_size AttributeError are different failures." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values have no common bug path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The soft-edge decisions are mostly appropriately negative, and the single accepted SigLIP2 pair is the only one with a plausible shared root cause from the provided titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 14, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43582", + "issue:43606", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46821" + ], + "soft_pairs": [ + "issue:41553|issue:43582", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:43257|issue:45923", + "issue:42796|issue:46209", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:45823|issue:46821", + "issue:43454|issue:45072", + "issue:42617|issue:42915", + "issue:40990|issue:42947", + "issue:46305|issue:46315", + "issue:43749|issue:44534", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:43572|issue:45759", + "issue:43317|issue:43873", + "issue:36331|issue:42617", + "issue:41720|issue:43322", + "issue:43322|issue:46050", + "issue:36331|issue:42915", + "issue:41720|issue:44977", + "issue:44877|issue:44991", + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:43450|issue:45701", + "issue:41720|issue:42617", + "issue:44466|issue:45357", + "issue:26413|issue:28530" + ], + "prepared_review_unit_hash": "586cea93f3e85558b8629cccd57a47973e24b157644790ac5d68d41fa5ed85bf", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37061, + "estimated_input_tokens": 9266, + "estimated_eval_tokens": 18788 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly noisy: many items mention loading/offloading/tokenization regressions, but they span different models and failure modes rather than one duplicate bug. I don\u2019t see a clearly safe issue-duplicate merge candidate, and there are no PRs here.", + "confidence": 0.35, + "canonical_issue_reason": "issue:43873 is the broadest and most central report in the offloading/quantization subset, so it\u2019s the best umbrella representative of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most suitable cluster anchor: open, broad, and closest to the recurring offload/quantization/device-map theme seen in the nearby reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Different components and failures: tokenizer loading error message vs Apple Silicon allocator TypeError." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER padding/truncation is unrelated to torch.export failures with torch_compilable_check." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device_map=auto, but the model families and failure paths differ (Qwen3 cuda assert vs Gemma4 forward mismatch)." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DAC.from_latents missing STE parity." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight-tying/garbage text generation is unrelated to torch.compile SDPA failure." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE loading/conversion bug and missing gradient-checkpointing flag are different code paths." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to FP8 inference on B200." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is incorrect token IDs across multiple models." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Batch-vs-single padding-mask bug in MIMI is unrelated to video processor output shape mismatch." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Device-mismatch forward bug and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Tied lm_head weights bug is unrelated to dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py failure and FineGrainedFP8Config failure are different model/runtime issues." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a model benchmark is unrelated to gradient-checkpointing ineffectiveness with LoRA." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Sliding-window mask off-by-one and token conversion slowdown are unrelated regressions." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage is unrelated to non-persistent buffer initialization junk." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different vision/audio-style batching issues with different failure mechanisms." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "lm_head weight tying and BitNet packed-weight unpacking are unrelated loading bugs." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in one config is unrelated to unwrapping text_config in composite multimodal configs." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "They are thematically close, but one is a specific dequantized-model GPU+CPU offload load failure while the other is a broader quantization/offloading complaint; not clearly the same bug." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer API breakage is unrelated to 3d_parallel.py execution failure." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device-map assert and Llava Next segfault are different model-loading failures." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segfault and sinq save/load corruption are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss signature change is unrelated to Qwen3 MoE fine-grained FP8 loading." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen families and different symptoms: cuda assert during device mapping vs flash-attention generation issue." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading and tokenizer load regression are separate issues." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "CUDA memory growth under int4 quantization is unrelated to apex RMSNorm memory leak." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression and tokenization-version behavior are different problem areas." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape bug is unrelated to tokenization changes." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Auto device mapping crash and 3d_parallel.py failure are unrelated runtime problems." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "lm_head serialization inconsistency and Qwen3.5 visual-encoder key regression are different save/load bugs." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint-resume epoch iterator failure is unrelated to early-stopping metric resolution." + } + ] + }, + "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": 27, + "review_unit_index": 15, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44423", + "issue:44451", + "issue:44464", + "issue:44488", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44756", + "issue:44898", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:43873|issue:44756", + "issue:43881|issue:44488", + "issue:44186|issue:45072", + "issue:43065|issue:46402", + "issue:43295|issue:45701", + "issue:46612|issue:46858", + "issue:45685|issue:46821", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:36010|issue:42617", + "issue:43646|issue:46665", + "issue:44451|issue:47020", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:43404|issue:45357", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:46821|issue:46869", + "issue:28530|issue:33666", + "issue:41720|issue:45161", + "issue:44734|issue:46858", + "issue:43531|issue:43572", + "issue:44423|issue:45406", + "issue:44008|issue:45823", + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:44464|issue:46858", + "issue:44671|issue:44743" + ], + "prepared_review_unit_hash": "7af7402f97a6ed052a9768825fb8d76ad375bbe837ed71ee8e28d132620e3353", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36110, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous. A few issues share a loose theme around loading/offloading/quantization/device_map regressions, but most pairs are clearly different model- or subsystem-specific bugs and should not be deduplicated.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43873 is the broadest and most central issue in the recurring offloading/quantization/device_map theme, and it is open with a scope that can absorb related reports better than the narrower model-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative of the dominant subtheme in this set (offloading/quantization-related failures) and is general enough to serve as the cluster anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: quantization/offloading behavior vs disabling mmap to avoid OOM." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but they involve different models and no shared concrete code-path is evident." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/padding vs dtype mismatch in inference are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Same model family, but pixel-decoder dummy conv and text-encoder weights not loading are different bugs." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization/version changes, but one is a processor.tokenizer regression and the other is a broader tokenization behavior change." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache/generation, but one is beam-search cache reorder omission and the other is a prefill slice-arithmetic bug." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "Completely different failures: MPS histogram dtype issue vs TimesFM window_size attribute error." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different code paths: torch.compile/SDPA failure vs accelerate loading/unpacking of packed weights." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Dtype propagation in model loading vs Trainer checkpoint max_steps calculation are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin vs inability to run a script; no shared underlying bug." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both relate to custom loading/init patterns, but the concrete bug descriptions are too different to treat as duplicates." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Model load failure vs tokenizer constructor accepting the wrong vocab type; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are model/runtime failures, but one is compile+SDPA and the other is CPU-offload device mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer/padding crash vs image processor resolution mismatch are different issues." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Weight tying in Mistral3 conditional generation vs incorrect visual-encoder keys on save_pretrained are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure vs dequantized-model loading with gpu+cpu offload are related only at a broad loading level." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both concern vision input sizing, but one is processor output size and the other is non-default-resolution classification handling." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failure are unrelated." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric resolution vs Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different model families and failures: Qwen3 auto device mapping crash vs GPT-OSS MoE tensor parallel issue." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache, but one is serve KV continuation indexing and the other is static-cache seq_length tensor arithmetic." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and missing StableLmConfig pad_token_idx are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Two different serve crashes with different processor/model attribute errors and likely different fixes." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma/Gemma3n vs Gemma4 forward/device-mismatch bugs." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "MoE FP8 config failure vs pipelines import dependency/version requirement are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer custom compute_loss signature breakage vs Qwen3 device-map crash are different bugs." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Chunked generation inconsistency under compilation vs cache.get_seq_length() device-tensor arithmetic bug are not the same issue." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression vs Qwen3.5 recurrent-state reset under cache 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": 27, + "review_unit_index": 16, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43425", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44361", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45406", + "issue:45464", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46665", + "issue:46821", + "issue:47020", + "issue:47145" + ], + "soft_pairs": [ + "issue:45632|issue:45684", + "issue:43881|issue:44991", + "issue:44186|issue:44361", + "issue:43526|issue:43883", + "issue:28530|issue:30064", + "issue:43425|issue:46821", + "issue:43316|issue:44913", + "issue:45701|issue:47145", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:43540|issue:43782", + "issue:43531|issue:45759", + "issue:44492|issue:44509", + "issue:43550|issue:43653", + "issue:43452|issue:47020", + "issue:44534|issue:46665", + "issue:41720|issue:43746", + "issue:42490|issue:43329", + "issue:43606|issue:43720", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:34634|issue:41720", + "issue:45406|issue:45464", + "issue:43606|issue:43653", + "issue:43388|issue:45059" + ], + "prepared_review_unit_hash": "3af2611f30f0c29a555e6a5872ec498907da21d06092fc41a98c6d362755d0f6", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36074, + "estimated_input_tokens": 9019, + "estimated_eval_tokens": 18294 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: the soft pairs mostly share only broad subsystem vocabulary, not the same underlying bug or change. No PRs are present. I would not merge any of the soft pairs; issue:43873 is only a weak anchor because it has the most activity, not because it truly represents the whole set.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43873 has the strongest discussion/reference activity, so it is the best available anchor if one issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most broadly discussed and referenced report here; however, the cluster is too mixed for any issue to be a strong canonical representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Different bugs: local cache-path collision vs read-only permission propagation in save_pretrained." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures, but on unrelated models and failure modes (glm-4v-9b vs tokenizer loading)." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Tokenizer crashes, but different tokenizers and different code paths/failure conditions." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Image processor label reduction bug vs missing all_tied_weights_keys attribute; unrelated." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early-stopping metric lookup issue vs void segmentation-map processing failure; unrelated." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch version compatibility issue vs TimesFM window_size attribute error; not the same bug." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but one is an API discrepancy and the other is config value loss on reload." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "Tokenization changes across versions vs FP8 checkpoint weight_scale corruption; different problems." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different model-loading failures in different multimodal stacks; no shared code-path bug." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error in CLIP loading vs generation with inputs_embeds/past_key_values; unrelated." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Tokenizer inconsistency across slow/fast implementations vs T5 add_special_tokens name conflict." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Segmentation-map processing vs Bark voice_preset handling; only both touch processors." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading issue vs apex RMSNorm memory leak; not the same code-path." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one is video input handling and the other is weight_only loading." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen-family titles are not enough: sliding_window generation bug vs config unwrapping bug." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Cache-strategy typo vs docs mentioning removed pipelines; unrelated change types." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba vs tokenizer special-token registration bug; different subsystems." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "gguf_file/from_pretrained handling vs Unigram vocab type mismatch in XLMRobertaTokenizer; distinct issues." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device mapping CUDA assert vs PEFT local-checkpoint loading failure; unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warning vs multimodal token counting video-branch bug; not the same defect." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch vs packed-weight unpacking during accelerate loading; different mechanisms." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter not updating vs progressive generation bug; no shared root cause." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Different models and different attributes: Qwen3-MoE sliding window vs TimesFM window_size error." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset bug vs Qwen3 auto device mapping CUDA assert; unrelated." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Serve crash from missing processor tokenizer attribute vs chat/completions streaming inference failure; different paths." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload mismatch vs tokenizer special-token registration; no common bug." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering drops tuple labels vs SAM3 text/bounding-box behavior; 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": 27, + "review_unit_index": 17, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43644", + "issue:43653", + "issue:43746", + "issue:43844", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45357", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46050", + "issue:46402", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46858" + ], + "soft_pairs": [ + "issue:43531|issue:44589", + "issue:45759|issue:45859", + "issue:43540|issue:46858", + "issue:44451|issue:44991", + "issue:45357|issue:46402", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:43381|issue:43844", + "issue:44898|issue:45072", + "issue:44625|issue:45479", + "issue:39692|issue:44610", + "issue:41720|issue:45704", + "issue:44368|issue:45357", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:44918|issue:44936", + "issue:46655|issue:46693", + "issue:43421|issue:43927", + "issue:43526|issue:43881", + "issue:43746|issue:43873", + "issue:45759|issue:45923", + "issue:43531|issue:45923", + "issue:42886|issue:44843", + "issue:30064|issue:36010", + "issue:43421|issue:43653", + "issue:39692|issue:43493", + "issue:44514|issue:44545" + ], + "prepared_review_unit_hash": "c365a0c39ad8f97e6b6d7a62bbc58a3f665df44bdd033ca9995b2b2ccd128212", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36030, + "estimated_input_tokens": 9008, + "estimated_eval_tokens": 18272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of superficially similar but distinct bug reports. I found one clear duplicate pair around Qwen2_5_VLProcessor.apply_chat_template with padding=False; the rest should be kept separate.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44545 is the cleanest canonical for the duplicate Qwen2_5_VLProcessor.apply_chat_template crash: it describes the same batched-input + padding=False failure as 44514, with a tighter title and slightly stronger engagement.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the best representative issue in the only true duplicate pair; it most directly names the method and reproducer for the shared bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Both are inference/runtime errors, but they involve different models and different failure mechanisms." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "One is about from_config unwrapping text_config; the other is a CPU-offload rotary embedding incompatibility." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Different subsystems and root causes: video input processing vs cache sequence-length arithmetic." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading reports, but they affect different models and the symptom/root cause is not the same." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both concern multimodal model loading, but one is visual-encoder key saving and the other is text-encoder weight loading." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "These are separate config issues for different models; the reported bugs are not the same." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "One is a Transformers 5.0 buffer initialization bug; the other is inconsistent from_pretrained behavior in Python classes." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Both touch loading/image-processing paths, but one is a package loading failure and the other is an incorrect torchvision dependency." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Different tokenizer bugs with different symptoms; no evidence they share the same underlying cause." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to the ZeRO-3 gradient increase report." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Distinct problems: image resolution handling vs bfloat16 dtype mismatches." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both concern classification configs, but one is missing num_labels propagation and the other is a degenerate zero-loss bug across models." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both mention processor/model mismatches, but they are different models and different concrete failures." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Completely unrelated bugs: CUDA assert during device mapping vs a T5 RMSNorm memory leak." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A training-time warning about tie_word_embeddings is unrelated to incorrect visual-encoder keys on save_pretrained." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both involve loading/saving checkpoints, but one is PEFT local checkpoint loading and the other is quantized model round-tripping." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "No shared bug: gradient checkpointing eval-mode behavior vs an apex RMSNorm leak." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer-related failures with no shared code path or reproducer." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video padding logic and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve token metadata, but one is runtime post-processor updates and the other is save/load of custom token IDs." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Completely unrelated: BEiTImageProcessorFast label reduction vs glm-4v-9b loading failure." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Both mention loading/quantization, but the underlying bugs are different." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Different model/config issues; no shared underlying code-path problem." + }, + { + "left": "issue:43531", + "right": "issue:45923", + "accept": false, + "reason": "Sliding-window MoE behavior is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both relate to offline tokenizer access, but 44843 is a specific Mistral-regex model_info call while 42886 is a broader cache-loading failure; not enough to treat as the same bug." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Different domains entirely: image processor segmentation vs GenerationMixin import failure." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both are tokenizer-related, but one is post-processor updates and the other is special-token registration causing empty decode output." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one is a documentation/example mismatch and the other is an implementation discrepancy with the original JAX model." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same Qwen2_5_VLProcessor.apply_chat_template crash, same batched-input + padding=False reproducer, and the titles/body clearly describe the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted duplicate pair (44514/44545) is supported by matching titles and reproducer details. The other soft-edge verdicts are appropriately conservative and do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 18, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44857", + "issue:44898", + "issue:44991", + "issue:44995", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:47050" + ], + "soft_pairs": [ + "issue:43994|issue:44671", + "issue:44464|issue:47050", + "issue:46032|issue:46463", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:44857|issue:47050", + "issue:43421|issue:44186", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:44995|issue:46858", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43295|issue:45834", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:43653|issue:43720", + "issue:43596|issue:44220", + "issue:46829|issue:46832", + "issue:44625|issue:47050", + "issue:43531|issue:43643", + "issue:44062|issue:44488", + "issue:43540|issue:46294", + "issue:45381|issue:46693", + "issue:43611|issue:46665", + "issue:45987|issue:46829", + "issue:41720|issue:44991", + "issue:30064|issue:36331", + "issue:44220|issue:44661", + "issue:43653|issue:43819", + "issue:44186|issue:44898" + ], + "prepared_review_unit_hash": "90e5b04e834b0885b8e250e8c401bc5c7c38ec4b3e030152f534624f8587999a", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36412, + "estimated_input_tokens": 9103, + "estimated_eval_tokens": 18462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated singleton bugs. None of the soft pairs look like the same concrete underlying bug/change, so I would not merge any of them. The closest thematic overlap is in tokenizer/multimodal-regression reports, but still not enough to treat as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 46693 is the most globally representative umbrella candidate here: it has the highest discussion activity, broad impact, and a clear reproducible regression description. That said, this set does not form a tight duplicate cluster, so the choice is only a weak canonical fit.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46693 is the best overall issue to anchor on because it is active, impactful, and describes a concrete performance regression that could plausibly attract related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are model-quality regressions, but they involve different models and failure modes: SigLIP2 pipeline/AutoModel mismatch vs CamemBERT masked-LM predictions in v5. Not the same underlying bug." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Different code paths and symptoms: compiled forward/chunked generation inconsistency vs fp16 ONNX export dtype mismatch in attention. Same broad area, not the same bug." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2 cache correctness bug vs T5 decoder-input validation error message. One is a runtime correctness issue, the other is error wording/validation behavior." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen VL-related, but one is a from_pretrained weight_only loading error and the other is a video position-id/input bug. Different failures and fixes." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "They both mention fix_mistral_regex, but one is an AttributeError in tokenizer patching while the other is a tokenizer regression with codec handling/warning behavior. Related area, not clearly the same bug." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Different model/tooling paths: float16 AMP crash in image loss vs ONNX export dtype mismatch in attention. Not mergeable as one bug." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token/post-processor update behavior is distinct from LayoutLMv2 NER/padding crashes. Both tokenizer bugs, but not the same issue." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs repo listing API forwarding bug. No shared underlying code-path problem." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Documentation example/model-processor mismatch and quantization failure is not the same as a general offloading/quantization runtime issue." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Model load failure for a specific checkpoint vs static-cache seq-length type/device bug under torch.compile. Different subsystems." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "Documentation/quantization example issues do not match ONNX export dtype mismatch in attention." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight unloading during accelerate load is unrelated to DAC.from_latents missing STE mismatch." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer API regression is different from Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba-9B-v2 is unrelated to DiaConfig token-ID persistence after save/load." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba compile/SDPA crash and MLukeTokenizer AttributeError are different models and failure modes." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token registration bug is unrelated to BitNet packed-weight unpacking during load." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Zero3/BertModel initialization IndexError and fbank feature extraction issue are separate code paths." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Both are vision-model forward/output issues, but one is hidden_states wiring and the other is RT-DETR feature-level mismatch. Not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:47050", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to Canine ONNX attention dtype mismatch." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and trust_remote_code config field loss are not the same underlying bug." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument duplication and loading a specific tokenizer checkpoint are different tokenizer issues." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video inputs in Qwen models, but one is a ValueError in video processing and the other is a chat-template/token-feature mismatch. Different concrete bugs." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Video-position-id bug in Qwen2.5-VL is unrelated to the FA2 long-context performance regression." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "base_model_prefix loading breakage and generic from_pretrained behavior inside Python classes are related only at a very high level, not the same fixable bug." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache seq-length return-type bug is unrelated to VideoPrism hidden_states output wiring." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Auto device mapping CUDA assert on one model and tokenizer loading failure for another model are not the same issue." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor void segmentation-map handling and CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Torch fbank feature extraction issue and add-new-model-like/tokenizer mapping failure are different subsystems." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Special-token registration bug and DAC latent/STE mismatch are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding vs Perceiver non-default resolution failure are separate model/tokenizer 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": 27, + "review_unit_index": 19, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:39692", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43697", + "issue:43749", + "issue:43756", + "issue:43818", + "issue:43819", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44488", + "issue:44561", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46858", + "issue:46932", + "issue:47020" + ], + "soft_pairs": [ + "issue:43335|issue:43756", + "issue:43550|issue:43819", + "issue:44488|issue:47020", + "issue:43618|issue:43697", + "issue:45987|issue:46932", + "issue:43643|issue:44877", + "issue:34634|issue:36010", + "issue:44008|issue:46858", + "issue:44821|issue:45084", + "issue:44843|issue:45081", + "issue:39692|issue:45834", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:43540|issue:44008", + "issue:45584|issue:45834", + "issue:45183|issue:45479", + "issue:44991|issue:47020", + "issue:44991|issue:46291", + "issue:43644|issue:43749", + "issue:44561|issue:45020", + "issue:43606|issue:45072", + "issue:43322|issue:45685", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:43550|issue:45072", + "issue:44479|issue:45834", + "issue:44805|issue:44936" + ], + "prepared_review_unit_hash": "997bbfb2d2af9520e8290f7426b11af948b4a6f3b4f0b0d013ef0ffea74f4857", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35520, + "estimated_input_tokens": 8880, + "estimated_eval_tokens": 18016 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated transformer/model regressions; the soft edges are generally only high-level similarity, not duplicate bugs. I\u2019d anchor the cluster on the broad remote_code regression issue, but none of the paired items should be merged as duplicates from the available evidence.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45020 is the broadest, most representative report in the set: it describes a general regression affecting remote_code models across recent Transformers versions, which is closer to a cluster umbrella than the narrower model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 has the clearest cross-cutting scope and strongest chance to serve as the canonical issue for triage, since it frames a family of loading regressions rather than a single model edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Both are model-configuration bugs, but they affect different architectures and different mechanisms (sparse encoder layer creation vs RoPE layer dropping). Not the same underlying defect." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Completely different failure modes: torch.compile/SDPA on Bamba vs DAC latent reconstruction/STE mismatch. No shared code-path evidence." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Both involve tokenizer loading, but one is a model-specific load failure and the other is an XLMRoberta/Unigram constructor type mismatch. Different root causes." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Unrelated regressions: CLIPOutput attentions field assignment vs RTDetrV2 output divergence in v5." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache sequence-length contract bug and Gemma4 quantized embedder dtype casting are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading issues, but one is trust_remote_code field loss and the other is strict config rejection for granite_speech. Different bugs and fixes." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset behavior and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n audio_mel_mask variable collision and cache.get_seq_length returning a device tensor are different code paths and symptoms." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and a template-node compilation TypeError are not the same issue." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper function area, but different failures: unconditional model_info() call vs missing backend_tokenizer attribute. Related code, not duplicate bug." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs example errors and Kosmos2.5 long-OCR index errors are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer. Different failure modes." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v4-v5 behavior regressions, but they concern different models and different outputs. Not a duplicate." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Gemma3n audio attribute collision are unrelated multimodal bugs." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 long OCR index errors are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error messaging vs degenerate zero-loss classification behavior are different problems." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer loading problems, but they affect different models and appear to come from different tokenizer construction paths." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading for est-roberta and pipelines import breakage from kernels version constraints are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both touch model/loading behavior in v5, but one is non-persistent buffer initialization and the other is FSDP CPU-efficient loading. Not the same bug." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code breakage, but one is specifically removal of is_torch_fx_available and the other is a broader recent-version regression. Too broad to treat as the same defect." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch for Bark and bfloat16 dtype mismatches for SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault when loading Llava Next models and an MPS histogram limitation for Int are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Tokenizer backend post-processor update bug and Whisper batch_decode skip_special_tokens handling are different issues despite both involving special tokens." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing problems are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error do not share the same root cause." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape IndexError and trainer.evaluate() failure after train are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 20, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43388", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43653", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:44977", + "issue:45003", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45701", + "issue:46032", + "issue:46175", + "issue:46285", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:46932", + "issue:47217" + ], + "soft_pairs": [ + "issue:43782|issue:44977", + "issue:43582|issue:46512", + "issue:43825|issue:43994", + "issue:43388|issue:46032", + "issue:46294|issue:46463", + "issue:43931|issue:46846", + "issue:28218|issue:29159", + "issue:43716|issue:44008", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:43720|issue:45072", + "issue:43645|issue:46665", + "issue:34634|issue:36331", + "issue:43825|issue:43827", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:43577|issue:43582", + "issue:45003|issue:46285", + "issue:46175|issue:46932", + "issue:43262|issue:47217", + "issue:46697|issue:46728", + "issue:43262|issue:43819", + "issue:43653|issue:44912", + "issue:43782|issue:45325", + "issue:43582|issue:44857", + "issue:44589|issue:45042" + ], + "prepared_review_unit_hash": "eb931b68c0c1db18bafefd9ab2af80f4cff4cfc53eb7e8f7d81ff948f31a00fa", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36285, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The only plausible near-duplicate theme is tokenizer-related, but the listed pairs mostly describe different concrete bugs, models, or code paths. I would not merge any of the soft edges based on the available evidence.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #28218 is the most specific and concrete of the tokenizer-related candidates, describing a clear bug in added-token spacing; the nearby tokenizer issue #29159 is broader and not clearly the same defect.", + "canonical_pr_reason": null, + "best_issue_reason": "#28218 is the best issue representative here because it names a single reproducible tokenizer bug with a clear symptom and is earlier/more concrete than the broader alternatives.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different failures: one is a weight_only load error for Qwen3-VL, the other is a flash-attention generation problem in Qwen3.5." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "One is an Apple Silicon TypeError in caching_allocator_warmup; the other is stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Different issues: incorrect v5 translation error messaging vs nonsensical SigLIP2 results with AutoModel/pipeline." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different subsystems and bugs: metric gathering drops labels in the last batch vs Mamba2 use_cache correctness." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Different models and code paths: Qwen3.5-VL chat-template video feature mismatch vs T5 decoder input validation messaging." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "One is a Qwen3-VL weight-shape load mismatch; the other is a tensor-parallel plan omission causing OOM/shape errors." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both are tokenizer-related, but one is specifically about added-token spacing while the other is a broader slow-vs-fast inconsistency without clear evidence it is the same bug." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different failures in different models: image preprocessor/model dtype mismatch vs Gemma3n forward variable-name collision." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both concern video inputs, but they affect different Qwen variants and different mechanics (input processing vs vision_position_ids computation)." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated bugs: OmDet-Turbo processor size mismatch vs dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both involve loading, but the concrete problems differ: FSDP CPU RAM efficient loading vs unexpected _is_hf_initialized argument with init_empty_weights." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Different code paths: BitNet packed-weight loading failure vs bfloat16 inference dtype mismatch in other models." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Related only loosely through model initialization/import behavior; the concrete notebook custom-model issue is not the same as from_pretrained inside classes." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Completely different areas: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature change." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an incorrect runtime error message; the other is outdated docs still mentioning pipeline() after removal." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression is not the same as a broad tokenizer-version change report." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Different problems: missing tensorflow backend in installation extras vs a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated bugs: dtype state on BLIP2 components vs Apple Silicon TypeError in caching allocator warmup." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Different issues: unsafe sys.modules access in modeling_utils vs structural inconsistency between CLIP text model classes." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is a huge one-hot materialization in position embeddings and the other is dtype casting for quantized embedders." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Different modalities and bugs: audio chat-template sampling rate default vs image placeholder handling in VL models." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-processing bugs, but they concern different models and different counting/padding logic." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to DAC.from_latents mismatching forward pass." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Different areas: tokenizer special-token registration vs MXFP4 quantization loading fallback." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Same broad Qwen-VL family, but distinct bugs: load-time weight_only error vs rope index scaling for still images." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: missing Float8 storage object vs PIL backend image processors incorrectly requiring torchvision." + } + ] + }, + "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": 27, + "review_unit_index": 21, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46209", + "issue:46291", + "issue:46326", + "issue:47050" + ], + "soft_pairs": [ + "issue:43742|issue:45020", + "issue:45372|issue:46326", + "issue:43550|issue:44912", + "issue:36010|issue:43645", + "issue:36010|issue:36331", + "issue:43257|issue:43329", + "issue:43526|issue:43697", + "issue:43531|issue:45042", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:43906|issue:46209", + "issue:42175|issue:46291", + "issue:43819|issue:43927", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:43329|issue:45600", + "issue:42490|issue:43257", + "issue:43526|issue:44554", + "issue:45084|issue:45538", + "issue:43746|issue:44811", + "issue:43854|issue:44977", + "issue:43643|issue:45759", + "issue:45859|issue:47050", + "issue:38175|issue:44610", + "issue:43262|issue:44811", + "issue:39692|issue:44912", + "issue:43257|issue:43696", + "issue:43329|issue:44479" + ], + "prepared_review_unit_hash": "d6cfdc29177be5e924a82a28021c7ada34bade2ea5f8a846b75c0d09fb75ac6e", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36571, + "estimated_input_tokens": 9143, + "estimated_eval_tokens": 18542 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated import, tokenizer, loading, multimodal, and training regressions. The soft edges mostly reflect superficial similarity in theme or model family, not the same concrete bug, so none should be merged.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45020 is the broadest and most representative loading/regression report in the set; it sits closest to the recurring theme of recent-version breakage around remote code and model loading.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best single issue to represent the cluster because it is high-signal, broad, and centrally about a version-induced loading regression rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Both are loading-related, but one is a specific MobileLLM key error and the other is a broad remote_code regression; not the same underlying bug." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is an ImportError for ReasoningEffort and the other is a continue_final_message tokenizer behavior bug." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different failures: torch.compile+SDPA on Bamba versus MXFP4 quantization fallback on git-oss-20b." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Importing GenerationMixin and defining custom models in Jupyter are unrelated failure modes." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "One is a transformer import path issue; the other is a Trainer API signature change." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to the undefined video-token helper bug." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output drift are different model/processor problems." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Sliding_window on Qwen3-MoE and PIL image processor torchvision dependency are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "The former is a ZeRO-3 index error during model init; the latter is a train/evaluate lifecycle bug." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both mention tokenizer loading, but one is gguf_file handling and the other is a specific tokenizer regression on EMBEDDIA/est-roberta." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an earlier issue is not the same as an FP8 inference failure on B200 hardware." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Package/backend dependency mismatch for pip install '.[torch]' is unrelated to kernels v0.15 requiring version/revision." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC from_latents mismatch and DiaConfig save/load losing token IDs are different audio/config bugs." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both concern Gemma-related tokenization/loading, but one is a tokenizer regex crash and the other is a missing _tokenizer attribute in transformers serve." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both are tied-weights warnings around Qwen models, but the specific incorrect tie target and the ms-swift LoRA warning are not the same bug." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video token counting in VLM processors is unrelated to stale auto_mappings references for removed Sam3LiteText configs." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path trailing-slash import warning and Qwen3 MoE weight conversion under deepspeed are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit label reduction and an MPS attention correctness issue are unrelated code paths." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer max_length constant bug are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local checkpoint loading and Whisper batch_decode skip_special_tokens handling are distinct issues." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Model load failures for zai-org/GLM-4.7-Flash and flash-attention generation regressions on Qwen3.5 are different problems." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "A missing-field bug in AutoConfig with trust_remote_code and an AutoModelForCausalLM text_config unwrap issue are related only at a high level, not the same defect." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to a Canine fp16 ONNX attention dtype mismatch." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and OmDet-Turbo processor/model input-size mismatch are different vision-model bugs." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default and Whisper decode special-token behavior are unrelated processor issues." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc/example errors and MXFP4 quantization fallback are not the same underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE conversion under distributed loading and a GPT-oss-20b OOM are different failure modes." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "The undefined-video-helper bug and the v5.3.0 video input regression overlap on video processing, but the symptoms and affected code paths are not the same." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 22, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39379", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43329", + "issue:43425", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43650", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44554", + "issue:44568", + "issue:44617", + "issue:44756", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:47145" + ], + "soft_pairs": [ + "issue:43257|issue:43931", + "issue:43329|issue:43450", + "issue:42915|issue:43742", + "issue:34567|issue:40990", + "issue:44291|issue:45042", + "issue:44912|issue:47145", + "issue:44387|issue:44617", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:45459|issue:45803", + "issue:46421|issue:46424", + "issue:43650|issue:43906", + "issue:28282|issue:29870", + "issue:43525|issue:46291", + "issue:43749|issue:44756", + "issue:44987|issue:45538", + "issue:28282|issue:34689", + "issue:43425|issue:46291", + "issue:43540|issue:46701", + "issue:44568|issue:45356", + "issue:33357|issue:34567", + "issue:43454|issue:43577", + "issue:39379|issue:44554", + "issue:42175|issue:43824", + "issue:45137|issue:45405", + "issue:43697|issue:45357" + ], + "prepared_review_unit_hash": "1bd46722e052f17cdb597d7cde331e334a4628b9b297952366fa0ace3075cacb", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34922, + "estimated_input_tokens": 8731, + "estimated_eval_tokens": 17718 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: loading/import errors, tokenizer regressions, multimodal/video bugs, quantization issues, and trainer-state problems. The soft-similarity pairs are mostly subsystem-adjacent but not the same underlying bug, so none should be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43749 is the strongest representative to anchor the cluster because it has substantial discussion/inbound references and a concrete, user-visible runtime failure. The rest of the items are too diverse to support a true duplicate canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the best single issue to represent the set: clearly described, high-impact, and likely to attract useful triage context. It is still not a duplicate target for the other issues, just the most broadly representative one here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen-related loading bugs, but one is MOE weight conversion with accelerate+deepspeed and the other is a shape mismatch when loading Qwen3-VL. Different failure modes and code paths." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both involve video, but one is an internal multimodal-token counting bug with undefined helpers and the other is a processor output-shape bug. Not the same underlying defect." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different models and symptoms: FineGrainedFP8Config failure for Qwen3Moe versus a KeyError loading MobileLLM-125M." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting and perplexity on gpt-oss are unrelated issues in different parts of the stack." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Init-empty-weights argument handling and PIL image-processor torchvision dependency are unrelated code paths." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both mention loading/quantization, but one is MXFP4 fallback behavior and the other is FP8 compressed-tensors weight_scale application. Different bugs." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Int4 quantization OOM from reserved memory and Sam3Video CUDA OOM are distinct memory problems with different triggers." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and AutoImageProcessor-from-URL loading are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency and TrainerState token counting are different components with different symptoms." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but one hides tokenizer decode errors without protobuf and the other is a bare-except in Fuyu tensor conversion. Not the same bug." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is lazy cache initialization causing recompilation and the other is max_cache_length being ignored except for Quantized Cache. Related area, different defect." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A generic 'ADD THE DATA' issue and an isolated reproduction of another issue are not duplicates." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "AutoModel PyTorch import error and Bart generate decoder_attention_mask assignment error are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4Config pad_token_id attribute error and pipelines import failing on kernels version/revision requirements are different loading/import problems." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but one is broken FSDP CPU RAM efficient loading and the other is disabling mmap on Strix Halo. Different causes and fixes." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 and CLIPTokenizer model_max_length behavior are unrelated tokenizer/model-loading issues." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch import missing and Llama 3.2 Vision model loading regression are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility and kernels import requirements are different dependency/version issues." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and DiffusionGemmaGenerationOutput pipeline failure are different multimodal bugs." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer add_special_tokens BOS/EOS regression and Kimi-K2.5 codec handling / warning regression are both tokenizer-related but clearly distinct." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with a community CLIP model and TrainerState token tracking are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying bug and Blip2 dtype propagation bug affect different model-loading paths and different model components." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "mllama multimodal mask handling and MPS attention correctness with differing value/query head dims are different correctness bugs." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow backend packaging and Qwen2_5_VL import availability are unrelated import/package issues." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque pop error and bumped unreleased MIN_PEFT_VERSION are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output differences in v5 and Qwen3.5 save_pretrained visual-encoder key regression are different model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 23, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43749", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44857", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45127", + "issue:45381", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:43404|issue:45127", + "issue:45081|issue:47020", + "issue:28282|issue:29127", + "issue:44857|issue:46832", + "issue:44936|issue:46821", + "issue:43742|issue:44291", + "issue:44479|issue:46693", + "issue:42915|issue:45538", + "issue:45538|issue:46869", + "issue:44062|issue:44991", + "issue:24643|issue:29159", + "issue:27957|issue:28282", + "issue:42915|issue:43749", + "issue:43452|issue:43582", + "issue:44849|issue:45701", + "issue:41720|issue:43540", + "issue:43577|issue:46512", + "issue:42175|issue:44488", + "issue:44987|issue:45907", + "issue:43540|issue:44560", + "issue:44291|issue:44821", + "issue:43540|issue:44479", + "issue:34567|issue:36331", + "issue:44479|issue:45381", + "issue:44792|issue:44964", + "issue:38175|issue:44898", + "issue:44568|issue:45488", + "issue:44062|issue:45081", + "issue:45042|issue:45081" + ], + "prepared_review_unit_hash": "9ed381754bd1b388e31b11fc6fc642ffe71987a935cf59a6be3a94c56ba7ca89", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35854, + "estimated_input_tokens": 8964, + "estimated_eval_tokens": 18184 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, model-loading, training, vision/video, and packaging regressions. I do not see any soft-edge pair that clearly describes the same underlying bug or fix.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45488 is the broadest and most actively discussed issue in the set, with inbound references and a clear, high-impact tokenizer regression; if one issue must represent the cluster, this is the strongest candidate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 is the best single representative issue because it is specific enough to be actionable yet broad enough to reflect a recurring tokenizer regression affecting multiple models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Different problems: untied lm_head weights in Mistral3 vs LoRA merge collapse after vocab extension." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer code paths and failure modes: Mistral regex patching vs XLMRoberta/Unigram init error." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "ImportError for missing PyTorch vs a layoutlmv3 box-validation error; unrelated." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both are detection-model errors, but the concrete failures differ: AMP/CUDA crash in loss vs RTDetr forward mismatch." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Training/evaluate lifecycle bug vs TimesFM window_size AttributeError; no shared code-path evident." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different loading failures: MobileLLM key error vs init_empty_weights unexpected _is_hf_initialized argument." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video-input regression vs FA2 long-context performance regression; different subsystems." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FineGrainedFP8Config failure vs CLIPTokenizer model_max_length constant; unrelated." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Tokenizer constant bug vs YOLO multi-GPU device-map failure; unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but one is AddedToken keyword handling and the other is a model-specific tokenizer load failure." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training runtime error vs slow/fast tokenizer inconsistency; different areas." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 with XLMRoberta vs missing-PyTorch ImportError; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FP8 config failure and FSDP CPU RAM efficient loading are both training-related, but not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading bug vs Apple Silicon caching_allocator_warmup TypeError; unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs a generic tokenization change across versions; not the same issue." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert vs Qwen3OmniMoe video-input processing; unrelated failures." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "BLIP2 dtype propagation issue vs stale model.config.dtype after from_config; related only loosely by dtype handling." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend installation issue vs a model load failure; no shared bug." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading failure vs list_repo_files not forwarding revision; different APIs and root causes." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both involve video input, but they affect different Qwen model families and report different errors." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected constructor argument in init_empty_weights vs AutoImageProcessor URL loading; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Broad video-input issue vs a specific v5.3.0 regression across several Qwen VL models; not the same concrete bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting vs CustomTrainer.compute_loss signature change; different trainer behaviors." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen VL video bugs, but one is a broad regression report and the other is a specific vision_position_ids complaint; not enough to treat as the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus test failure vs Phi-4 multimodal load failure; different models and failure points." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model bugs: SIGLIP zero probabilities vs Perceiver interpolation failure." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Different tokenizer regressions: missing BOS/EOS insertion vs LlamaTokenizer overriding ByteLevel pre-tokenizer." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken special-argument collision vs Mistral regex patch crash; unrelated." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency regression vs tokenizer regex crash; 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": 27, + "review_unit_index": 24, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:41762", + "issue:43257", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44821", + "issue:44877", + "issue:44913", + "issue:44936", + "issue:45072", + "issue:45216", + "issue:45325", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:43257|issue:43756", + "issue:43742|issue:44589", + "issue:43582|issue:46821", + "issue:43756|issue:46399", + "issue:43531|issue:44821", + "issue:43756|issue:45325", + "issue:45405|issue:45600", + "issue:44737|issue:46463", + "issue:44568|issue:46491", + "issue:43716|issue:46701", + "issue:45823|issue:46463", + "issue:24643|issue:29870", + "issue:43906|issue:46693", + "issue:45672|issue:45674", + "issue:43577|issue:45072", + "issue:44625|issue:44877", + "issue:43452|issue:44488", + "issue:43540|issue:46693", + "issue:28282|issue:32090", + "issue:43906|issue:46468", + "issue:44913|issue:46121", + "issue:43697|issue:46829", + "issue:45663|issue:46846", + "issue:43526|issue:45479", + "issue:44737|issue:45588", + "issue:46463|issue:46899", + "issue:43697|issue:45216", + "issue:41762|issue:44936" + ], + "prepared_review_unit_hash": "93d35a8996a93dbadbc91b4e4c0d5dc735bc636cadf82db0fa1ff53e82d21c3e", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36554, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformers issues, with the soft matches driven mostly by shared vocabulary like loading, dtype, rotary, and trainer. I don't see any true duplicate pair or a coherent PR-level merge candidate.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a good canonical for this cluster: the items span unrelated bugs (DeepSpeed, tokenizer loading, RoPE/config, vision/audio, quantization, and trainer errors). If forced to pick one representative, issue:46693 is the broadest and most discussed, but it does not actually represent the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global best for deduping this set; most candidates are false-positive similarities rather than the same underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Both mention Qwen/MoE-style loading behavior, but one is about DeepSpeed weight conversion and the other about RoPE layers; different bugs." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "A model-loading KeyError and a float8 storage TypeError are unrelated failure modes." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to TimesFM window_size attribute handling." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both are rotary-related Qwen issues, but one is missing RoPE layers and the other is a kernel-registration decorator bug." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Sliding-window MoE behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both concern Qwen and positional encoding, but they target different models and different RoPE miscalculations." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A version pin bump and removed auto-mapping config references are different maintenance issues." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU arange placement is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer BOS/EOS insertion regression and CodeLlama leading-space round-trip are distinct tokenizer bugs." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Mistral-3 image dtype mismatch and DiffusionGemma pipeline failure are different multimodal issues." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map mismatch in forward is unrelated to T5 decoder validation." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-dimension error and Bart generate() unboundlocal error are different code paths." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "A reproduction of one prior bug and a FA2 long-context performance regression are not the same underlying issue." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit inference bugs, but one is unsafe dtype casting in Gemma4 embedders and the other is skip_modules clearing the lm_head exclusion." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype mismatches, but they affect different models and different inference paths." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and strict config loading for granite_speech are unrelated config bugs." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading problems, but one is a gguf_file API break and the other is a specific model that still fails to load." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video-input processing failure and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch installation and a NoneType broadcast error in Trainer have no common bug root." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "A reproduction issue and a broken Nemotron example are not the same failure." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Rotary_pct reload defaulting and rope-validation list type handling are separate RoPE/config issues." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "RTDetrV2 output drift and VideoPrism hidden_states misassignment are different model-output bugs." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen3.5 linear_attn TP-plan omissions are unrelated architecture-specific bugs." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and zero-loss single-label classification are different label-handling problems." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU placement bug and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder-input validation messaging and Gemma4 4-bit audio/vision dtype casting are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 inference differences and Qwen3.5 checkpoint save regression are separate regressions." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading index error and trainer.evaluate() failing after train are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 25, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43819", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44568", + "issue:44811", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:45005", + "issue:45200", + "issue:45356", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:45920", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46463", + "issue:46701", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47000" + ], + "soft_pairs": [ + "issue:45357|issue:45920", + "issue:44466|issue:45005", + "issue:43720|issue:44898", + "issue:45200|issue:46463", + "issue:43643|issue:45375", + "issue:43688|issue:43749", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:44493|issue:46050", + "issue:38175|issue:43295", + "issue:43452|issue:44843", + "issue:43531|issue:43742", + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:44857|issue:47000", + "issue:29159|issue:33357", + "issue:43761|issue:46829", + "issue:45372|issue:46170", + "issue:43525|issue:46701", + "issue:43688|issue:45704", + "issue:45542|issue:46178", + "issue:43688|issue:45701", + "issue:43295|issue:45356", + "issue:46832|issue:46932", + "issue:43653|issue:44568", + "issue:43756|issue:46402", + "issue:43646|issue:43749", + "issue:43653|issue:43927" + ], + "prepared_review_unit_hash": "08d836294220390ff8adada3d86b70d5a8fcfe434098d904b5fdf5c84d44f937", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36435, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is almost entirely a collection of unrelated issue reports; most soft pairs are only loosely similar by subsystem or symptom, not the same underlying bug. No pull requests are present in the input.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45920 is the broadest and clearest tokenizer regression here, affecting multiple model families with wrong token IDs and pointing to a shared tokenizer code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest representative issue because it is user-visible, cross-model, and describes a concrete regression rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Different bugs: one is incorrect visual-encoder key serialization for Qwen3.5, the other is wrong token IDs across several tokenizer families." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization while the other is a broader translation-model tied-weights issue; not enough to treat as the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated failures: BitNet packed-weight loading vs Perceiver non-default image resolution handling." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Different model families and different failures: Gemma 4 token-type defaults vs T5 decoder-input validation messaging." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config fields, but one is a generic trust_remote_code AutoConfig issue and the other is a specific missing field dropped by strict serialization." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to the FSDP CPU RAM efficient loading regression." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer loading problems, but they affect different tokenizers and different error modes." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration is unrelated to MLukeTokenizer task-time AttributeError." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected state_dict keys on many models is not the same as quantized sinq save/load breakage." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero-probability output is a model/inference issue; the other is a processor.tokenizer API regression." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading failures and offline model_info() calls are separate code paths and different bugs." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are different model-specific loading issues." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent/forward mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failure modes: Siglip2 nonsensical outputs vs Perceiver interpolate_pos_encoding crash." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Both are detection losses, but the crashing conditions and root causes are different (AMP float16 vs infeasible cost matrix)." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to a MacOS bus error in CLIP community model loading." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both concern hidden_states fields, but they are different model classes and distinct output bugs." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma processor loading import failure is unrelated to the Windows ROCm torch.distributed dependency problem." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config pad_token_id missing is unrelated to DiffusionGemma image-text-to-text pipeline failure." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE auxiliary-loss normalization is not the same as T5's apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend/dependency issues, but they are different backends and different failure paths." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization and tokenization-version differences are not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is processor.tokenizer/image handling and the other is Kimi-K2.5 codec handling plus a warning." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR backbone/feature-level crash is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but BigBird mask-token registration and mdeberta add_special_tokens BOS/EOS behavior are different issues." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and Sam3 text encoder weights not loading are unrelated model-specific defects." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are different problems." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration in BigBird is not the same as DiaConfig losing custom token IDs on save/load." + } + ] + }, + "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": 27, + "review_unit_index": 26, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43278", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43688", + "issue:43720", + "issue:43761", + "issue:43782", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44554", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:44991", + "issue:45405", + "issue:45440", + "issue:45491", + "issue:46002", + "issue:46050", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46821", + "issue:46846", + "issue:47013" + ], + "soft_pairs": [ + "issue:42898|issue:46491", + "issue:44464|issue:44743", + "issue:44821|issue:46821", + "issue:44843|issue:44991", + "issue:44479|issue:44625", + "issue:33666|issue:36010", + "issue:43761|issue:47013", + "issue:43452|issue:43577", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:44484|issue:44704", + "issue:43688|issue:45440", + "issue:41720|issue:44464", + "issue:44977|issue:46693", + "issue:44464|issue:44977", + "issue:44734|issue:46612", + "issue:43504|issue:43550", + "issue:33666|issue:36331", + "issue:43278|issue:43688", + "issue:43504|issue:43720", + "issue:43720|issue:43927", + "issue:43782|issue:46693", + "issue:43606|issue:43927", + "issue:43611|issue:46846", + "issue:43577|issue:44554", + "issue:43504|issue:44610", + "issue:43525|issue:43572", + "issue:43720|issue:44361", + "issue:45491|issue:46002", + "issue:44964|issue:45405" + ], + "prepared_review_unit_hash": "6a0117b8b728f2616ab877e021300f740502a74a90c1310169bd9c422145bae6", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36277, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: tokenizer regressions, config/serialization issues, generation/cache bugs, model-loading failures, and a few multimodal/model-specific regressions. The soft-similarity edges are mostly topical rather than true duplicates, so almost all should be rejected.", + "confidence": 0.29, + "canonical_issue_reason": "issue:46693 is the broadest and most active open regression report in the set, so it is the best representative anchor even though the cluster is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 has the strongest engagement and the most general regression framing, making it the safest single issue to anchor on if one must choose.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer behavior regressions, but one is a global v5 cleanup flag change and the other is a CodeLlama-specific leading-space round-trip bug." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/caching, but they affect different mechanisms: compiled forward inconsistency vs recurrent-state reset in modular_qwen3_5." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated areas: image processor loading from URL vs TimesFM window_size attribute handling." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is an offline model_info call in a regex patch and the other is a model-specific tokenizer load failure." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Different bugs: a video input regression across Qwen VL models vs num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is unrelated to the GenerationMixin import failure." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Both are forward/output-shape bugs, but they are model-specific and have different failure modes and code paths." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "One is gguf/AutoModel loading, the other is a dtype propagation bug in Blip2." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast NoneType error is not the same underlying problem as Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both concern save/load behavior, but one is tied-weight serialization and the other is quantized sinq checkpoint restoration." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Unrelated: save_pretrained shard sizing question vs AutoProcessor kwargs forwarding bug." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE-related, but they describe different correctness problems in different implementations." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cuda assert on A800 is unrelated to compiled-forward generation inconsistency." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Both mention flash-attention/Qwen3.5 generation, but one is correctness and the other is a long-context performance regression; not clearly the same bug." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different generation failures: compiled-forward inconsistency vs flash-attention-specific Qwen3.5 generation issue." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both are cache-related generation bugs, but one is server KV-cache continuation indexing and the other is beam-search cache reorder skipping in different model families." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different model/load paths: legacy preset loading vs torch.compile+SDPA failure." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Both involve training, but one is a multi-GPU training report and the other is a Trainer API signature break." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "A dtype mismatch during evaluate is unrelated to auxiliary-loss normalization in MoE models." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Pretrained preset loading with a legacy field is not the same as processor/model image-size mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Both are load/save related, but one is packed-weight loading and the other is config token-ID persistence." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DiaConfig token ID loss after save/load." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Generic base_model_prefix loading regression is not the same as Qwen3.5 tensor-parallel plan omissions." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation and an MPS attention correctness issue are different bugs." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different loading bugs in different models and mechanisms." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing pad-token-related config fields after v5, but they are model-specific and not clearly the same underlying defect." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading failure and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both involve NaNs, but in different components and with different triggering conditions." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "A specific model-loading failure and a dependency-version bump problem are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 27, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:45290", + "issue:45357", + "issue:45405", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46710" + ], + "soft_pairs": [ + "issue:43643|issue:44561", + "issue:44625|issue:45584", + "issue:44514|issue:45290", + "issue:43493|issue:43825", + "issue:44977|issue:46209", + "issue:28218|issue:33357", + "issue:44554|issue:46365", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:42796|issue:44977", + "issue:43493|issue:43844", + "issue:43994|issue:46192", + "issue:39692|issue:43295", + "issue:43278|issue:43844", + "issue:43278|issue:43701", + "issue:43646|issue:44466", + "issue:46209|issue:46710", + "issue:44568|issue:46489", + "issue:43927|issue:44361", + "issue:44849|issue:46209", + "issue:33357|issue:33666", + "issue:44792|issue:45405", + "issue:43575|issue:45405", + "issue:44568|issue:45812", + "issue:44488|issue:44843", + "issue:43572|issue:44291", + "issue:44849|issue:45357", + "issue:43334|issue:45759", + "issue:43504|issue:43606" + ], + "prepared_review_unit_hash": "8bfb98f5cbe660cebc188a77fd2c38df5ca04b4592086de4a81ed8ce0ff91ba9", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36579, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated issue reports; several are tokenizer or model-loading regressions, but none of the soft-edge pairs look like the same concrete bug/change. I would not merge any of the suggested pairs.", + "confidence": 0.29, + "canonical_issue_reason": "Issue 45812 is the best single representative of the cluster\u2019s main theme because it describes a concrete, high-impact v4\u2192v5 tokenizer regression with broad model impact and a clear failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "45812 is the strongest standalone issue here: it is specific, reproducible, and broadly impactful, making it the most useful representative even though it does not duplicate the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code/v5 breakage, but one is missing fields in AutoConfig and the other is removal of is_torch_fx_available; different failures and fixes." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated models and symptoms: Qwen3.5 num_labels propagation vs Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but one is batched input with padding=False and the other is assistant tool-call messages with no content; not the same code-path bug." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a pipeline translation error message are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different model/backend problems: Qwen3.5 flash-attention generation vs FP8 inference on B200." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer extra-space behavior and a MacOS bus error in CLIP are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness and Trainer import failure are different subsystems and failure modes." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file/from_pretrained API breakage is not the same as loading a specific pretrained model failing." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-map PLE mismatch and sinq save/load quantization breakage are different bugs." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling and flash-attention generation are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 model discrepancy and ZeRO-3 gradient growth are different problems." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Wrong SigLIP2 outputs and return_tensors kwarg handling are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors and processor/tokenizer regression are not the same underlying bug." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in evaluate and gradient explosions with ZeRO-3 are distinct issues." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "dtype mismatch in evaluation and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and inconsistent lm_head serialization are different code paths." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Both are regressions after upgrading, but one is FP8 inference failure on B200 and the other is accuracy regression on DeepSeek-R1; not the same concrete bug." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for mdeberta and the other is DeepSeek-Coder BPE-marker output; different model-specific bugs." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Config save/load custom token IDs and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state bug and FP8 inference failure are different issues." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure and a PEFT version bump are not the same bug/change." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and init_empty_weights argument handling are different problems." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug and incorrect visual encoder keys on save_pretrained are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-VL pad_token_id missing and AutoModelForCausalLM.from_config text_config unwrapping are different configuration bugs." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT legacy-field loading failure and Bark CPU offload device mismatch are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 28, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:42490", + "issue:43257", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44464", + "issue:44493", + "issue:44589", + "issue:44849", + "issue:44869", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46399", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46832", + "issue:46846", + "issue:47145" + ], + "soft_pairs": [ + "issue:46821|issue:46832", + "issue:43824|issue:44589", + "issue:44589|issue:45520", + "issue:45245|issue:46710", + "issue:43334|issue:43572", + "issue:43257|issue:43299", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:44849|issue:47145", + "issue:45072|issue:46832", + "issue:46399|issue:46846", + "issue:44464|issue:45584", + "issue:43844|issue:44964", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:29159|issue:32090", + "issue:43937|issue:46701", + "issue:44869|issue:46752", + "issue:45200|issue:45229", + "issue:45229|issue:45823", + "issue:42490|issue:43696", + "issue:28218|issue:34567", + "issue:45588|issue:46050", + "issue:45084|issue:45520", + "issue:29942|issue:30333", + "issue:15354|issue:38175" + ], + "prepared_review_unit_hash": "9276397255dd27c98f3532d31ebc87a48e39e4bf145bafcace457423ff365d20", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35864, + "estimated_input_tokens": 8966, + "estimated_eval_tokens": 18188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not look like a duplicate set: the items span many unrelated model-loading, tokenizer, generation, quantization, and CI issues. None of the soft pairs appear to be the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43873 is the broadest standalone bug here (active, open, and with repeated reports about quantization/offloading behavior), but it is not a true duplicate anchor for the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single issue to keep as the cluster representative because it is the most general and actively discussed, though the cluster itself is heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "Different subsystems and failures: TimesFM attribute error vs RT-DETR feature-level forward error." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated import error for a missing class vs float8 storage lookup failure." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different code paths: storage-object error vs flash_attn import key error on Python 3.13." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count runtime limit and an accuracy regression are not the same defect." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are config-attribute issues after 5.0, but they affect different models and different missing fields." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MOE loading, but one is accelerate/deepspeed conversion and the other is a dev-version load break for Qwen3VL." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id key vs CLIP class structure divergence are unrelated bugs." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy-field load failure and tokenizer special-token registration are different components and failure modes." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to a stale CI test failure." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Output_hidden_states regression and FP8 weight_scale loading corruption are different bugs." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Bfloat16 dtype mismatch and RT-DETR feature-level type error are not the same issue." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Decorator/registration crash vs missing TP-plan entries causing OOM/shape errors are distinct root causes." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward generation inconsistency is unrelated to Whisper empty-transcription decoding failure." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient behavior and Phi-4 multimodal loading are different code paths." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 output regression and an unexpected position-id key are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both touch quantization/offloading, but one is an offload behavior bug and the other is save/load corruption for sinq quantization." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency vs GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid GenerationConfig and a pipeline output-type failure are not the same underlying bug." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decode crash on trailing replacement characters differs from empty chat-template input handling." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma4 text-only token defaults and multi-GPU OOM are separate issues." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning is unrelated to CUDA out-of-memory." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing behavior and TrainerState token counting are different areas." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sink-less crash and quantized save/load corruption are different defects." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compilation node type error and import_utils KeyError are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention CI failures and MLflow reporting on failed jobs have no shared root cause." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and Siglip2 zero-probability outputs 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": 27, + "review_unit_index": 29, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46821" + ], + "soft_pairs": [ + "issue:43493|issue:43701", + "issue:44554|issue:45446", + "issue:41720|issue:46710", + "issue:43065|issue:46369", + "issue:44977|issue:46701", + "issue:44423|issue:44734", + "issue:37428|issue:43957", + "issue:43295|issue:43450", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:45406|issue:46121", + "issue:43295|issue:43873", + "issue:43540|issue:45200", + "issue:43572|issue:46821", + "issue:44186|issue:46192", + "issue:43550|issue:43844", + "issue:43295|issue:44610", + "issue:43450|issue:43575", + "issue:45823|issue:46192", + "issue:29870|issue:29942", + "issue:43572|issue:44987", + "issue:45520|issue:46178", + "issue:37428|issue:43824", + "issue:45200|issue:45823", + "issue:42490|issue:43493", + "issue:43295|issue:43493", + "issue:39692|issue:46192", + "issue:44521|issue:45290", + "issue:42915|issue:43824", + "issue:28218|issue:35141" + ], + "prepared_review_unit_hash": "b0616322aacf5d38efb62e476f1170718ed9064d8f9274dd497bcb690db8848a", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36563, + "estimated_input_tokens": 9141, + "estimated_eval_tokens": 18538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is thematically noisy: tokenizers, chat templates, multimodal processors, model loading, attention backends, and serving bugs are mixed together. None of the soft pairs look like the same concrete underlying bug, so they should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 44521 is the strongest standalone representative in this set: it is a clear multimodal chat-template bug with active discussion and inbound references, while the other items are distinct problems.", + "canonical_pr_reason": null, + "best_issue_reason": "44521 is the best single issue to anchor the cluster because it has the clearest user-facing reproduction and the most engagement among these unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "Different problems: SigLIP2 HF-vs-JAX discrepancy vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "Separate attention/MPS correctness bug vs flex_attention import version-check bug." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Runtime cudaErrorAssert on auto device mapping is unrelated to an accuracy regression after upgrade." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 dummy Conv2d implementation issue is not the same as a memory overflow when calling sam3-litetext." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Flash-attention generation failure for Qwen3.5 is unrelated to the DiffusionGemma pipeline failure." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but with different failure points and causes: multimodal .to() error vs KV-cache indexing." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import error and meta-device model loading breakage are different code paths." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression is distinct from batched video processor shape handling." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is not the same as the DeepSeek accuracy regression." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Dtype mismatch in bfloat16 inference is unrelated to save_pretrained/tokenization failure." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "flash_attention.py s_aux=None crash is a different bug from missing text_config unwrapping in composite configs." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor _tokenizer crash and rope validation TypeError are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression is not the same as quantization offloading not working." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input processing error in Qwen3OmniMoe is unrelated to mm_token_type_ids defaults in Gemma 4." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLm pad_token_idx config regression and TimesFM window_size AttributeError are different model-specific issues." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash is different from silently ignored return_tensors handling." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile+SDPA failure for Bamba is unrelated to ZeRO-3 gradient growth." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor.tokenizer regression does not match the OmDet-Turbo 640px vs 224px size mismatch." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batched-shape bug is unrelated to Qwen2-57B-A14B-Instruct OOM under tp." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device-map mismatch and ignored return_tensors are separate bugs." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate() decoder_attention_mask bug is unrelated to Flash Attention 2 test failures." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as loading physical-intelligence/fast failing." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn key lookup on Python 3.13 and tensorflow_text backend mapping are different import-utils issues." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "_flash_supports_window_size import error is unrelated to the Qwen2_5_VLForConditionalGeneration import error." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Missing mm_token_type_ids defaults and Gemma4 PLE device mismatch are different Gemma 4 bugs." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path trailing-slash import warning has nothing to do with SigLIP2 HF/JAX mismatch." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor.tokenizer regression and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 documentation example errors are not the same as return_tensors being ignored." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is zero assistant masks for multimodal inputs and the other is a crash on tool-call messages." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to the Qwen2_5_VL import error." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer extra-space behavior and post_init reinitializing output embeddings are different bugs in different layers." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 30, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43450", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44466", + "issue:44561", + "issue:44610", + "issue:44737", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:45381|issue:46209", + "issue:44466|issue:45127", + "issue:43278|issue:43856", + "issue:44737|issue:46894", + "issue:43653|issue:44112", + "issue:43262|issue:43450", + "issue:43452|issue:46512", + "issue:43824|issue:43975", + "issue:44442|issue:45198", + "issue:43334|issue:43525", + "issue:43950|issue:46285", + "issue:43526|issue:46192", + "issue:45200|issue:46899", + "issue:45200|issue:46932", + "issue:44792|issue:45563", + "issue:44898|issue:45412", + "issue:43819|issue:44112", + "issue:43335|issue:43550", + "issue:45200|issue:45325", + "issue:41720|issue:46209", + "issue:44561|issue:46234", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:43827|issue:43901", + "issue:43606|issue:45083", + "issue:44857|issue:45593", + "issue:43335|issue:43653", + "issue:43388|issue:43526", + "issue:44206|issue:45584" + ], + "prepared_review_unit_hash": "057598286138a5b73e79aaf0c89619dd4c2ce7b76e022d8a6f2c2f4274ce6f3f", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36848, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly false positives: they share broad model-family or subsystem keywords but describe different bugs. No pull requests are present, and there is no strong duplicate cluster in this set.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45200 is the most central node in the provided set (it has the most soft links) and is a concrete, reproducible regression report, so it is the best available issue representative even though it is not a duplicate of its neighbors.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45200 is the clearest user-facing bug with direct impact and the strongest connectivity among the listed issues, making it the best issue candidate for representative triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Different failures: Qwen2.5-VL position-id logic vs FP8 inference on B200. Same broad multimodal/quantization space, but not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied/serialized weights, but one is device-dependent serialization and the other is LoRA merge collapse with extended vocab. Different root causes." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype mismatch during evaluate is unrelated to Qwen3 MoE memory usage during training." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU device placement bug and CohereASR double-shift training loss bug are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration issue vs a stale CI test about device override; not the same underlying problem." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sample-rate default and batched video processor shape bug affect different processors and code paths." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "Tokenizer/model loading for gguf_file is unrelated to stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Import failure for Qwen2.5-VL and incorrect detokenization for DeepSeek Coder are different regressions." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both are speech/tokenizer loading issues, but they target different models and symptoms (loading vs save/tokenization failure)." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Missing pad_token_id on different config classes is similar in shape but not the same concrete bug or fix." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on load is unrelated to CLIP text model structure differences." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "reduce_labels truncation and return_tensors being ignored are separate preprocessing bugs." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids defaulting issue is unrelated to 4-bit quantized vision/audio dtype casting." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Text-only multimodal token-type defaults and quantized embedder dtype casting are different regressions." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image generation test failure and stale num_return_sequences warning in paged generate are not the same bug." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution handling and RT-DETR memory release after deletion are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:43975", + "accept": false, + "reason": "DAC latent reconstruction mismatch is unrelated to DeepSeek Coder detokenization." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile+SDPA failure are different code paths." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting and Qwen2.5-VL temporal position-id scaling are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 auto device mapping assert on A800 is not the same as FP8 inference failure on B200." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Missing utility helper in import_utils is a different regression from removal of is_torch_fx_available." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output size mismatch and LwDetr mixed-precision crash are separate detection bugs." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent/forward mismatch does not share the same underlying cause as qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they cover different pipelines and deprecations." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch for Bark and qwen3_omni_moe output-length helper behavior are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA crash in loss computation is not the same as D-FINE omitting auxiliary losses." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer configuration bug and BigBirdTokenizer special-token registration bug are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Distributed metrics label handling and BeitImageProcessorFast label reduction are different bugs." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported feature-extractor arg and Whisper empty-transcription failure after token alignment 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": 27, + "review_unit_index": 31, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46285", + "issue:46326", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:37428|issue:43425", + "issue:46512|issue:46821", + "issue:45759|issue:46285", + "issue:29942|issue:32090", + "issue:46424|issue:46858", + "issue:28282|issue:33357", + "issue:38175|issue:45412", + "issue:43335|issue:43504", + "issue:43611|issue:44466", + "issue:44855|issue:45083", + "issue:43550|issue:44112", + "issue:45520|issue:46170", + "issue:43335|issue:45083", + "issue:43335|issue:44112", + "issue:37428|issue:44351", + "issue:44448|issue:44743", + "issue:43335|issue:45593", + "issue:43278|issue:43825", + "issue:34689|issue:35141", + "issue:42490|issue:43854", + "issue:45290|issue:46326", + "issue:45588|issue:45859", + "issue:29127|issue:32090", + "issue:44514|issue:44521", + "issue:43606|issue:44857", + "issue:39692|issue:43526", + "issue:43819|issue:44493" + ], + "prepared_review_unit_hash": "3aa21a2c055be0366bf0ce23dcaa6d922d410cfc08edd91d36ef1163a3e7f4d6", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35612, + "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 not a true duplicate set: the issues span unrelated Transformers regressions, import errors, cache bugs, chat-template problems, and model-specific failures. The soft-similarity pairs mostly share broad subsystem vocabulary, but not the same concrete bug or mergeable fix.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a strong canonical duplicate target here; the cluster is too heterogeneous. If forced to pick a loose hub, issue:44521 has the strongest activity/references, but it is not a true representative of the whole set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the closest thing to a cluster hub because it is open and has relatively high discussion/inbound signal, but it only covers one specific chat-template bug and should not be treated as a real canonical for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both involve Torch/flash-attn compatibility, but one is a missing internal symbol and the other is a broad torch version incompatibility." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "A stale config.dtype bug and a TimesFM window_size AttributeError are different failures in different code paths." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both touch multimodal model/config structure, but they affect different model families and different concrete loading paths." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to the Trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one is about max_cache_length handling and the other is a static-cache seq_length tensor arithmetic bug." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch at import time and a MacOS bus error are distinct environment/runtime problems." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unexpected zero probabilities and an RT-DETR memory-release leak are unrelated model behaviors." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Beit legacy-field loading are separate model/config bugs." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 loading regressions, but one is base_model_prefix loading and the other is tied-weight serialization; different code paths." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "A Python 3.13 import parsing failure in DebertaV2 is unrelated to the qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile+SDPA model failure and a stale CI device-override test are not the same bug." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "A flash_attn import KeyError on Python 3.13 and a Windows ROCm torch.distributed import issue are different dependency failures." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and qwen3_omni_moe length computation are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "A model-config bug and a GraniteSpeech CI test failure do not share the same underlying fix." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but the missing flash-attention helper and missing HybridCache export are separate symbols/problems." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Output drift in Pegasus and recurrent-state reset in qwen3 modular code are different model-behavior regressions." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers layer creation and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "A dtype mismatch in training/eval is not the same as a pipeline error-message regression." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading breakage for Llama 3.2 Vision and embedding reinitialization after resize are different issues." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "A trailing-slash import warning and a GLM-4.7 test-loading failure are separate model-loading bugs." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat-template/tokenizer logic, but one is tool-call/no-content handling and the other is continue_final_message for mistral_common tokenizers." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "flash_attention integration null-handling and Qwen3 rotary CPU-offload incompatibility are different code paths." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Trainer GPU broadcast TypeError are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are apply_chat_template bugs, but one crashes on batched padding=False input while the other produces all-zero assistant masks; not the same fix." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU-offload device mismatch in bark-small and float16 AMP crashes in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "A SigLIP2 docs/example failure and a BeitImageProcessorFast reduce_labels bug are different issues." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent/STE mismatch and unexpected position-id keys are unrelated model 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": 27, + "review_unit_index": 32, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43720", + "issue:44112", + "issue:44206", + "issue:44448", + "issue:44464", + "issue:44493", + "issue:44617", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45593", + "issue:45823", + "issue:46234", + "issue:46424", + "issue:46431", + "issue:46566", + "issue:46697", + "issue:47000" + ], + "soft_pairs": [ + "issue:46431|issue:46566", + "issue:28218|issue:32090", + "issue:45310|issue:45478", + "issue:43720|issue:44112", + "issue:39692|issue:44493", + "issue:44448|issue:44779", + "issue:43701|issue:45083", + "issue:44206|issue:45823", + "issue:26413|issue:31501", + "issue:45127|issue:45245", + "issue:44617|issue:46697", + "issue:45459|issue:46234", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:44857|issue:45072", + "issue:43550|issue:45083", + "issue:45593|issue:47000", + "issue:27957|issue:34689", + "issue:44464|issue:46424", + "issue:38175|issue:44493", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:10000|issue:15354", + "issue:43278|issue:43329", + "issue:45290|issue:45381", + "issue:29870|issue:33290", + "issue:44448|issue:44977" + ], + "prepared_review_unit_hash": "b09a8ed1b4de813e48aaa81d6aba53b47d4c9bf4112edff3fb343924db745852", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35783, + "estimated_input_tokens": 8946, + "estimated_eval_tokens": 18148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous issue reports across unrelated models, runtimes, and failure modes. The only clear duplicate pair is the Qwen3.5 MoE `from_pretrained` regression (`issue:45310` / `issue:45478`); all other soft pairs look like false matches.", + "confidence": 0.94, + "canonical_issue_reason": "`issue:45310` is the earliest and clearest report of the same Qwen3.5 MoE `from_pretrained` failure, and `issue:45478` repeats the exact same bug title, so 45310 is the best canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45310` is the best representative issue for the only real duplicate subcluster because it is the original report of that concrete regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Different bugs: one is `apply_chat_template`/missing chat template, the other is `device_map=\"auto\"` leaving DiffusionGemma weights on `meta`." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added token is unrelated to Trainer `_gpu_broadcast_one` NoneType errors." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same concrete regression: identical Qwen3.5 MoE `from_pretrained` error report, clearly a duplicate." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight unpacking in accelerate loading is unrelated to a GraniteSpeech stale device override CI failure." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc example errors are unrelated to the generic unexpected position-id key issue." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "PEGASUS v4/v5 output differences and DeepSeek tokenizer regressions are different models and different code paths." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to the qwen3_omni_moe helper behavior." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "A feature-extractor center-arg regression is not the same as Gemma4 PLE device placement with `device_map=\"auto\"`." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both mention training startup, but one is checkpoint resume epoch-iterator failure and the other is FineWeb SLM training not starting; different root causes." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA vocab/weight tying collapse is unrelated to the 2^24 category limit runtime error." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "SAM3Video OOM and Swin2SR over-padding are unrelated problems in different processors/models." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error handling is unrelated to a missing `is_falcon_mamba_ssm_available` utility." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast TypeError and MacOS CLIP bus error are different failure modes with no shared code-path evidence." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash local model import warning is unrelated to tensor-parallel OOM when loading Qwen2-57B-A14B-Instruct." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP float16 crash in LwDetrImageLoss is not the same as bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to the qwen3_omni_moe feature-length helper bug." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior and RTDetrLoss infeasible cost matrix are different detection-loss issues." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Llama 3.2 90B Vision model loading." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is not the same as cache length only applying to quantized cache." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to unexpected position-id keys." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention 2 tests and embedding reinitialization after resize are unrelated model mechanics." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART `generate()` decoder_attention_mask bug is unrelated to Trainer `_gpu_broadcast_one` NoneType broadcast errors." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and torch.jit GeneratorExp export failure are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 evaluation dtype drift is unrelated to an undefined video-token counting helper." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id bug are different subsystems and failure paths." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "BART generation unbound variable and Adafactor/DeepSpeed OOM are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "PEGASUS output drift across versions is not the same as Qwen3.5 flash-attention generation failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The canonical/representative choice of issue:45310 is supported by the packet: issue:45310 and issue:45478 have the same title and describe the same Qwen3.5 MoE `from_pretrained` regression. The reject calls on the other soft pairs are also appropriately cautious, with no clear evidence of same-root-cause duplication in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 33, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43381", + "issue:43526", + "issue:43575", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44360", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46858" + ], + "soft_pairs": [ + "issue:37428|issue:42175", + "issue:43278|issue:43381", + "issue:44855|issue:46399", + "issue:44360|issue:44561", + "issue:32090|issue:33290", + "issue:40444|issue:43526", + "issue:45920|issue:46192", + "issue:43927|issue:45698", + "issue:45290|issue:46655", + "issue:44977|issue:45229", + "issue:42490|issue:43873", + "issue:25251|issue:32090", + "issue:46421|issue:46858", + "issue:43381|issue:43701", + "issue:43873|issue:45229", + "issue:44448|issue:44466", + "issue:43976|issue:45440", + "issue:44871|issue:44977", + "issue:29127|issue:34567", + "issue:33357|issue:39692", + "issue:43278|issue:43575", + "issue:44561|issue:44779", + "issue:44568|issue:45491", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:45198|issue:45803", + "issue:41720|issue:45229", + "issue:45588|issue:45823", + "issue:44977|issue:45563" + ], + "prepared_review_unit_hash": "023d8a975f77b0fe4a6bd987ca301624d2d220029b6fa7801f993df4e88a2898", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36081, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the soft edges look like false positives rather than true duplicates. The best representative issue is the broad v5 tokenizer regression report, but there is no single cohesive duplicate set across the cluster.", + "confidence": 0.61, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster, which spans many unrelated bugs. If one must be chosen, issue 45920 is the broadest/highest-impact regression report and the most representative of the v5 tokenizer-focused subset.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the strongest cluster representative because it has the broadest scope, clear user impact, and overlaps with several other tokenizer/regression-style reports more than the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Different problems: flash-attention import error vs missing TensorFlow backend in a torch-only install." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Both mention eval/training behavior, but one is dtype drift and the other is gradient checkpointing in eval mode; not the same bug." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Unrelated failure modes: Python 3.13 indentation parsing vs missing decorator registration for a kernel function." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to the v5 trust_remote_code breakage." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Different code paths: Trainer broadcast TypeError vs DeepSpeed/Adafactor OOM." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multimodal finetuning with multiple images is not the same as BeitImageProcessorFast label reduction." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both involve tokenizer APIs, but one is wrong token IDs across models and the other is return_tensors being ignored in a specific kwargs path." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both are save/load related, but one corrupts custom token IDs in config while the other loads the wrong custom module." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat template tool-call crash and video padding bug are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Different symptoms and subsystems: flash-attention generation issue vs multi-GPU OOM." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning is unrelated to quantization offloading behavior." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to Trainer broadcast errors." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache/prefill, but one is recompilation behavior and the other is device-tensor slice arithmetic." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode checkpointing and resume_from_checkpoint key mismatch are different issues." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading failure is not the same as Gemma4 multi-GPU OOM." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "One is a generation-output regression and the other is serialization of tied weights; related theme, different bug." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility problem vs model divergence from remote implementation; no shared code-path." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos-token config mismatch is unrelated to Qwen flash-attention generation failure." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on CLIP and SigLIP2 docs example errors are not the same underlying bug." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift and Qwen2-57B tensor-parallel OOM are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Trust_remote_code breakage from removed helper is unrelated to DeepSeek tokenizer regression." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token addition bug and Gemma3 NaN embeddings are different failures." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save_pretrained/tokenization failures are different model-specific bugs." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Tokenization/save failure is not the same as bare-except error swallowing in FuyuBatchFeature." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "cudaErrorAssert on auto device mapping is different from multi-GPU OOM." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux=None crash and Gemma4 device mismatch are different forward-pass 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": 27, + "review_unit_index": 34, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44206", + "issue:44265", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:46121", + "issue:46369", + "issue:46693", + "issue:46701", + "issue:47217" + ], + "soft_pairs": [ + "issue:43611|issue:46121", + "issue:29870|issue:34689", + "issue:29942|issue:30064", + "issue:43653|issue:44743", + "issue:44206|issue:44479", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:42915|issue:42994", + "issue:43575|issue:43701", + "issue:44265|issue:45198", + "issue:29127|issue:33357", + "issue:42490|issue:43381", + "issue:45491|issue:46693", + "issue:43412|issue:45588", + "issue:43065|issue:43994", + "issue:43065|issue:45412", + "issue:45372|issue:45588", + "issue:29127|issue:35141", + "issue:45245|issue:45563", + "issue:45459|issue:45712", + "issue:45440|issue:45593", + "issue:43526|issue:47217", + "issue:43575|issue:44387", + "issue:43421|issue:45491", + "issue:45406|issue:46701", + "issue:43066|issue:44462", + "issue:43994|issue:45412", + "issue:45372|issue:45406", + "issue:44442|issue:45072", + "issue:45412|issue:46369", + "issue:45372|issue:45459" + ], + "prepared_review_unit_hash": "602dc62d1430c473d59cf7695df1aab1ca5025b44f3f8da970585e96d9517f90", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36528, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most items are unrelated bugs across tokenizers, model loading, vision, quantization, export, and CI. I found no true duplicate group among the soft pairs, so all soft-edge candidates should be rejected.", + "confidence": 0.38, + "canonical_issue_reason": "Issue 44462 is the clearest, most self-contained bug report in the set: it has a concrete failure mode (AutoTokenizer ignoring repo tokenizer.json), a focused scope, and a likely broad user impact compared with the more specialized reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44462 is the best representative issue because it is specific, reproducible, and about a core loading path rather than a niche model-specific regression or an ambiguous error message.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Different code paths: model loading/base_model_prefix vs rope-parameter validation and JSON list handling." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "Unrelated failures: BART generate() decoder mask bug vs Llama 3.2 Vision loading regression." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to void segmentation map processing in an image processor." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration bug vs Qwen recurrent-state reset logic; different subsystems and symptoms." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor API regression vs Qwen video-input regression; not the same underlying bug." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "RoPE layer count mismatch in Smollm3 is unrelated to DeepSeekV3MoE divergence." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token issue and FastSpeech2ConformerTokenizer loading failure are different tokenizer bugs." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure in one model is not the same as quantized model saving failure." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export export failure for torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue vs MacOS bus error with a CLIP model; no shared root cause." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning and gradient-checkpointing-in-eval-mode are different behaviors." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaNs from padding/windowing are not the same as the FA2 long-context performance regression." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n export failure and flash_attention.py s_aux=None crash are distinct bugs." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy layer cleanup and RT-DETR memory-leak behavior are different issues." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure vs flash-attention sink-less-model crash; different failure modes." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error handling and token-embedding reinitialization are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count overflow and stale num_return_sequences warning are unrelated generation/modeling issues." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking by protobuf import handling is unrelated to leftover dummy classes in dummy_pt_objects.py." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE divergence from remote implementation is not the same as D-FINE auxiliary-loss omission." + }, + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and VL image-placeholder handling are different problems." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is tensor-parallel model loading and the other is int4 quantization memory regression; different root causes." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor update bug is unrelated to Gemma3 NaN embeddings." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve and DiffusionGemma pipeline output issue are not the same bug." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder-type mismatch in v5 and ignoring tokenizer.json are both tokenizer-related, but they are separate loading/serialization bugs." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference quality regression and RT-DETR memory leak have no shared code-path." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4, but one is an import dependency failure and the other is a missing processor attribute; too different to merge." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer load failure and dtype mismatches in inference are unrelated." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR garbage-collection memory leak is unrelated to SAM3 litetext memory overflow." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 import failure and protobuf-related tokenizer error masking are different bug classes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 35, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29870", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43526", + "issue:43531", + "issue:43646", + "issue:43720", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45245", + "issue:45250", + "issue:45381", + "issue:45440", + "issue:45588", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46234", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46821" + ], + "soft_pairs": [ + "issue:27957|issue:33290", + "issue:27957|issue:29127", + "issue:43526|issue:45834", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43824|issue:44279", + "issue:43526|issue:46693", + "issue:44857|issue:45588", + "issue:43334|issue:43531", + "issue:45250|issue:46640", + "issue:42915|issue:43931", + "issue:43994|issue:46369", + "issue:43381|issue:43873", + "issue:45588|issue:46821", + "issue:46121|issue:46399", + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:44977|issue:45245", + "issue:43761|issue:45859", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:43262|issue:44206", + "issue:42490|issue:44743", + "issue:27957|issue:29870", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:44077|issue:44479", + "issue:45003|issue:45440" + ], + "prepared_review_unit_hash": "485c3fe4011d19692c880f30395fb33b7a075ffbec36a771afde921f80cb4d15", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35383, + "estimated_input_tokens": 8846, + "estimated_eval_tokens": 17948 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated, model-specific regressions and integration bugs. The apparent similarities are usually just shared buzzwords (Flash Attention, Qwen, vision, offload, etc.), not the same concrete failure, so the soft matches should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue cleanly represents this heterogeneous set. If forced to pick an anchor, issue:46640 is the broadest flash-attention-related item, but it is not a true duplicate hub for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "There is no strong global best issue because the items do not describe one underlying bug. Issue:46640 is only the closest broad representative, not a valid duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLM-RoBERTa/Flash Attention vs Adafactor OOM in DeepSpeed are unrelated failures." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention support and LayoutLMv3 error-message clarity are different problems." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different image-processing bugs: label reduction vs long OCR index overflow." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "DeepSpeed optimizer OOM and Llama 3.2 Vision load breakage are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer memory usage and embedding reinitialization are separate code paths." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "ImportError for a specific model class vs a generic dependency issue are not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Image processor label handling and FA2 long-context performance regression are different issues." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash is unrelated to flash_attention sink-less AttributeError." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL and Qwen3-MoE sliding_window behavior are different bugs." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention, but one is a generic title and the other is a specific sink-less-model crash; not the same defect." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3MoE and Qwen3-VL shape mismatch are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 incorrect outputs and sam3-litetext memory overflow are different model-specific problems." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate behaviors." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-params JSON-list TypeError and missing decorator in Qwen3.5 kernels are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Batched chat-template crash and wrong vision_position_ids are both VL-related but distinct bugs." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model init regression and patchtsmixer post_init policy are not the same underlying change." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and category-count limit are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIP hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are different code paths." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state caching and Whisper batch_decode skip_special_tokens are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver image-resolution failure are different subsystems." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and tokenizer loading are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Missing TensorFlow backend in extras and missing import_utils helper are unrelated dependency issues." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen video-input regression are different defects." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access and DeepSeekV3MoE divergence are unrelated implementation bugs." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Flash Attention on XLM-RoBERTa and BART decoder_attention_mask error are different generation/model issues." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerate-loading bug does not match FastSpeech2Conformer tokenizer loading failure." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default and LasrFeatureExtractor center-arg crash are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and Qwen3.5 recurrent-state reset are not the same issue." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Both mention generation, but the model families and failure modes differ completely." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "No shared concrete bug; one is loading packed weights, the other tokenizer class resolution." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Extras-install backend omission and missing availability helper are distinct packaging problems." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Different Qwen/video and patchtsmixer issues with no shared failing code path." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "General modeling_utils import safety and DeepSeek model divergence are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 36, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44496", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45325", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46506", + "issue:46697", + "issue:46829", + "issue:46932" + ], + "soft_pairs": [ + "issue:43493|issue:43827", + "issue:43316|issue:43525", + "issue:43873|issue:44871", + "issue:44062|issue:45907", + "issue:44855|issue:45137", + "issue:43643|issue:44913", + "issue:45325|issue:46697", + "issue:43316|issue:45759", + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:44190|issue:44496", + "issue:43931|issue:45216", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:43550|issue:43701", + "issue:44442|issue:45803", + "issue:43232|issue:43388", + "issue:43575|issue:43742", + "issue:43761|issue:44079", + "issue:27957|issue:32090", + "issue:43606|issue:43701", + "issue:43761|issue:44188", + "issue:25251|issue:28282", + "issue:46829|issue:46932", + "issue:42907|issue:45698", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:43295|issue:43825" + ], + "prepared_review_unit_hash": "15a45a5f4361d7e1e71d2ac3815e0166e0d13dc221d0b7d9e59e4646978d884a", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36166, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate: most pairs are broad topic matches at best, but they describe different code paths, models, or failure modes. If one issue has to serve as the representative anchor for this set, #43749 is the strongest candidate because it has the most discussion and inbound references and reports a concrete high-impact loading bug.", + "confidence": 0.94, + "canonical_issue_reason": "#43749 is the most representative issue in this set: highest engagement, multiple inbound references, and a concrete reproducible bug in model loading/offloading behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "#43749 is the best single issue to anchor triage here because it has the clearest signal of impact and cross-references; however, it is not a duplicate of the other issues in the list.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "One is SigLIP2 implementation parity; the other is v5 docs still referencing removed pipelines. Different problem and fix." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config API issues, but they concern different models and different missing fields/attributes." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior vs Gemma eos_token_id config mismatch; not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken keyword collision is unrelated to Hub file listing forwarding revision." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import/parsing failure is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Remote-code config field loss vs GPTNeoX rotary_pct not persisting on reload; different code paths." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope indexing bug is unrelated to Swin2SR image padding behavior." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy vs Qwen multimodal config unwrapping; different model/config handling." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "General FSDP CPU RAM loading breakage vs a specific Qwen3-VL shape-mismatch load error." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model load regression for physical-intelligence/fast vs backend mapping error for tensorflow_text; unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Dataset loading in training script vs unrecognized model/config loading; different failure surfaces." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on load vs save_pretrained checkpoint regression; opposite operations and different defects." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA result divergence in PPDocLayoutV3." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3D parallel script failure is not the same as TP loading OOM for Qwen2-57B." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure for Bamba is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer loading failure for one tokenizer vs bare-except error handling in Fuyu batch conversion." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync issue is unrelated to gather_for_metrics dropping tuple labels." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM when tensor-parallel loading a large model vs key error loading a small MobileLLM model." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states omission is not the same as ModelOutput key assignment after None." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 model support issue vs Trainer broadcast TypeError; different subsystems." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to checkpoint resume key mismatch." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden states bug in CLIPVisionModel is unrelated to torch.compile attention-kernel divergence." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output shape bug is unrelated to missing PyTorch dependency import error." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism output-field mixup is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is a different bug from loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length question for DeBERTa-V3 is unrelated to missing transformers.onnx module." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 is unrelated to Gemma eos_token_id inconsistency." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom processor/tokenizer regression is unrelated to the v5 translation-support error message." + } + ] + }, + "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": 27, + "review_unit_index": 37, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:43065", + "issue:43316", + "issue:43352", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43646", + "issue:43716", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44464", + "issue:44496", + "issue:44514", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46424", + "issue:46640", + "issue:46821", + "issue:46894", + "issue:47217" + ], + "soft_pairs": [ + "issue:44871|issue:45584", + "issue:44521|issue:47217", + "issue:46234|issue:46291", + "issue:43316|issue:43716", + "issue:43316|issue:46821", + "issue:43646|issue:44913", + "issue:44077|issue:44534", + "issue:44464|issue:46421", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:44242|issue:46894", + "issue:45632|issue:46424", + "issue:43065|issue:44617", + "issue:43540|issue:44514", + "issue:43572|issue:46178", + "issue:45381|issue:47217", + "issue:45542|issue:46234", + "issue:44610|issue:46369", + "issue:44792|issue:45600", + "issue:44792|issue:44977", + "issue:43504|issue:45698", + "issue:45803|issue:46170", + "issue:43352|issue:46640", + "issue:45127|issue:45200" + ], + "prepared_review_unit_hash": "07a29c97b70dd54b1f6302a26acac186562149055c2ca36cadfcc3cca0358095", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35087, + "estimated_input_tokens": 8772, + "estimated_eval_tokens": 17800 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are model-specific regressions, config-load issues, or unrelated dependency failures. No soft edge looks like a true duplicate, so all candidate pairs are rejected. The closest thing to an umbrella issue is the broad Transformers v5 custom-model initialization regression.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43646 is the broadest representative: it describes a general Transformers v5 initialization break, while most other items are narrower model- or feature-specific regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 has the widest scope and best captures the cluster\u2019s general v5-regression theme, even though the cluster is not actually a clean duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs: Gemma eos_token_id config mismatch vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both are multimodal template issues, but one is assistant-mask generation and the other is image-placeholder handling; not the same bug." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Different dependency problems: missing import_utils helper vs kernels version/revision requirement when importing pipelines." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Unrelated: Gemma3TextConfig API discrepancy vs Mistral-3 image preprocessor/model dtype mismatch." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "Different config/API issues with no shared code-path." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config behavior, but custom model initialization breakage and GPTNeoX rotary_pct persistence are separate issues." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions: optional post_init enforcement vs junk-filled non-persistent buffers." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked/compiled behavior, but one is inconsistent generation and the other is spurious recompilation from lazy cache init." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are load failures, but gguf_file handling and missing model_type are different root causes." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Different serialization/config problems: eos_token_id mismatch vs quantized model save/load corruption." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Unrelated: exception-swallowing in tensor conversion vs Trainer import conflict with datasets." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "Both are model-specific failures, but they affect different models and code paths." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Different problems: tied lm_head weights vs FlashAttention support/runtime failure." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Different loss-calculation bugs in different models; only loosely similar by topic." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Different cache bugs: local trust_remote_code path collision vs max_cache_length being ignored except for quantized cache." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Video OOM are not the same underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal input issues, but video input validation and batched chat-template padding failure are distinct." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Different dependency/config failures: missing pad_token_idx vs unsupported tensorflow_text backend registration." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL input-position related, but video vision_position_ids and image-placeholder placement are separate defects." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Different optional-dependency issues: TensorFlow backend detection vs missing falcon_mamba_ssm helper." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different SAM3-family problems: processor/model size mismatch vs memory overflow." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Separate CI/model issues: janus image-generation test failure vs stale auto_mappings reference." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation-related, but janus image generation and Qwen3.5 flash-attention behavior are different bugs." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both concern loading/saving, but legacy-field preset loading and wrong custom-module resolution are distinct root causes." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Different failure modes: broad exception swallowing vs Windows/ROCm import error from torch.distributed dependency." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but they are different model-specific support issues." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different bugs: LoRA merge with extended vocab and tied embeddings vs Gemma 4 mm_token_type_ids defaulting." + } + ] + }, + "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": 27, + "review_unit_index": 38, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43335", + "issue:43388", + "issue:43475", + "issue:43525", + "issue:43531", + "issue:43644", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44855", + "issue:44869", + "issue:44877", + "issue:44913", + "issue:44964", + "issue:45072", + "issue:45245", + "issue:45406", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46202", + "issue:46617", + "issue:46693", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932", + "issue:47217" + ], + "soft_pairs": [ + "issue:43650|issue:46202", + "issue:44479|issue:47217", + "issue:44534|issue:44913", + "issue:43525|issue:43531", + "issue:35141|issue:42490", + "issue:43673|issue:44743", + "issue:41950|issue:43475", + "issue:43388|issue:43688", + "issue:44190|issue:44964", + "issue:46693|issue:47217", + "issue:44855|issue:45588", + "issue:29870|issue:35141", + "issue:44869|issue:46832", + "issue:45632|issue:46617", + "issue:44734|issue:45406", + "issue:45245|issue:46858", + "issue:45072|issue:46932", + "issue:43827|issue:43994", + "issue:46082|issue:46697", + "issue:43644|issue:44913", + "issue:43335|issue:44855", + "issue:25251|issue:27957", + "issue:44617|issue:45584", + "issue:43931|issue:44060", + "issue:44077|issue:44877", + "issue:44242|issue:46897" + ], + "prepared_review_unit_hash": "8c54341c0e54273fa1826598030cffcb27b09702185c136c6f75d9b23dad25b0", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35672, + "estimated_input_tokens": 8918, + "estimated_eval_tokens": 18092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of distinct issues rather than true duplicates. I did not find any soft pair that clearly shares the same underlying bug/change, so all soft edges are rejected. I picked the most current, high-signal regression report as the canonical issue.", + "confidence": 0.84, + "canonical_issue_reason": "issue:46693 is a broad, well-scoped, currently active regression report with clear performance impact and discussion activity, making it the best representative issue in this mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 is the strongest standalone issue here: it is specific, actionable, and has the most obvious user impact among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Unrelated: one is an empty/placeholder issue, the other is a Gemma pipeline roundtrip bug." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL-related, but the failures differ: video-input regression vs placeholder-in-user-text handling." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Different bugs: non-persistent buffer initialization versus GPTNeoX config reload behavior." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different model/config paths: missing pad token attribute in Llama4Config vs sliding_window handling in Qwen3-MoE." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Resizing embeddings reinitialization is unrelated to local-path import warning behavior." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/state, but one is chunked_prefill cache handling and the other is recurrent-state reset in modular Qwen code." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different subsystems and symptoms: video-classification processor lookup vs SAM3 vision encoder output attributes." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Evaluation label truncation and auxiliary-loss normalization are different code paths and bug classes." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "A local dataset loader script issue is not the same as a multimodal model loading failure." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "Performance regression in FA2 long-context generation is unrelated to image-placeholder parsing in VL text." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing error is unrelated to flash_attention crash on sink-less models." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Generate-time decoder_attention_mask bug is unrelated to output-embedding reinitialization after resize." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper timestamp decoding and RT-DETR feature-level handling are unrelated failures." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both concern trust_remote_code cache behavior, but one is a leaf-directory collision and the other is a file-not-found cache failure; different root causes." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-cardinality limits and static-cache slice arithmetic are different bugs." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and code paths; not the same fixable bug." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is not the same as a runtime AutoModel/pipeline correctness issue." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Config validation for head_dim is unrelated to Swin2SR over-padding." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffers filled with junk and rotary_pct reload reverting are separate configuration/runtime bugs." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformersConfig is unrelated to the DebertaV2Model import parsing error." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting change and XLMRoberta Flash Attention 2 are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is not the same as Whisper empty-transcription decoding failure." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Both are Qwen-family issues, but one is a model weight-shape mismatch and the other is an incorrect tied-weights warning." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Missing load-balancing loss and Florence2 double-shift training loss are different bugs despite both touching training losses." + } + ] + }, + "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": 27, + "review_unit_index": 39, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:25251", + "issue:29870", + 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The soft pairs are only superficially similar; none look like the same concrete bug or change.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 45020 is the broadest representative regression report in the set: recent versions breaking remote-code models. It best captures the general theme of version-induced model breakage without being as narrow as the model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the most useful anchor because it describes a broad compatibility regression rather than one model or one API edge case, making it the closest umbrella issue among this mixed set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both involve Ministral, but one is about saving dequantized models and the other is a FlashAttention inference crash; different code paths and symptoms." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No meaningful overlap; one is a placeholder issue, the other is a specific audio feature extraction bug." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "A notebook syntax error and an AddedToken constructor bug are unrelated failure modes." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A janus test failure and a cache-length configuration bug are different issues in different areas." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python-version support breakage is not the same as a vague dependency issue." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but they affect different models and different crashes; not the same underlying bug." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and likely different breakages." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A generic dependency complaint is not the same as a specific torch 2.4.1 incompatibility." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config classes and different missing/defaulted fields; not one shared defect." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings behavior in t5gemma is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "Documentation mismatch for TextClassificationPipeline is unrelated to a VL image-placeholder runtime failure." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is model loading and the other is save_pretrained serialization; different concrete bugs." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale phonemizer backend state and tokenizer thread-safety are separate concurrency/state bugs." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "A QA top-k bounds error and apply_chat_template on an empty list are unrelated crashes." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Dropped results on the final batch and memory overflow in sam3-litetext are different problems." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A generic dependency issue does not match a specific PEFT minimum-version bump problem." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "One is a processor/tokenizer API regression; the other is incorrect Deepseek tokenization outputs. Similar area, different bug." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but one is a SigLIP2 example error and the other is a pipeline parameter docs mismatch." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unused SGD args and a tie_word_embeddings warning are unrelated model/training issues." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Loading dtype propagation for Blip2 is not the same as Qwen3.5 save_pretrained serialization corruption." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling has nothing to do with the placeholder issue." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad umbrella for import errors, but 44351 is just one specific missing import; not enough evidence of the same concrete bug." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "A video-classification processor lookup bug is unrelated to remote_code model breakage." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support regression and PEFT version bump are different environment/dependency problems." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Deepseek tokenization regressions and Granite AutoTokenizer ID regressions are distinct tokenizer bugs." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient-checkpointing eval-mode behavior and RTDetrLoss infeasibility are unrelated training/detection issues." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "A config validation constraint on head_dim is not the same as a missing decorator causing a rotary-embedding kernel registration failure." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied weights and resize_token_embeddings not updating embeddings are different weight-tying behaviors." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5 save/load regressions, but they affect different saved artifacts and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 42, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42175", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43873", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44336", + "issue:44462", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46512", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:43653|issue:45593", + "issue:46082|issue:46512", + "issue:41950|issue:45823", + "issue:44242|issue:45200", + "issue:43644|issue:47145", + "issue:43650|issue:46209", + "issue:43299|issue:43854", + "issue:44462|issue:45081", + "issue:43931|issue:47145", + "issue:45588|issue:47000", + "issue:44683|issue:45542", + "issue:44016|issue:44291", + "issue:43479|issue:43525", + "issue:45081|issue:45907", + "issue:44336|issue:46851", + "issue:33290|issue:45656", + "issue:42994|issue:43317", + "issue:44623|issue:44749", + "issue:43441|issue:45834", + "issue:44261|issue:44263", + "issue:43873|issue:47145", + "issue:45859|issue:46851", + "issue:45103|issue:45372", + "issue:44246|issue:47217", + "issue:44623|issue:45397", + "issue:42175|issue:43976" + ], + "prepared_review_unit_hash": "481b0c0156bcd5d37dd374a37d60c776728c629c649a686f3912597e2031eaf9", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34839, + "estimated_input_tokens": 8710, + "estimated_eval_tokens": 17676 + }, + "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; there is no PR evidence. The soft pairs are superficial keyword matches rather than the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43873 has the strongest engagement (discussion and inbound refs) and is the best representative anchor for the broad quantization/offload subset in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most actionable and broadly scoped current bug report, making it the best single issue to keep as the cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated bugs." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Config validation for head_dim is unrelated to stale model.config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video pipeline processor lookup and Gemma4 device-map mismatch are different code paths." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load-balancing loss and mm_token_type_ids defaulting are separate model-training issues." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Non-persistent buffer junk and missing FP8 weight_scale application are distinct loading/corruption bugs." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A generic data request is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading failures for different models and failure modes." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is not the same as Mistral regex patch crashing." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and FP8 weight_scale omission are different defects." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "FlashAttention aux handling and RTDetr loss infeasibility are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch flex_attention compilation and TensorFlow backend installation are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument handling are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config initialization bugs in different model families." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI color leakage and Qwen3.5 variable-length position_ids are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Adafactor OOM and optimizer.step being called twice in deepspeed are not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized offload loading failure are different code paths." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained file output and slow filtering in Transformers 5.3.0 are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure on Ministral-3 and Kosmos2.5 OCR index error are unrelated model-specific bugs." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Layernorm epsilon precision issue and torch.split return values issue are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Both involve quantization/offload, but one is offloading behavior while the other is silent FP8 checkpoint corruption; not the same bug." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "CPU offload incompatibility and variable-length position_ids are different Qwen3.5 problems." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling and Gemma 4 processor import failure are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Import-time performance regression and VL image-placeholder parsing failure are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing processor save files and gemma-4 zero3 from_pretrained are different bugs." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow backend packaging and Python version compatibility 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": 27, + "review_unit_index": 43, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:41628", + "issue:42796", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43575", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44671", + "issue:44779", + "issue:44871", + "issue:44987", + "issue:45003", + "issue:45083", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:46291", + "issue:46399", + "issue:46655", + "issue:46726", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47176", + "issue:47177", + "issue:47217" + ], + "soft_pairs": [ + "issue:47176|issue:47177", + "issue:45600|issue:45712", + "issue:44671|issue:44779", + "issue:43901|issue:44246", + "issue:43673|issue:43761", + "issue:43525|issue:43881", + "issue:44188|issue:44336", + "issue:44186|issue:47000", + "issue:43575|issue:47145", + "issue:44336|issue:44373", + "issue:44016|issue:45823", + "issue:43824|issue:43976", + "issue:43525|issue:43643", + "issue:43723|issue:44162", + "issue:44987|issue:45542", + "issue:42796|issue:43441", + "issue:44589|issue:45362", + "issue:45325|issue:46851", + "issue:46291|issue:46399", + "issue:44297|issue:45397", + "issue:44246|issue:44496", + "issue:45083|issue:46851", + "issue:44871|issue:47145", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:46655|issue:46726", + "issue:45003|issue:47217", + "issue:46399|issue:46851", + "issue:43526|issue:45003" + ], + "prepared_review_unit_hash": "efa5b1d85f34363428890e7bf4e11eba6e276fa7476703094c49f446df6fc297", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36338, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster here: the items are a heterogeneous mix of unrelated model bugs, tokenizer regressions, docs issues, perf issues, and security reports. All soft pairs are false positives.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Both are security-related, but one is a shell allowlist bypass and the other is an archive extraction file-write/RCE issue; different vulnerabilities and code paths." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "One is stale auto-mapping references to removed configs; the other is leftover dummy classes leaking into exports. Both are cleanup regressions, not the same bug." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different models and symptoms: CamemBERT masked-LM predictions vs DeepSeek tokenizer output. No shared code-path evidence." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs/behavior mismatch for a pipeline option versus intermittent import slowness; unrelated problems." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Both are v5 regressions, but one is generation cache/chunked prefill and the other is CLIPVision hidden_states handling. Different components." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "A missing config attribute on Llama4Config is unrelated to a GLM-4V loading failure." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Torch.compile attention-kernel branching bug versus ANSI codes emitted by loading_report. Completely different subsystems." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash versus RTDetrLoss infeasible cost matrix. Different models and failure modes." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "Tensor-parallel OOM on model load is unrelated to FP8 weight_scale not being applied on load." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Loading-report terminal coloring bug versus a wrong docstring. One is runtime behavior, the other documentation." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-mapping mismatch are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Importing a specific VL class and Python-version compatibility are distinct issues." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and missing fields with trust_remote_code are both config issues, but not the same underlying bug." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 and ESM2 breakage are unrelated model-specific regressions." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Loading a specific model on transformers>=5.1.0 versus a TensorFlow backend availability problem are different failures." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but one is tokenizer BPE-marker handling and the other is FlashAttention loading in v5 RC; different code paths." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Missing Float8 storage support is unrelated to Qwen3.5 chat loading/runtime crashes." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both mention position_ids, but they affect different Qwen models and different positional-encoding bugs." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel import/version requirements versus a missing decorator on apply_rotary_pos_emb registration are different kernel-related bugs." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config serialization mismatch and Gemma-4 ZeRO3 from_pretrained failure do not share a concrete code path." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import-time slowness is unrelated to unrecognized model/config loading." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Different Qwen-family bugs: feature-extractor length helper behavior versus variable-length position_ids handling." + }, + { + "left": "issue:44871", + "right": "issue:47145", + "accept": false, + "reason": "Gemma3 eos_token_id inconsistency is unrelated to FP8 compressed-tensors weight_scale loss." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure is unrelated to Python 3.9/3.10 support in transformers 5.1.0." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError and TensorFlow backend detection are different dependency issues." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding math in SmolVLM and missing-vision-backend handling in AutoProcessor are distinct problems." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to VL image-placeholder handling." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Kernel registration/decorator failure and variable-length position_ids are unrelated bugs." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and sys.modules access in modeling_utils have no overlap." + } + ] + }, + "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": 27, + "review_unit_index": 44, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43299", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43901", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44479", + "issue:44485", + "issue:44749", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45103", + "issue:45137", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46132", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851", + "issue:47217" + ], + "soft_pairs": [ + "issue:45103|issue:46399", + "issue:43540|issue:46752", + "issue:45072|issue:46829", + "issue:44295|issue:45397", + "issue:45561|issue:45563", + "issue:44246|issue:44871", + "issue:43531|issue:45362", + "issue:44336|issue:44485", + "issue:45588|issue:46851", + "issue:42491|issue:43299", + "issue:46614|issue:46665", + "issue:45003|issue:46821", + "issue:44242|issue:45593", + "issue:43550|issue:46506", + "issue:42886|issue:46132", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:46726|issue:47217", + "issue:41950|issue:44220", + "issue:43540|issue:46655", + "issue:44451|issue:46752", + "issue:45375|issue:45759", + "issue:44479|issue:46655", + "issue:44295|issue:44749" + ], + "prepared_review_unit_hash": "3d497f66c3356dc2bd31c27c32ed3874d864f7be57a2d94ac19c4365d63262dd", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35775, + "estimated_input_tokens": 8944, + "estimated_eval_tokens": 18144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is dominated by many unrelated HF/Transformers regressions, but the strongest common thread is the Qwen video-input regression area; most soft edges are false positives despite superficial overlap in model family or subsystem.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 44479 is the broadest, most explicit regression report here: it names the version (v5.3.0) and multiple affected Qwen VL variants, making it the best representative of the shared video-input failure cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the best global issue candidate because it is the most general and clearly scoped to a concrete, shared bug across several models, unlike the other issues that are narrower or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Different bugs: auto-docstring annotation handling vs Qwen3.5 kernel registration/apply_rotary_pos_emb crash." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Different failure modes: bfloat16 dtype mismatch vs incorrect hidden_states assignment in video classification output." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "No shared code-path: position_ids buffer access error vs gemma-4 ZeRO3 from_pretrained issue." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Pytest-xdist file race and a stale generation warning are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Both touch model config/loss behavior, but one is missing load-balancing loss and the other is an eos_token_id config mismatch for Gemma-3." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Same model family, but sliding_window handling and chat crash are different concrete problems." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output formatting in loading_report is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention registration crash on s_aux=None is not the same bug as variable-length position_ids handling." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE/versioning, but the reported loading/conversion failures are distinct and not mergeable into one fix." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend state is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe sys.modules access and a TimesFM window_size AttributeError are unrelated code-paths." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern auxiliary losses, but they affect different models and different gating conditions, so they are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior changes are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer correctness regression is unrelated to resize_token_embeddings not updating output_embeddings." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors for different symbols and packages; no shared underlying bug." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing exports with no common fix indicated." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs drift for return_all_scores is unrelated to sys.modules access safety." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "DeepSpeed/accelerate conversion failure and a ZeRO3 deque underflow are different issues." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "Missing vision backend handling and image-placeholder-in-user-text failures are both VL-related but not the same code-path." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline processor lookup and _torch_extract_fbank_features are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video bugs, but Qwen3OmniMoe input processing and SmolVLM padding calculation are different model-specific failures." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "ScandiBERT loading failure and empty-list chat template crash are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal config handling, but they target different config fields and different object construction paths." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video regressions, but they affect different models and different processing stages, so they should not be merged." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A position_ids buffer access error and a processing slowdown report are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 45, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:42199", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45561", + "issue:45600", + "issue:45656", + "issue:45859", + "issue:46123", + "issue:46170", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46726", + "issue:46851", + "issue:46894", + "issue:46897", + "issue:47000" + ], + "soft_pairs": [ + 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The soft-similarity links are thematic at best (e.g. embeddings, generation, training loss, config handling), but none look like the same underlying bug or change with enough specificity to merge triage entries.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is a safe representative here: the items span many unrelated models, subsystems, and failure modes, so choosing one would be arbitrary.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No issue is a clear global best candidate because the cluster is heterogeneous and lacks a dominant duplicate target.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "Different bugs: ESM2 is broadly broken, while Gemma 4 mm_token_type_ids defaults affect text-only fine-tuning." + }, + { + "left": "issue:45292", + "right": "issue:47000", + "accept": false, + "reason": "Unrelated failures: resize_token_embeddings mismatch vs RTDetrLoss cost-matrix infeasibility." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Same model family, but different concrete problems: CPU offload incompatibility vs missing decorator/registration crash." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Different areas: DeepSpeed ZeRO3 deque underflow vs CI breakage from removed auto-mapping configs." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Both involve processor/model output wiring, but one is a regression in processor/tokenizer image handling and the other is token embedding resizing not propagating." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Testing-utils sys.modules access bug is unrelated to the xdist captured_info.txt race." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Different import/runtime failures: missing Qwen2_5_VLImageProcessor vs ZeRO3/BertModel index error." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch embedding/tied-weight behavior, but the concrete symptoms and models differ: serialization of lm_head.weight vs resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Both are SAM3-related, but one is a missing attribute on vision output and the other is memory overflow when calling the model." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Different model-specific regressions with no shared code-path evidenced: Qwen3-VL-Moe compatibility vs PPDocLayoutV3 CPU/CUDA divergence." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "Same general theme of label handling, but one is a BeitImageProcessorFast bug and the other is a Florence2 training-loss double-shift bug." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-related, but one is strict loading for granite_speech and the other is a missing deepstack_visual_indexes field in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Saving processor artifacts missing files is unrelated to AutoProcessor's missing-vision-backend error reporting." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Different model families and failure modes: MoE load-balancing loss omission vs LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 is unrelated to tokenizer decode errors being masked when protobuf is absent." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "BART generate() decoder_attention_mask error is unrelated to MLFlow not being reported after failed training jobs." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention, but one is a model-specific unsupported-path error and the other is just a general Flash Attention 2.0 topic." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "Both mention label-related training issues, but they are different models and different bugs (single-label reduction vs loss double-shift)." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Different regression classes: video-input handling in Qwen models vs Windows/ROCm torch.distributed dependency problems." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "Both involve shape/positioning concerns in DETR-like or Qwen models, but one is a DETR cardinality check bug and the other is variable-length position_ids behavior." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma 4 zero3 from_pretrained and duplicate optimizer.step under deepspeed are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to the broader ESM2 breakage report." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Both are warning/config related, but they concern different models and different logic: tied-weights warning vs patchtsmixer post_init allowance." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Same Qwen3.5 area, but one is a tied-embeddings warning in LoRA fine-tuning and the other is a flash-attention generation regression." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading vs Windows/ROCm import/type failure are not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are video/SAM/Qwen adjacent, but one is a missing attribute on Sam3 output and the other is a video-input ValueError in Qwen3OmniMoe." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Different memory/result-handling bugs: RT-DETR model deletion leak vs mask generation pipeline dropping final partial-batch results." + } + ] + }, + "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": 27, + "review_unit_index": 46, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43441", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44871", + "issue:44964", + "issue:44995", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45375", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46832", + "issue:46858", + "issue:47068", + "issue:47145" + ], + "soft_pairs": [ + "issue:42886|issue:45229", + "issue:43723|issue:46710", + 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989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36042, + "estimated_input_tokens": 9011, + "estimated_eval_tokens": 18278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports; the only strong duplicate-like pair is the Qwen3.5 MoE config-loading regression. No PRs are present.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45375 is the most specific, root-cause-oriented report in the cluster: it names the missing `deepstack_visual_indexes` field and explains the strict-schema drop that likely drives the load failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45375 is the best representative because it identifies the concrete config bug rather than only the downstream `from_pretrained` symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Different bugs: tokenizer cache/offline loading vs Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Both mention transformers v5, but one is tokenizer loading and the other is an accuracy regression; different failure modes." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Unrelated subsystems: Windows/ROCm import failure vs RT-DETR forward shape/type error." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to a Gemma warning about `tie_word_embeddings`." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Attention-kernel divergence on `torch.compile` is not the same as Gemma pipeline roundtrip tokenization behavior." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Different SAM3 issues: a dummy Conv2d implementation detail vs a model-type warning on loading." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Different concerns: config warning about tied embeddings vs stale `num_return_sequences` warning in paged generate." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa second-pass cache crash is unrelated to Gemma4's missing `mm_token_type_ids` default." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "Attention registration behavior change is not the same bug as FP8 checkpoint loading without `weight_scale`." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "API request rejection on `/v1/chat/completions` is unrelated to Gemma pipeline roundtrip token handling." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the Gemma roundtrip failure described here." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both involve cache/compile mechanics, but one is attention-kernel branching and the other is lazy cache init causing recompilation." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior is unrelated to a Deepspeed loss host-synchronization concern." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache crash is a different code path from `flash_attention.py` failing on `s_aux=None`." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type bug and LlamaConfig head-dim validation are separate issues." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError is unrelated to a Transformers upgrade performance regression." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS MoE histogram limitation is unrelated to missing chat-template support in a processor." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but tokenizer-class metadata mismatch is not the same as processor file omission." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "auto_docstring annotation handling is unrelated to `_prefill` cache-length device-tensor arithmetic." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch is a different bug from an upgrade-induced slowdown." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression after upgrade is not the same concrete issue as Deepspeed calling optimizer.step twice." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder dummy layer is unrelated to MaskGenerationPipeline dropping partial-batch results." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Siglip2 incorrect outputs are unrelated to AutoProcessor backend-missing error handling." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to a Deepspeed double-step bug." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model init breakage in v5 and ESM2 being broken are too broad and point to different concrete failures." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal model loading and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id inconsistency is unrelated to AttentionInterface.register semantics." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "FlashAttention crash with `s_aux=None` is unrelated to empty-list `apply_chat_template` handling." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Both describe the same Qwen3.5 MoE load regression; 45375 names the concrete missing config field and 45478 reports the resulting `from_pretrained` failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, stays conservative, and correctly identifies the only strong duplicate-like pair as issue:45375 / issue:45478. The other soft-edge rejects are generally well supported by the issue titles and do not overstate similarity. No PR pairs 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": 27, + "review_unit_index": 47, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44373", + "issue:44623", + "issue:44661", + "issue:44857", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45092", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45593", + "issue:45753", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46726", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:45561|issue:47217", + "issue:43475|issue:46821", + "issue:43475|issue:43643", + "issue:45230|issue:45397", + "issue:44373|issue:46851", + "issue:44188|issue:46851", + "issue:42994|issue:43482", + "issue:43232|issue:43673", + "issue:45310|issue:45375", + "issue:44038|issue:44623", + "issue:28282|issue:30990", + "issue:41628|issue:44933", + "issue:46877|issue:47000", + "issue:46463|issue:46877", + "issue:39692|issue:46726", + "issue:42994|issue:43525", + "issue:44869|issue:45356", + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:45137|issue:47000", + "issue:43784|issue:46399", + "issue:41628|issue:44351", + "issue:36010|issue:41628", + "issue:44038|issue:45310", + "issue:42994|issue:43824", + "issue:44945|issue:45753", + "issue:45561|issue:47059", + "issue:44857|issue:46877", + "issue:44222|issue:45310", + "issue:44661|issue:47059", + "issue:45593|issue:46877" + ], + "prepared_review_unit_hash": "d935e47be56c12c050b79faca5b5a98c895220489d4d18f49720dc6bfce6109d", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36848, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated closed/open issues across imports, generation, tokenizers, vision models, quantization, testing, and docs. None of the soft pairs look like the same underlying defect, so no duplicate merges are justified.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 45310 is the clearest concrete regression report among the candidates, but the overall cluster is too mixed for a strong single canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the most actionable and version-specific issue in the set; the rest are either broader, older, or clearly on different code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "Different failures: xdist test file race vs VL image-placeholder handling." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Both are AttributeError reports, but on different models and unrelated attributes." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 vision encoder attr bug vs AutoConfig missing fields; different code paths." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs gemma-4 ZeRO3 from_pretrained failure; not the same defect." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Docstring issue vs actual variable-length position_ids bug." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Torch.compile attention-kernel branching is unrelated to Qwen3.5 position_ids handling." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized saving failure vs GGUF loading failure; different operations and failure points." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwarg update after sync_gpus vs chunked_prefill cache absence; not the same bug." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both involve Qwen3.5/MoE, but one is a from_pretrained error and the other is a missing config field; insufficient evidence of one root cause." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility issue vs processor.save_pretrained missing files; different functionality." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing ImportError vs Sentence Transformers loading hang; unrelated symptoms." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Different missing imports from different modules; no shared concrete code-path." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time docstring lint output vs RTDetrLoss runtime crash; unrelated." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "T5 decoder-input validation message bug vs docstring logging issue." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Documentation example errors vs AutoProcessor backend-missing import behavior." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure vs Llama4Config missing pad_token_id attribute." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash vs Kimi tokenizer regression; different tokenization paths." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "AutoTokenizer loading problem vs continue_final_message logic for mistral_common tokenizers." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings API change vs InternVL2 meta-initialization incompatibility; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior vs pipeline-parallelism output correctness; different subsystems." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error vs RTDetrLoss cost-matrix infeasibility." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import-time NameError in sentence-transformers vs Qwen3.5 kernel registration failure." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "AutoImageProcessor import issue vs HybridCache import issue; both are imports, but not the same missing symbol or fix." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin import breakage vs AutoImageProcessor import breakage; different APIs and fixes." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Same broad Qwen/MoE area, but different model variants and different failure descriptions; too weak for duplication." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized save failure vs missing Qwen2.5-VL class import." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output bug vs Qwen3.5 infinite loop on a specific image." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "Test worker file race vs CLI completion attribute error from huggingface_hub." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "AMP/CUDA loss crash vs import-time docstring diagnostics." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained on MoE models vs Qwen3.5 from_pretrained load error; opposite directions and different triggers." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Tokenizer-mapping model addition failure vs CLI/huggingface_hub compatibility error." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss bug vs import-time auto_docstring logging." + } + ] + }, + "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": 27, + "review_unit_index": 48, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:39692", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43479", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44016", + "issue:44186", + "issue:44222", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44743", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:45081", + "issue:45103", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46231", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:45081|issue:45103", + "issue:45406|issue:46202", + "issue:46202|issue:46701", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:42673|issue:43704", + "issue:42175|issue:44933", + "issue:45405|issue:46877", + "issue:44743|issue:47068", + "issue:44496|issue:45561", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:43479|issue:46829", + "issue:42175|issue:45712", + "issue:44568|issue:47085", + "issue:44623|issue:45310", + "issue:44186|issue:47085", + "issue:42673|issue:46693", + "issue:46077|issue:46123", + "issue:45600|issue:47059", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:43479|issue:44869", + "issue:44016|issue:46231", + "issue:39692|issue:46909", + "issue:43784|issue:43824", + "issue:42898|issue:44779" + ], + "prepared_review_unit_hash": "f81606fb3b37f08c2dfe91f9e1754348fb7540556b50903ea8d5090422c2dc03", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36600, + "estimated_input_tokens": 9150, + "estimated_eval_tokens": 18556 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft pairs look like loosely related v5/tokenizer/docs/runtime regressions rather than true duplicates. The only clear duplicate-looking pair is the repeated Qwen3ForCausalLM VRAM leak report.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it has an exact same-bug duplicate in issue:43704 and describes a concrete, reproducible VRAM leak in the same code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest representative in this set: specific bug, clear reproduction impact, and the only pair that appears to be an actual duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different subsystems and failures: Mistral regex patch crash vs auto-docstring annotation introspection crash." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both involve Gemma-related behavior, but one is a processor attribute error and the other is a pipeline roundtrip/tokenization issue." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both mention Gemma pipelines, but the concrete failures differ: roundtrip token handling vs image-text-to-text generation output plumbing." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Unrelated generation-path issues; one is sync_gpus bookkeeping, the other is a Janus image generation test failure." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy regression and the other is save_pretrained behavior for MoE." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same title and same concrete bug: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "No shared underlying bug; missing TensorFlow backend in extras is unrelated to a nonexistent image_utils import." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "Unrelated release/versioning issue vs auto_docstring logging behavior." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Different generation-time problems; recurrent-state reset bug is not the same as host synchronization in loss computation." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated config loading error vs pytest-xdist race in testing utilities." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "General Python compatibility problem is unrelated to an image_utils import regression." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "Different failures: MLFlow reporting on failed jobs vs deepspeed OOM with Adafactor." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang in sentence-transformers is unrelated to token-embedding reinitialization." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different APIs and symptoms; not the same bug." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different model families and failure modes: multimodal config defaults vs output dataclass field mismatch." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Both are packaging/import-adjacent, but one is backend extras and the other is dummy object cleanup." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer special-token regression is not the same as thread-safety regressions in fast tokenizers." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2Tokenizer crash on NER/padding is a specific tokenizer bug, not a general thread-safety regression." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both are performance-related, but one is a VRAM leak in dataloader threads and the other is a long-context FA2 slowdown/regression." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Different pipeline/model behaviors: attention-mask construction vs final partial-batch bookkeeping." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "CI breakage from removed auto_mappings config is unrelated to the huggingface_hub CLI compatibility failure." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but one is cleanup-space behavior and the other is wrong Granite token IDs." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both concern tokenizers in v5, but they describe different concrete failures and code paths." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "No common underlying bug; multimodal config initialization is unrelated to Whisper timestamp decoding." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Both are documentation-related, but one is a syntax error in a notebook and the other is a parameter-name mismatch." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are broken docs examples, but they are different examples with different model/runtime errors." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Import failures, but for different packages and causes; no shared code-path bug." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but on different models and different observable outputs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly duplicate-looking pair is the identical Qwen3ForCausalLM VRAM leak report (42673/43704), and the rest of the soft-pair rejections are consistent with the titles and issue descriptions. No evidence is overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 49, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:41628", + "issue:42222", + "issue:42673", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43874", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44843", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46132", + "issue:46231", + "issue:46762", + "issue:47085" + ], + "soft_pairs": [ + "issue:27957|issue:30333", + "issue:43479|issue:44079", + "issue:42673|issue:47085", + "issue:44843|issue:47085", + "issue:30333|issue:34689", + "issue:43874|issue:45092", + "issue:42898|issue:43295", + "issue:44295|issue:45656", + "issue:42898|issue:45356", + "issue:42222|issue:45200", + "issue:44734|issue:45103", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:44933|issue:45712", + "issue:44222|issue:44623", + "issue:44448|issue:46132", + "issue:44060|issue:45125", + "issue:42796|issue:43723", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:44373|issue:44485", + "issue:44360|issue:46762", + "issue:44297|issue:45310", + "issue:41628|issue:42757" + ], + "prepared_review_unit_hash": "dcbd132bec508e494268da78326fa72595b3c477024785ad443a5563d09bf7af", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "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": "The soft pairs are mostly false positives: they share broad Transformers themes, but the underlying bugs are different (imports, tokenizers, training, multimodal configs, optimizer behavior, etc.). I would not merge any of the suggested pairs.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44843 is the clearest self-contained bug report: it names the exact failing path (`AutoTokenizer.from_pretrained` in `_patch_mistral_regex`), the trigger (offline mode), and the regression behavior, making it the best representative issue in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 has the strongest combination of specificity, reproducibility, and actionable root-cause framing among the issues listed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Different problems: XLMRoberta/Flash Attention 2 compatibility vs MLflow not reporting failed training jobs." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "One is a multimodal config default-initialization bug; the other is a `ModelOutput` key assignment issue. Different code paths." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "Both involve threads, but one is a VRAM leak in dataloader threads and the other is tokenizer thread-safety regression. Not the same bug." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "`AutoTokenizer.from_pretrained` offline-mode failure is unrelated to fast tokenizer thread-safety." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Failed-training MLflow reporting is unrelated to Llama 3.2 vision model loading regressions." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "GLM46V image patch counting bug and InternVL2 meta-init incompatibility are different multimodal loading issues." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "`clean_up_tokenization_spaces` behavior change and processor.tokenizer/image-passing regression are different API regressions." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Registering `position_ids` as a buffer causing read errors is unrelated to optimizer step being called twice with deepspeed." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer cleanup behavior change and Kimi-K2.5 codec/regex regression are distinct tokenizer issues." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose breakage and Gemma 4 `mm_token_type_ids` defaulting are different model-specific bugs." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve is unrelated to auto-docstring crashes with postponed annotations." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow failed-run reporting and token-embedding resize/reinit are unrelated training vs model-initialization bugs." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "`transformers.onnx` import failure is unrelated to `AutoModel` requiring PyTorch being absent." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 `save_pretrained`/MoE serialization is unrelated to tokenizer class mismatch in `tokenizer_config.json`." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD optimizer arguments not being used is not the same as a documentation parameter-name typo for `set_training()`." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Multi-label classification example returning empty results and local dataset loading failure are different example-script bugs." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version bump and leftover dummy classes failing repo checks are unrelated housekeeping issues." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config serialization mismatch is unrelated to deepspeed optimizer step duplication." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy degradation and missing files in `processor.save_pretrained()` are different defects." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing `image_utils` import and dummy PT objects leakage are unrelated import/export cleanup issues." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save behavior and processor save_pretrained missing files do not describe the same failing path." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output differences and `AttentionInterface.register` behavior change are unrelated behavioral regressions." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Wrong tied-weights warning in Qwen3-Next is different from missing `_tp_plan` in Qwen3_5Moe for tensor parallelism." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Ministral tokenizer BPE-marker handling and `AutoTokenizer.from_pretrained` loading failure are different tokenizer bugs." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Phi4MultimodalConfig default config initialization is unrelated to non-persistent buffers being filled with junk." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count limit error and attention interface registration behavior change are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring correction for `position_ids` is not the same as GLM-5 RoPE implementation issues." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "A discussion about a DSA indexer lacking ReLU is unrelated to Minimax MSA attention numerical differences." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class mismatch on save and Qwen3.5 MoE `from_pretrained` errors are different problems." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "`AutoImageProcessor` import failure and `is_offline_mode` import failure come from different missing symbols and likely different package-version 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": 27, + "review_unit_index": 50, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43504", + "issue:43723", + "issue:43824", + "issue:43986", + "issue:44038", + "issue:44190", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44484", + "issue:44623", + "issue:44829", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45310", + "issue:45357", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46655", + "issue:46726", + "issue:46909", + "issue:46932", + "issue:47059" + ], + "soft_pairs": [ + "issue:45071|issue:46082", + "issue:44222|issue:44484", + "issue:43723|issue:44977", + "issue:43504|issue:47059", + "issue:43122|issue:46209", + "issue:46614|issue:46932", + "issue:44263|issue:45092", + "issue:44263|issue:44373", + "issue:44295|issue:44623", + "issue:43232|issue:46424", + "issue:43232|issue:45834", + "issue:46209|issue:46431", + "issue:30990|issue:38175", + "issue:44190|issue:46082", + "issue:44263|issue:44360", + "issue:43475|issue:46305", + "issue:46305|issue:46655", + "issue:42831|issue:45310", + "issue:46369|issue:46909", + "issue:22355|issue:27957", + "issue:42907|issue:46050", + "issue:43986|issue:46726", + "issue:44279|issue:46328", + "issue:45092|issue:45357", + "issue:42831|issue:44038", + "issue:44261|issue:45092", + "issue:44829|issue:46002", + "issue:44964|issue:47059", + "issue:41628|issue:43824" + ], + "prepared_review_unit_hash": "d1ac60c9ec98712996d3d90061023d58bd29ff0673cd76d9c48cf7d079fa30aa", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36052, + "estimated_input_tokens": 9013, + "estimated_eval_tokens": 18282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers issues across loading, generation, quantization, tokenizer, and model-specific bugs. The soft pairs show superficial topical overlap but not the same concrete defect or change, so none should be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45092 is the clearest, most self-contained bug report in the set and the best representative anchor, though the overall collection is heterogeneous rather than a tight duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45092 is the strongest standalone issue to keep as the representative bug report because it names a specific v5 meta-initialization incompatibility with a concrete affected class of checkpoints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Both mention config-related failures, but one is a broad type-checking regression and the other is a specific LlamaConfig validation edge case; different bugs." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained for MoE is unrelated to the max_shard_size default question; same model-saving area, different issue." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen flash-attention generation are different subsystems and failure modes." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Legacy preset loading and a CLI test breaking with a hub API change are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization behavior across versions is unrelated to FP8 inference failure on B200 hardware." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "A stale phonemizer language bug is unrelated to Gemma4 quantized dtype casting." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "A torch.split return-value question in a DSA indexer is not the same as remote-code checkpoint incompatibility during meta init." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "One is an implementation bug, the other is a docstring error for position_ids." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading a buffered position_ids tensor and missing processor save_pretrained files are different save/load problems." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs after sync_gpus and cache max length handling are unrelated code paths." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "A generation-kwarg ordering bug is unrelated to a Kosmos2.5 OCR index error." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template in a processor are different errors." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hangs and zero probabilities in a SigLIP2 model are not the same defect." + }, + { + "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:44263", + "right": "issue:44360", + "accept": false, + "reason": "torch.split return semantics and a missing ReLU in an indexer are different model internals." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "A missing attribute on a SAM3 output object is unrelated to an off-by-one streaming mask bug." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processing, but one is a window off-by-one and the other is padding calculation; different bugs." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "An FP8 accuracy regression and a Qwen3.5 from_pretrained error are separate issues." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Memory overflow in sam3-litetext is unrelated to a broken documentation example." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx and XLMRoberta Flash Attention 2 support are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and sinq quantization round-trip breakage are different serialization bugs." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both are AutoProcessor-related, but one is a missing torchvision crash and the other is an unrecognized image processor message when a backend is absent; different failure modes." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A generic dependency issue and a SequenceFeatureExtractor.pad performance inefficiency are unrelated." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-initialization incompatibility for old checkpoints is unrelated to incorrect visual encoder keys during save_pretrained." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "These are both model-specific bugs, but one is FP8 accuracy and the other is Qwen3-VL-Moe loading behavior; not the same problem." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "A missing rms_norm_eps causing precision drift is unrelated to remote-code checkpoint meta-init incompatibility." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Degenerate training with flash_attention_3 and NaNs in classification heads after checkout/init are different numerical issues." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Phi-4 multimodal loading and a cli test failing against huggingface_hub 1.22.0 are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export/package regression 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": 27, + "review_unit_index": 51, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39379", + "issue:39401", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43540", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43784", + "issue:43976", + "issue:43986", + "issue:44188", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44327", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44945", + "issue:44964", + "issue:45278", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46305", + "issue:46369", + "issue:46402", + "issue:46909", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:45381|issue:46305", + "issue:39379|issue:46172", + "issue:44483|issue:45406", + "issue:42831|issue:45753", + "issue:43408|issue:46402", + "issue:22355|issue:28218", + "issue:43644|issue:46305", + "issue:44327|issue:47059", + "issue:44188|issue:44373", + "issue:43986|issue:47217", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:27957|issue:30990", + "issue:42796|issue:43122", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:44295|issue:44297", + "issue:42907|issue:44945", + "issue:43576|issue:43784", + "issue:30990|issue:33357", + "issue:42907|issue:44964", + "issue:43976|issue:44945", + "issue:42371|issue:44263" + ], + "prepared_review_unit_hash": "3fb829897c1a94a35ad0050d68966608a9a6288dd63a8c74cda54a10ad7cd8f8", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35512, + "estimated_input_tokens": 8878, + "estimated_eval_tokens": 18012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft pairs span unrelated model bugs, API regressions, tokenizer issues, and docs/CLI problems. I would not merge any of the soft edges. If forced to choose an anchor, issue 42886 is the most coherent tokenizer/loading regression in the set, but it does not truly represent the whole cluster.", + "confidence": 0.37, + "canonical_issue_reason": "issue:42886 is the best anchor among a mostly unrelated set because it is a concrete, user-facing tokenizer/loading regression and has the strongest local cohesion with the other tokenizer-related nearby issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42886 is the most suitable global issue anchor: specific bug report, clear repro class, and the closest thing to a recurring theme in this cluster (tokenizer/load behavior).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Different models and failure modes: Qwen2.5-VL vision position ids vs MoonshineStreaming sliding-window masking." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Unrelated code paths: mllama mask handling vs deepseek-v4 transpose logic." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "One is an API acceptance regression, the other is a Gemma4Processor attribute crash." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different bugs: FP8 accuracy degradation vs a Qwen3_5 image-driven infinite loop." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Both are sam3-related, but one is a model-type warning and the other is missing text encoder weights; not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Completely different areas: missing onnx module import vs tokenizer spacing after added tokens." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Generic v5 buffer initialization bug vs a MoonshineStreaming off-by-one mask issue." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA span decoding crash and CLI completion import failure are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence is unrelated to a docstring bug." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "AutoProcessor missing torchvision and image-placeholder handling are different failure modes." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer bugs, but they affect different behaviors and models: offsets vs special-token insertion." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Shared import-error theme is too broad; these are different dependency/version breakages." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading and quantized-model saving are separate code paths." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Both touch tokenizer loading/serialization, but one is offline cache access and the other is decoder-type metadata; not the same concrete bug." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "FlashAttention2 on XLMRoberta and Sentence Transformers loading hang are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenization regressions, but they describe different symptoms and model-specific issues." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Different sam3 problems: model-type warning vs memory overflow." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to D-FINE denoising losses." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen video position ids and a broken DIA docs example are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and docs example breakage are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Non-persistent buffer junk and NaNs in classification heads are different initialization issues." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "One is a runtime buffer read error; the other is tokenizer_config metadata mismatch." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model saving failure and pipeline-parallel output error are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env command and sentence-transformers import NameError are different v5 regressions." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Different symptoms and subsystems: loading hang vs MacOS bus error on a CLIP model." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading/saving problems with no shared concrete code path." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility issue and pipeline-parallel output corruption are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API warning and torch.split return-value 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": 27, + "review_unit_index": 52, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46172", + "issue:46326", + "issue:46614", + "issue:46762", + "issue:47059" + ], + "soft_pairs": [ + "issue:41628|issue:45278", + "issue:43756|issue:44060", + "issue:43784|issue:45600", + "issue:42907|issue:43937", + "issue:44117|issue:44704", + "issue:43329|issue:47059", + "issue:39401|issue:44488", + "issue:44625|issue:44829", + "issue:39401|issue:44521", + "issue:44360|issue:44485", + "issue:46172|issue:46762", + "issue:44704|issue:45290", + "issue:44038|issue:44297", + "issue:43122|issue:46326", + "issue:43122|issue:44521", + "issue:44038|issue:44295", + "issue:43408|issue:43475", + "issue:22355|issue:29159", + "issue:42907|issue:43452", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:43122|issue:44779", + "issue:39401|issue:46614", + "issue:43116|issue:45200", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:22355|issue:29127", + "issue:43278|issue:44945", + "issue:42175|issue:44938" + ], + "prepared_review_unit_hash": "893f0c7bb24152efae676390b1a40475c5eb2a4404c31de3e40503d150a6e7d6", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36555, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a duplicate cluster: it mixes unrelated import failures, tokenizer regressions, model-specific config bugs, multimodal/chat-template issues, packaging regressions, and parallelism/training problems. None of the soft edges look like the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the items are too heterogeneous to represent one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick one representative, issue 43122 is the broadest tokenizer-regression report, but it still does not anchor the rest of the set well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but they concern different symbols and different failure modes after upgrades." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different Qwen3-family bugs: RoPE layer dropping vs tied-weights warning; not the same code-path issue." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated import-time failure in sentence-transformers vs broken auto_mappings reference to removed Sam3LiteText configs." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Different problems: dequantized save failure vs invalid GenerationConfig on GLM-5." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer-mapping None handling and AutoProcessor kwargs passing are separate API plumbing bugs." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Multimodal token counting bug vs CLI/huggingface_hub compatibility regression; unrelated subsystems." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 tokenizer offset mapping bug and a model-loading failure for cjvt/sleng-bert are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different issues: num_labels propagation in Qwen3.5 vs degenerate training with flash_attention_3." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset_mapping bug vs apply_chat_template assistant_masks bug; not the same defect." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Both are numerical/attention-related, but they affect different models and different implementations." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file kwargs handling is separate from chat-template crashes on tool-call assistant messages." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe import/behavior issue vs tokenizer.save_pretrained metadata mismatch; unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenizers, but one is a version-wide tokenization regression and the other is mistral_common continue_final_message behavior." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer regression and multimodal assistant_mask generation are different code paths and symptoms." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs position_ids buffer read error; no concrete overlap." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same SAM 3 area, but one is a model-type warning and the other is a missing attribute in the video encoder output." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "ONNX module import failure and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save bug and gguf_file from_pretrained breakage are separate loading/saving issues." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Same broad model family, but one is a loading bug and the other is FP8 save_pretrained behavior; not the same defect." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 save/load regressions, but one is checkpoint corruption on save and the other is from_pretrained failure; not clearly the same underlying bug." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing-import symbols; no shared underlying change." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer offset_mapping bug vs stale phonemizer backend state; unrelated components." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Empty multi-label classification results in an example script and Gemma 4 mm_token_type_ids defaults are different issues." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Importing is_offline_mode from huggingface_hub and importing HybridCache from transformers are unrelated import errors." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and example-script multi-label classification failure do not describe the same problem." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Transformers.onnx import failure and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift between train/eval and incorrect pipeline-parallel LLM output are different bugs." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend-extra packaging omission and Python 3.14 load failure are unrelated environment issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 53, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:28348", + "issue:38617", + "issue:39379", + "issue:42371", + "issue:42673", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43232", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44355", + "issue:44483", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46710", + "issue:46726", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:46981", + "issue:47116", + "issue:47217" + ], + "soft_pairs": [ + "issue:39379|issue:43232", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:43937|issue:44485", + "issue:42898|issue:46614", + "issue:38617|issue:45278", + "issue:44483|issue:47217", + "issue:43976|issue:45446", + "issue:44038|issue:45478", + "issue:43611|issue:46002", + "issue:43066|issue:44779", + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:44355|issue:46231", + "issue:44625|issue:46002", + "issue:43116|issue:43493", + "issue:45083|issue:45446", + "issue:44610|issue:46909", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:46726|issue:46981", + "issue:46328|issue:47116", + "issue:28348|issue:46640", + "issue:43992|issue:44704", + "issue:43066|issue:46710", + "issue:43116|issue:43825" + ], + "prepared_review_unit_hash": "a9f5c76425bb10cbbe388ef547fdafe6773335fab9a2df5f1fe007cf262edee4", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "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": "The set is a heterogeneous mix of Transformers regressions, model-specific bugs, tokenizer issues, and docs/examples problems. None of the soft pairs look like the same concrete bug/change, so I rejected all duplicate links.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45278 is the broadest and most representative regression report here, centered on upgrade-induced breakage and import failures across the library.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 best captures the cluster\u2019s dominant theme of Transformer v5 upgrade regressions, making it the most useful anchor issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "Different subsystems and failure modes: mllama mask handling vs generation kwargs after sync_gpus." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model families and symptoms: SigLIP2 implementation mismatch vs Qwen3_5 infinite loop on one image." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel branching under torch.compile is unrelated to feature-extractor padding performance." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Docs parameter-name mismatch is unrelated to import-time stdout from auto_docstring." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation error and GLM-5 RoPE implementation are different bugs." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior change in v5 is unrelated to stale espeak backend state in phonemization." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "The second is a broad upgrade regression report, but the first is one specific import error; not enough to treat as the same underlying bug." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "API request rejection in /v1/chat/completions is unrelated to VL image-placeholder handling." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version incompatibility and a bad PyTorch version check in flex_attention are distinct issues." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but different release ranges and failure modes; not the same concrete code-path problem." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with base_model_prefix is unrelated to NaNs in classification heads." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizers, but one is a decoder-type regression and the other is incorrect DeepSeek tokenization behavior; too different to merge." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage in Qwen3ForCausalLM is unrelated to dtype mismatches in other models during bfloat16 inference." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5/Moe, but one is save_pretrained key serialization and the other is from_pretrained loading failure." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors are unrelated to a documentation parameter typo." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 config is unrelated to NaNs in classification heads." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output failure is unrelated to SigLIP2 model parity issues." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extraction length helper behavior in qwen3_omni_moe is unrelated to a flex_attention import version check." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch is unrelated to a broken DIA documentation example." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-patch-count method in GLM46V are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unused SGD args and trainer.evaluate() failing after train are different training bugs." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field issues, but they affect different models and different attributes; not the same bug." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "AutoProcessor backend-missing messaging and repeated 429 retry behavior are unrelated failures." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "Padding performance regression is unrelated to streaming pipeline behavior." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "FlashAttention-2 support request for GPT2LMHeadModel is unrelated to a separate flash-attention bug report." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight on UMT5Encoder load is unrelated to AutoProcessor kwargs forwarding." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression and DeepSeek accuracy regression are not the same underlying bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "A multi-label example script bug is unrelated to a pipeline translation-task error message regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 54, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43441", + "issue:43450", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44977", + "issue:44995", + "issue:45071", + "issue:45092", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46328", + "issue:46512", + "issue:46697", + "issue:46752", + "issue:46762", + "issue:46897", + "issue:46981", + "issue:47000", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:43827|issue:45446", + "issue:45092|issue:46762", + "issue:42673|issue:42796", + "issue:44995|issue:46697", + "issue:33453|issue:39401", + "issue:44263|issue:46762", + "issue:43673|issue:46328", + "issue:43824|issue:46981", + "issue:43064|issue:43673", + "issue:39379|issue:43688", + "issue:42222|issue:43441", + "issue:45405|issue:45446", + "issue:44380|issue:46077", + "issue:42222|issue:47000", + "issue:43937|issue:45563", + "issue:44117|issue:45588", + "issue:44291|issue:45071", + "issue:42222|issue:46752", + "issue:44466|issue:46002", + "issue:39379|issue:46897", + "issue:44410|issue:45310", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:45341|issue:46328", + "issue:45071|issue:47059", + "issue:44829|issue:45216", + "issue:45071|issue:46512", + "issue:44704|issue:47110", + "issue:43450|issue:43986", + "issue:45341|issue:45561" + ], + "prepared_review_unit_hash": "fcbd396c27d566eb9375e7d20c84b716d49e459e49e841b8ee5a8d540c36fd6c", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36656, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 + }, + "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 and model-specific bugs. The soft pairs are only superficially similar by subsystem or model family, so I would not merge any of them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43824 is the strongest representative: it is a concrete, widely impactful loading/import regression with multiple inbound references and a clear failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 has the clearest user-facing impact, the most general loading-path relevance, and enough discussion/references to serve as the best representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referencing removed pipeline() API and a PyTorch version check bug are unrelated issues." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-initialization incompatibility for remote-code checkpoints is not the same as Minimax attention numerical drift." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leakage in dataloader threads and tokenizer BPE-marker handling are different bugs in different paths." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale indexer cache crash is unrelated to image over-padding in Swin2SR." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both involve tokenizers, but tokenizer loading regression and wrong offset_mapping are distinct failure modes." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Minimax attention numerical differences." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Missing generation cache during chunked prefill is unrelated to a padding performance issue in feature extraction." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "ImportError for a model class and repeated HTTP 429 retries in AutoProcessor loading are different loading-path bugs." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Wrong optimizer states under FSDP2/PEFT is a training-state bug, not the same as missing generation cache." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "An incorrect mllama mask computation and auxiliary-loss normalization issues are separate model-specific problems." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral FlashAttention failures are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "An unreleased PEFT minimum version bump is unrelated to a PyTorch version guard bug." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "These are both attention-related, but GPT2 attention scaling and Gemma4 bidirectional masking are different code paths." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "VitPose breakage and RTDetrLoss infeasible cost matrix errors are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale warning for num_return_sequences are not the same bug." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback behavior and flash_attention crashing on s_aux=None are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights argument handling and PretrainedConfig type-checking regressions are distinct initialization/config bugs." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model breakage and empty-list chat template IndexError are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head serialization inconsistencies and NaNs in classification heads are different defects." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "mllama mask handling and Florence2 double-shift training loss bugs are unrelated model-specific issues." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5 from_pretrained errors are different failures, even if both affect Qwen3-family models." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 and incorrect Deepseek tokenizer results are separate tokenizer bugs." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation failure and Qwen3.5 flash-attention generation issues are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A generic testing_utils bug and a padding performance issue are not the same underlying problem." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "PretrainedConfig type checking and a CLI completion attribute error are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training with flash_attention_3 and incorrect save_pretrained checkpoint serialization are different bugs." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type checking regressions and stale config dtype after from_config are different config-related issues." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "Missing kwargs propagation in AutoProcessor and special_tokens being a list instead of dict-like are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape errors and missing torchvision import crashes are distinct video-model loading/processing issues." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A vague testing_utils bug is not clearly the same as the explicit xdist race on captured_info.txt." + } + ] + }, + "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": 27, + "review_unit_index": 55, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:44075", + "issue:44077", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45081", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45478", + "issue:45632", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46617", + "issue:46752", + "issue:46762", + "issue:46894", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:44117|issue:45081", + "issue:45632|issue:46981", + "issue:42617|issue:45341", + "issue:43408|issue:43742", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:44877|issue:46231", + "issue:42222|issue:46178", + "issue:39401|issue:46209", + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:44261|issue:46762", + "issue:44484|issue:45310", + "issue:44933|issue:45278", + "issue:42371|issue:46617", + "issue:44410|issue:45478", + "issue:44075|issue:45656", + "issue:38617|issue:44220", + "issue:44263|issue:44485", + "issue:43066|issue:43122", + "issue:43208|issue:46894", + "issue:43097|issue:44493", + "issue:44077|issue:46981", + "issue:43673|issue:45341", + "issue:46752|issue:47116", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:44484|issue:45478" + ], + "prepared_review_unit_hash": "a8e3c81d7c17683ef5935f2b358118ce66768bf31e3d580d0e7528f0acfb9dcd", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35351, + "estimated_input_tokens": 8838, + "estimated_eval_tokens": 17932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of separate Transformers regressions and migration issues; the soft-similarity links are thematic but not true duplicates. I did not find any pair that looks like the same concrete bug/change.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45278 is the best umbrella issue here: it is a broad, user-visible regression report tied to a version upgrade and covers the general import-breakage theme better than the more niche tokenizer/model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the strongest cluster representative because it is the broadest and most central failure report among the issues, while the rest are narrower variants or unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer internals, but one is a mapping/lookup bug and the other is a Mistral regex crash; different code paths and failure modes." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Both are cache/pretrained-loading related, but one is a local cache path collision and the other is repeated HTTP 429 retries; not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "No clear overlap beyond being bugs in utilities/scripts; one is a training script failure and the other is a testing utility issue." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Both are model-loading problems, but they affect different models and different root causes: type mismatch warning vs key error." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and modules; this looks like separate API breakages." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenization regression vs noisy logging message; unrelated defects." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading bug vs documentation parameter-name mismatch; these are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Different subsystems and failure types: broken VitPose model loading versus backend-mapping validation." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping bug vs FP8 inference failure on new hardware; unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API settings warning versus missing rms_norm_eps in MLA layernorm; different problems." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation for a specific model versus unrecognized model/config loading; separate model-support issues." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numerical behavior, but one is a config precision mismatch and the other is an attention implementation difference; not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Shard-size question versus Qwen3.5 MoE from_pretrained regression; no overlap in underlying defect." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Missing import from image_utils is a specific API/export issue, while 45278 is a broad upgrade-time import regression; not a duplicate." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 settings guidance and trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Same model family and same broad symptom, but the two reports are not clearly the same concrete failure without evidence; keep separate." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both mention optimizer stepping, but one is about ignored SGD args and the other about double-stepping with deepspeed; different root causes." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for a missing symbol versus an audio feature-extraction bug; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return-value handling and GLM-5 RoPE implementation are different implementation bugs." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer/version-regression reports, but one is a decoder-type mismatch and the other is changed tokenization output; not the same concrete bug." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers versus an ASR training-loss double-shift bug; different models and failures." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings behavior and unexpected position-id keys are different upgrade regressions." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "A model init/post_init policy issue is unrelated to repeated HTTP retry behavior." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache missing in v5 versus a testing utility bug; unrelated." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "Empty-chat-template crash and streaming pipeline regression are both runtime issues, but not the same code-path problem." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Weight-shape mismatch during model loading versus missing layer projections; different model bugs." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "ImportError for AutoImageProcessor versus PreTrainedConfig type-checking breakage; separate API regressions." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch helper method versus a layernorm epsilon/config precision issue; unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Shard-size behavior question versus a model-specific from_pretrained regression; no shared underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 56, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44485", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45464", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46298", + "issue:46369", + "issue:46655", + "issue:46664", + "issue:46897", + "issue:46981" + ], + "soft_pairs": [ + "issue:27957|issue:43352", + "issue:44483|issue:45464", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43012|issue:43577", + "issue:43097|issue:43452", + "issue:44261|issue:44485", + "issue:43986|issue:45341", + "issue:45003|issue:45341", + "issue:42886|issue:46981", + "issue:43531|issue:45341", + "issue:45753|issue:46369", + "issue:43874|issue:44263", + "issue:44117|issue:44987", + "issue:43097|issue:45588", + "issue:43673|issue:46123", + "issue:45440|issue:46172", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:38617|issue:42757", + "issue:43097|issue:46050", + "issue:43064|issue:44315", + "issue:43986|issue:45372", + "issue:43208|issue:46897", + "issue:46655|issue:46664", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:44062|issue:44117" + ], + "prepared_review_unit_hash": "835e3b3f0200a8a380b66965a3610baa033da7bb1f489c20109e739aac9f62c9", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36573, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated Transformers issues. A few pairs share broad themes like import regressions, flash-attention, or tokenizer/processor loading, but the concrete failure modes and affected code paths differ, so I would not collapse them as duplicates.", + "confidence": 0.34, + "canonical_issue_reason": "issue:38617 is the clearest, most self-contained regression report: a concrete missing import symbol with a straightforward failure mode and the strongest overlap with the other import-error-style reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:38617 is the best representative issue in this set because it is specific, reproducible, and narrowly scoped compared with the more model-specific or speculative reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they are different model-specific support gaps and not the same underlying bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both touch chat/completions, but one is a general API rejection and the other is a model-specific streaming failure; not the same concrete fix." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different low-level tensor/indexing bugs in unrelated model code paths." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in one DSA path is not the same as the comb transpose/dtype bug in deepseek-v4." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL loading issues, but the symptoms and likely causes differ: shape mismatch versus model/version-specific incompatibility." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Same FlashAttention family, but one is unsupported-model gating and the other is degenerate training behavior; different bugs." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "One is a PyTorch warning during compilation, the other is a dtype propagation bug in Blip2 loading." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removal of a config field is unrelated to gguf_file tokenizer/model loading breakage." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different architectural/configuration bugs: RMS norm epsilon handling versus RoPE implementation." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "A video-model processor crash without torchvision is unrelated to a testing_utils bug." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access is a different code-path from the testing_utils issue." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Both involve hub/network behavior, but offline cache loading and repeated 429 retries are distinct problems." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "A Qwen3-MoE sliding_window bug is unrelated to testing_utils." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Infinite-loop behavior on a specific image and memory overflow in a different model are not the same issue." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different multimodal/token counting bug versus DSA indexer return-value issue." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping returning None is an upstream lookup bug, while the other is a model-loading regression for a specific repo." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Different problems: a removed API/config field versus a flash-attention crash on sink-less models." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache handling and MaskGenerationPipeline batch-finalization are separate features and failures." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeekV3 implementation divergence is broader and different from the deepseek-v4 tensor expression bug." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "One is missing projections in qwen3next, the other is a config field being dropped by strict handling." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen3-family model issues, but they affect different model variants and different failures." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols from different packages." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A removed config method is unrelated to quantization save/load breakage." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Distributed optimizer-state corruption and Liger Kernel application with model_init are different training bugs." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Processor loading without torchvision and a mistral_common import error are distinct dependency failures." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "These are different model-specific training bugs, with no shared concrete code path." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor issues, but one is padding math and the other is num_frames semantics." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky test due to missing set_seed is unrelated to a noisy logging message." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import regressions, but they involve different missing names and likely separate compatibility breaks." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken keyword duplication and tokenizer mapping lookup are unrelated tokenizer-layer 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": 27, + "review_unit_index": 57, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44368", + "issue:44380", + "issue:44451", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44734", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:47059", + "issue:47116" + ], + "soft_pairs": [ + "issue:46298|issue:46752", + "issue:43986|issue:44484", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:46172|issue:46710", + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:44936|issue:46365", + "issue:44451|issue:47116", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43064|issue:47116", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:45712|issue:46298", + "issue:43012|issue:43550", + "issue:43992|issue:44484", + "issue:43012|issue:44368", + "issue:43827|issue:47116", + "issue:43208|issue:43550", + "issue:43352|issue:43976", + "issue:43066|issue:43906", + "issue:43352|issue:44380", + "issue:43825|issue:44655", + "issue:44734|issue:47116", + "issue:43097|issue:46298", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44162|issue:46172", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:42890|issue:47059", + "issue:44380|issue:45479" + ], + "prepared_review_unit_hash": "41b1506a44a0a64e42b8f167239d7ca8bc0b9e38298a741fdec7330d7e5ad82d", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37747, + "estimated_input_tokens": 9437, + "estimated_eval_tokens": 19130 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs look like false positives: the linked issues cover unrelated bugs, docs, tests, and regressions across different subsystems. No clear canonical issue or PR emerges from this set.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "One is a noisy logging message, the other is an empty-list chat template crash; different failure modes and code paths." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor/torchvision import handling is unrelated to save_pretrained shard-size behavior." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A removed config flag in v5 is not the same as quantization offloading behavior." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A bfloat16 PyTorch warning is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping None handling is unrelated to a DiffusionGemma pipeline failure." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "DeepSeek tensor dtype/transpose bug is unrelated to an accuracy regression after version upgrade." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leakage is unrelated to missing embed_tokens.weight on load." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to cached_file is a different bug than auto_docstring crashing on future annotations." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate() after train() is unrelated to importing Trainer being blocked by datasets." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "Model loading failure for one model is unrelated to a streaming pipeline regression." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling with SDPA/FlashAttention is unrelated to lazy cache init causing recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure is unrelated to a backend mapping error for tensorflow_text." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "FSDP2/PEFT optimizer state corruption is unrelated to streaming pipeline behavior." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to an infinite-loop image generation bug." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models is unrelated to saving Pipeline objects." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes and noisy logging are unrelated repository hygiene vs runtime behavior issues." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A precision warning on bfloat16 compilation is unrelated to a Bamba torch.compile SDPA failure." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight on load is unrelated to the default 50GB max_shard_size setting." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A bfloat16 compilation warning is unrelated to a tie_word_embeddings warning in Qwen3.5 fine-tuning." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Documentation still referencing pipeline() is unrelated to a streaming regression in v5." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers are unrelated to Bamba compile/SDPA failures." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Nemotron FlashAttention support is unrelated to a Python version compatibility failure." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 is unrelated to an isolated reproduction of another issue." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "FlashAttention support gating is unrelated to GPT2 attention scaling being ignored." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "An incorrect error message about translation pipelines is unrelated to save_pretrained for Pipeline objects." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "KV-cache continuation indexing in serve is a different code path than a general streaming pipeline regression." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed API flag is unrelated to a noisy logging message." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty transcription handling is unrelated to importing Trainer with datasets installed." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTSMixer post_init policy is unrelated to the Trainer import failure." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 model breakage is unrelated to a DeepSeek tensor operation bug." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained on moe models is related to serialization, but not the same as a Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Missing set_seed in a SAM HQ integration test is unrelated to a CLI completion attribute breakage." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to a degenerate zero-loss classification 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": 27, + "review_unit_index": 58, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:29870", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:46050", + "issue:46077", + "issue:46365", + "issue:46512", + "issue:46877", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:42757|issue:43824", + "issue:36683|issue:43582", + "issue:43064|issue:44380", + "issue:42175|issue:46365", + "issue:43012|issue:44683", + "issue:38617|issue:43502", + "issue:44483|issue:44514", + "issue:43756|issue:44485", + "issue:43618|issue:44380", + "issue:45276|issue:46077", + "issue:43618|issue:43761", + "issue:36010|issue:42757", + "issue:43208|issue:43526", + "issue:44038|issue:44230", + "issue:42994|issue:44655", + "issue:43299|issue:43867", + "issue:44625|issue:46365", + "issue:43352|issue:43937", + "issue:44625|issue:46077", + "issue:43611|issue:44655", + "issue:36683|issue:43475", + "issue:44355|issue:46877", + "issue:44655|issue:46050", + "issue:43976|issue:44938", + "issue:36683|issue:44077", + "issue:44938|issue:47059", + "issue:43867|issue:45216", + "issue:36683|issue:47110", + "issue:46077|issue:46512", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:29870|issue:36296", + "issue:43064|issue:44492" + ], + "prepared_review_unit_hash": "679844cb0651962e3a979f0d2d9cab2269fe15f824ccf9bea9e3ff5219cb39e5", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37269, + "estimated_input_tokens": 9318, + "estimated_eval_tokens": 18892 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate; most are broad theme matches (imports, config, save/load, attention, or version regressions) but they point to different concrete failures and code paths. I\u2019d keep the cluster split and use the most detailed open regression report as the representative issue.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 36683 is the strongest representative: it is open, highly discussed, and has a precise traceback/repro for a concrete model-config regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 36683 is the most actionable issue in the set, with clear symptoms, active discussion, and enough detail to anchor triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but for different missing symbols in different packages and likely unrelated fixes." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "One is a Gemma3 config attribute error; the other is an Apple Silicon allocator TypeError. No shared code path." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Different subsystems: FSDP/PEFT optimizer-state corruption vs GPT-2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Both mention import/backend problems, but they concern different dependency interactions and failure modes." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Separate compile-time problems: a warning about bf16 precision vs an actual flex_attention failure on newer torch." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "An import path break versus unexpected network calls with local_files_only=True; unrelated behavior." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "One is an OpenAI-style chat/completions API rejection, the other is a processor batching crash." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both involve RoPE, but they are model-specific implementation complaints with different root causes." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output field regression is not the same bug as GPT-2 attention scaling being ignored." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4 issues, but one is embedding resizing and the other is bidirectional-attention masking." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one loses attentions and the other loses hidden_states; they are distinct outputs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import symbols and different upstream packages; same symptom class, not same bug." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs are unrelated to a Beit image processor label-reduction defect." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both reference Qwen3-VL-Moe, but one is loading breakage and the other is FP8 inference support." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model save failure and pipeline save_pretrained failure are different serialization paths." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are model-loading regressions, but they describe different broken mechanisms and models." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "A Qwen3.5 label-propagation bug is unrelated to Trainer import failure caused by datasets." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support gating for Nemotron is unrelated to GLM-5 generation config validation." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional attention are different configuration bugs." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model loading with base_model_prefix and pipeline saving with save_pretrained are different code paths." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3 missing vocab_size and SAM3 missing fpn_position_embeddings are separate attribute regressions." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Running compiled Python files and auto_docstring import-time stdout are unrelated issues." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Both involve persistence, but one is Pipeline serialization and the other is sinq quantized model round-tripping." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but for different versions and different failure modes." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 config regression is unrelated to patchtsmixer's invalid optional post_init handling." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 import failure and CLI breakage with huggingface_hub 1.22.0 are different environment issues." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both are checkpoint/load issues, but one is about sorted state_dict loading and the other about incorrect saved checkpoints in Qwen3.5." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Gemma3 config missing vocab_size and special_tokens list handling are unrelated errors." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Gemma4 attention-mask logic and stale config dtype after from_config are different bugs." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "A CLIP output regression does not match a Qwen3.5 save_pretrained checkpoint bug." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing config attributes, but for different models and different attribute semantics." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate() decoder_attention_mask bug is unrelated to tensor-parallel training issues." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "A major optimizer-state corruption report is not the same as a cache-strategy typo." + } + ] + }, + "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": 27, + "review_unit_index": 59, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44908", + "issue:44964", + "issue:45125", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46617", + "issue:46664", + "issue:46851", + "issue:47000", + "issue:47110" + ], + "soft_pairs": [ + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:44075|issue:46365", + "issue:44908|issue:46851", + "issue:44393|issue:47000", + "issue:43867|issue:46202", + "issue:29870|issue:33453", + "issue:44355|issue:44855", + "issue:36296|issue:43575", + "issue:43010|issue:45850", + "issue:41669|issue:44246", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:43502|issue:44062", + "issue:42890|issue:44112", + "issue:42898|issue:46664", + "issue:44222|issue:45125", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:45850|issue:47110" + ], + "prepared_review_unit_hash": "812f8d98f45b6c3ab7a3996fb2e2e8e423361e52ed5a33dd0b6780625924427b", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36312, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The packet is mostly heterogeneous. The only clear issue-level duplicate cluster is the Qwen3.5 MoE `from_pretrained` pair `45310`/`45478`; `43992` is not part of that cluster because it is about `UMT5Encoder.from_pretrained` missing `embed_tokens.weight`. A second, weaker similarity exists around import-time slowdown (`41669`/`44246`), but most other pairs are distinct bugs or regressions.", + "confidence": 0.78, + "canonical_issue_reason": "`issue:45310` is the earliest concrete report of the Qwen3.5 MoE `from_pretrained` failure, and `issue:45478` is the same title later. `issue:43992` should not be the canonical duplicate target here because it describes a different UMT5 `embed_tokens.weight` issue.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45278` is the broadest representative of the upgrade/regression subset in this packet, but it should be treated only as a loose umbrella issue, not as a duplicate target for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Related only at a very broad regression level: cache `update()` no-grad decoration vs a generic post-upgrade import-error report." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different bugs: `43992` is `UMT5Encoder.from_pretrained` missing `embed_tokens.weight`, while `45310` is a Qwen3.5 MoE `from_pretrained` error." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Unrelated failures: SGD args ignored vs importing `Trainer` failing due to `datasets` interaction." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Different code paths: scheduler kwargs handling vs Qwen3.5 variable-length `position_ids` behavior." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Both are model/vision bugs, but the concrete failures differ: Qwen3-VL bbox output vs RTDetr loss infeasibility." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Both involve loading/roundtripping, but one is sorted `state_dict` loading and the other is Gemma pipeline token roundtrip behavior." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Different bugs: BART generation `decoder_attention_mask` initialization vs tokenizer loading regression." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import-time failures, but the concrete causes differ: compiled Python files vs Python 3.13 TorchScript parsing/IndentationError." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug and the other is OOM while loading Qwen2-57B-A14B-Instruct." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Too broad to merge: cache update decoration vs a vague complaint that v5 breaks many models." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both point to the same import-time slowdown symptom; `41669` gives the specific `import *` root cause and `44246` reports the same user-visible regression." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different loading/config problems: sorted model loading vs a missing `Qwen3_5MoeVisionConfig` field." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Different test flakes: missing `set_seed()` in SamHQ integration tests vs xdist race on `captured_info.txt`." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Unrelated model-specific issues: CLIP attentions assignment vs `patchtsmixer` `post_init` semantics." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Different bugs: cache no-grad decoration vs Python-version compatibility in Transformers 5.1.0." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "`43992` is UMT5 `embed_tokens.weight` missing, not the Qwen3.5 MoE `from_pretrained` failure described by `45478`." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Different issues in loading vs `save_pretrained` writing incorrect visual encoder keys." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Different import/load problems: missing PyTorch dependency vs tokenizer-loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both involve CLIP internals, but one is missing attentions assignment and the other is structural API inconsistency in text models." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different modeling topics and failure modes: DSA indexer discussion vs DeepSeekV3 implementation divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Different bugs: flaky SamHQ tests vs Phi-4 multimodal model loading failure." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Different APIs: `local_files_only` still making requests vs `AddedToken` keyword collision." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI/test issues: missing seed setup vs stale device override race in GraniteSpeech." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Unrelated behavioral changes: v5 tokenization cleanup semantics vs SmolVLM video-frame meaning." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Different tensor-parallel/serialization problems: FP8 `save_pretrained` vs missing `_tp_plan`." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "Different runtime failures: KV-cache continuation indexing vs trust-remote-code cache `FileNotFoundError`." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but one is tokenizer loading and the other is checkpoint reload compatibility; not the same code path." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Different problems: `local_files_only` behavior vs GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Different component failures: missing image-patch helper vs cache loading `FileNotFoundError`." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "One side is a vague upgrade complaint and the other is a specific special-tokens type error; no concrete shared bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the summary is not grounded in the packet. The biggest problem is that `issue:43992` is not a Qwen3.5 MoE `from_pretrained` report at all; its title is `UMT5Encoder.from_pretrained misses embed_tokens.weight`, so the canonical duplicate claim to `45310`/`45478` is overstated. More generally, the listed `accept=true` soft-edge verdicts are not conservative enough given the packet evidence, especially the 43992 pairings." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 60, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:43824|issue:46617", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:44387|issue:44556", + "issue:42548|issue:44351", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:44355|issue:44749", + "issue:43827|issue:44961", + "issue:43502|issue:44961", + "issue:43502|issue:44222", + "issue:46664|issue:46726", + "issue:43010|issue:43232", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:29870|issue:31795", + "issue:33453|issue:34689", + "issue:44355|issue:45071", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:47059", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43576|issue:43824", + "issue:44315|issue:44360", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:43352|issue:44961", + "issue:36296|issue:43901", + "issue:43475|issue:46617", + "issue:46143|issue:46144", + "issue:41628|issue:42548", + "issue:44222|issue:44230", + "issue:45375|issue:47110", + "issue:44315|issue:46209", + "issue:43525|issue:47110" + ], + "prepared_review_unit_hash": "564b5599bf8ca3b197a5acd3bf6313d6bed1b83fc039db61405b9cd0dd117c0e", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38540, + "estimated_input_tokens": 9635, + "estimated_eval_tokens": 19526 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: import errors, loading regressions, docs issues, FP8/tensor-parallel bugs, and unrelated CLI/model-specific problems. None of the soft pairs look like the same underlying bug or change, so all should be rejected as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If a single issue must anchor the set, issue 43576 is the broadest user-facing regression and has the most discussion/references, but it is still not a safe canonical for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Both are import/loading complaints, but one is a missing transformers symbol and the other is a cache/trust_remote_code FileNotFoundError." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Different code paths: cache/layer update decoration vs a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "One is a broken v5 env command; the other is AttentionInterface.register behavior changing. Same area, not the same bug." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both touch Qwen3.5/MoE loading, but one is missing tensor-parallel plan and the other is a from_pretrained failure; too broad to merge." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Different regressions: int4 CUDA memory/OOM vs checkpoint reload compatibility after upgrade." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different public symbols and likely different export/packaging causes." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow job reporting vs tokenizer loading regression are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel plan support vs a missing config field under @strict are different bugs." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang vs forward-argument documentation confusion." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and a data-filtering slowdown after upgrade are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs reference cleanup vs an unrelated placeholder issue title." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only network leakage vs an unrelated placeholder issue title." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Offline loading bug vs FP8 save_pretrained/moe behavior; different code paths." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Both are processor-related, but one is video num_frames semantics and the other is missing-vision-backend error handling." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "No common underlying bug: no_grad decoration for cache updates vs generation kwargs update after sync_gpus." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow failure reporting and tensor-parallel training bugs are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL/MoE loading breakage vs general checkpoint reload incompatibility; not the same concrete failure." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "An UnboundLocalError in generate() is unrelated to documentation confusion about forward arguments." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression vs model loading failure for a specific Llama vision model; different failures." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled file execution errors and PretrainedConfig type-checking regressions are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub symbol vs broken transformers env command; dependency-related but not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI/env breakage vs config type-checking regression are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "Both affect CLI/test execution, but one is env command breakage and the other is a huggingface_hub 1.22.0 completion API incompatibility." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation wording issue vs import failure for layer_type_validation." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder title vs Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:44315", + "right": "issue:46132", + "accept": false, + "reason": "Liger Kernel not applied under model_init vs AttentionInterface.register behavior change are different issues." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Different import/load failures: HybridCache symbol export vs trust_remote_code cache loading FileNotFoundError." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention support gap for Nemotron vs unrelated placeholder title." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug vs pipeline docs mentioning return_all_scores; unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 video attribute error vs cached trust_remote_code FileNotFoundError." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "kwargs forwarding in RoFormer methods vs attention interface integration; same subsystem, but not the same concrete bug." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Two different missing imports; likely related to exports, but not one bug." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained bug vs FP8 inference support request; different operations." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Missing config field under strict loading vs list-vs-dict special_tokens error; unrelated." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application bug vs FP8 inference failure on B200; different feature areas." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Llama4Config missing pad_token_id vs special_tokens list/object shape error; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 61, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43867", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45341", + "issue:45362", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46664", + "issue:47059", + "issue:47110", + "issue:47176" + ], + "soft_pairs": [ + "issue:43867|issue:47110", + "issue:44485|issue:46664", + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44360|issue:46664", + "issue:44273|issue:45003", + "issue:41669|issue:43673", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:44393|issue:45753", + "issue:43525|issue:45850", + "issue:44230|issue:46095", + "issue:43572|issue:45850", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:45850|issue:47059", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:44908", + "issue:43576|issue:47176", + "issue:43352|issue:44393", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44492|issue:46328", + "issue:41669|issue:44351", + "issue:44704|issue:44908", + "issue:41669|issue:45341", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43976|issue:47176", + "issue:44485|issue:47176" + ], + "prepared_review_unit_hash": "20c92d93c614c079869193f2dd40bfd51c394fa24401bc94bc9ac36de4e2c6f7", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39030, + "estimated_input_tokens": 9758, + "estimated_eval_tokens": 19772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is dominated by unrelated issue reports, but many loosely revolve around Transformers v5 regressions and loading/import behavior. No pull requests are present. None of the soft pairs look like exact duplicates of the same concrete bug.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set ('Since 5.0 version it breaks too many models') and best matches the cluster\u2019s loose v5-regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most central and general issue among mostly v5-related breakage reports, so it is the best representative issue for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "State-dict loading failure and special_tokens list error are different code paths and symptoms." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "RoPE implementation discussion and video num_frames semantics are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5 chat crash is a specific model bug; 45850 is a broad v5 complaint, not the same issue." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache absence and a cache-strategy typo are distinct cache-related problems." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "processor.save_pretrained missing files is not the same as a generic bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior and TensorFlow backend detection are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3-related failures: a model bug versus missing tensor-parallel plan." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer ReLU discussion and video num_frames meaning do not match." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch loading/import paths, but one is lazy loading and the other is unsafe sys.modules access." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup and GenerationMixin cache missing are unrelated changes." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox output bug and PretrainedConfig type-checking regression are different problems." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 compatibility reports, but one is CLI env behavior and the other is checkpoint reload compatibility." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Different Qwen3-VL failures: bounding-box output versus infinite-loop generation." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the broad v5 breakage report." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support and weight-conversion tooling are not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is specific; 45850 is only a broad umbrella complaint." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern v5 migration, but one is checkpoint reload compatibility and the other is remote-code/meta-init incompatibility." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategy docs/code is not the same as broad model breakage in v5." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Generic v5 model breakage and a CLI dependency test failure are different issues." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API migration and cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star cleanup and module import failure for Qwen3_5ForCausalLM are different import problems." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3_video/sam3_tracker mismatch and Liger Kernel application under model_init are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access error is not the same as a generic bug report." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI env breakage and scheduler kwargs handling are different code paths." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "CLI env regression and shell-command allowlist bypass are unrelated security/CLI issues." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support gating and Qwen3-VL bounding-box errors are different model-specific bugs." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch on save_pretrained is not the same as a generic bug report." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL output errors are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs ignored and PretrainedConfig type checking are different regressions." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star removal and HybridCache import failure are different import issues." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs passthrough and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import cleanup and a testing_utils bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python 3.9+ compatibility and Qwen3_5 import failure are not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init enforcement and tied-weight key handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion and tokenizer loading regression are different issues." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python version incompatibility and shell-operator allowlist bypass are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "RoPE implementation discussion and shell substitution bypass 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": 27, + "review_unit_index": 62, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43704", + "issue:43976", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46655", + "issue:46894", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:44360|issue:45468", + "issue:43576|issue:44273", + "issue:43519|issue:46655", + "issue:44315|issue:44829", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:44485|issue:47177", + "issue:43519|issue:44485", + "issue:45468|issue:46894", + "issue:44655|issue:44861", + "issue:43976|issue:47177", + "issue:43576|issue:46218", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:46218|issue:47177", + "issue:46018|issue:46172", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:44861|issue:47110", + "issue:42913|issue:43066", + "issue:44861|issue:47059", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44492|issue:44998", + "issue:44998|issue:45850", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515" + ], + "prepared_review_unit_hash": "0a584c05a3ffe9db108477cadc43430be6e0755e7e1e77221b3d6b5ebc36643d", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 45, + "serialized_chars": 40462, + "estimated_input_tokens": 10116, + "estimated_eval_tokens": 20488 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and the soft links are largely false positives. The only plausible duplicate is the Flash Attention 2.0 request, where a generic tracker can subsume a GPT2LMHeadModel-specific support request.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 45250 is the best umbrella representative: it is the broad Flash Attention 2.0 tracker, while 28348 is a specific GPT2LMHeadModel instance of the same request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45250 is the strongest overall issue to anchor the cluster because it is the clearest generalized technical topic among the items and can absorb the specific GPT2LMHeadModel support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Different models and different bugs; only superficial model-implementation similarity." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Unrelated areas: CLI/env command handling vs lazy loading." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are processor calculations, but for different models and different code paths." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger kernel application and flash-attention training degeneration are distinct issues." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "RoPE implementation issue vs security file-write vulnerability; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different subsystems and models; no shared underlying bug." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Both touch saving/weights, but the concrete failures are different." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python version compatibility vs command-injection/file-write security issue." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command and Qwen3_5 import failure are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwargs are different code paths." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-* cleanup/perf issue vs VRAM leak; not the same bug." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion vs model loading regression; different problems." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Broad v5 breakage complaint vs security vulnerability; unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "General breakage report vs shell-operator allowlist bypass." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both model-specific architecture bugs, but for different models and implementations." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak and RoPE implementation are unrelated." + }, + { + "left": "issue:46218", + "right": "issue:47177", + "accept": false, + "reason": "Import failure vs archive-path traversal/RCE; unrelated." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both deepseek-v4, but one is gating logic and the other is a tensor-transpose bug." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Offline-loading API behavior and timestamp calculation are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings guidance vs memory leak; no duplicate signal." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "General v5 breakage vs a specific import error; not the same issue." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp bug vs save_pretrained file emission bug." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "Different GLM/Gemma components and different failures." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Layernorm epsilon precision issue is not the Gemma audio positional encoding bug." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support vs weight-conversion-script question." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp bug and VRAM leak are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support request vs import failure; different code paths." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but for different symbols and root causes." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Similar error shape, but tied-weights handling and special_tokens parsing are different bugs." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both tokenizer-v5 complaints, but the concrete problems differ and are too broad to merge safely." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Different failure sites: tied-weight key handling vs cli test breakage from hub version change." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": true, + "reason": "Both are about Flash Attention 2.0 support; 45250 is the broader umbrella and 28348 is a specific GPT2LMHeadModel instance." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and unrelated placeholder issue; no shared bug." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "Placeholder issue and security vulnerability are unrelated." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "Placeholder issue and shell-operator bypass are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Typo in cache strategies vs unrelated placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Placeholder issue and broad v5 breakage complaint are unrelated." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different bugs in different subsystems: tied weights vs chat template tool-call handling." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Loading slowdown and import-error regression are different issues." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 model support request vs processor save_pretrained missing files." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they target different models/code paths and are not the same fix." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() error and from_pretrained slowness are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:28348 with issue:45250, is a reasonable umbrella/specific duplicate pair around Flash Attention 2.0 support. The remaining soft pairs are appropriately rejected without overstating similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 63, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-518", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:45310", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:31515|issue:36296", + "issue:30333|issue:31515", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "9158a17e39f68786e633aa66afaae19a35dd1706e202f11e0ced8b5a88bd4b13", + "component_budget": { + "node_count": 518, + "item_count": 518, + "soft_pair_count": 1909, + "serialized_chars": 989784, + "estimated_input_tokens": 247446, + "estimated_eval_tokens": 495148 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 17, + "serialized_chars": 14007, + "estimated_input_tokens": 3502, + "estimated_eval_tokens": 7260 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it mixes unrelated bugs, doc issues, model-specific feature gaps, and loading/runtime problems across different components. None of the soft-similarity pairs look like the same underlying fix.", + "confidence": 0.19, + "canonical_issue_reason": "No strong canonical duplicate emerges from the group. If one issue must represent the cluster, issue 45310 is the most concrete code-path bug, but it is not actually a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the best standalone issue here because it describes a specific reproducible failure in a concrete model loading path; however, it should not be treated as the cluster's duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Unrelated problems: slow checkpoint loading vs tensor-parallel training bug. Different symptoms, code paths, and fixes." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow failure reporting is unrelated to slow from_pretrained checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "One is a performance/loading issue, the other is documentation clarity for forward arguments." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5/MoE, but one is fp8 inference support and the other is a from_pretrained loading error; not the same concrete bug or change." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support is a serving/runtime feature gap, not the same issue as fp8 Qwen model support." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are separate model implementations with different fixes." + }, + { + "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": "Incorrect type hint for norm_eps is unrelated to tokenizer regex warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Missing use of ignore_value and kwargs not passed to loss calculation are different training/loss bugs." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs propagation is unrelated to RoFormer's attention-interface implementation." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Different subsystems entirely: segmentation loss handling vs tokenizer warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "These affect different model code paths and do not share a single fix." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A missing ignore_value usage is unrelated to a typo in a quantization option string." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect config type hint and a quantization-typo fix are not the same underlying bug." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss-function kwargs plumbing and config type annotations are unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "RMS-norm question for Llama4TextL2Norm is unrelated to ModernBERT norm_eps typing." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former loss handling and ModernBERT config typing are separate issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 27, + "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-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "9b36f9e34420c9bbb6ed89f5b7c8f2887cd24ea6da7d2ab4a33cf9cb9e4f65c3", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are about unrelated feature requests: tokenizer truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word timing offsets. None look like duplicates of the others.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue for deduping, because the issues describe separate feature requests in different areas with no shared concrete problem statement.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be picked as the representative of this cluster, issue #10519 is the cleanest standalone feature request with the most specific, self-contained scope; however, 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 features: token truncation direction vs extracting word time offsets in Wav2Vec2. No same underlying bug or change." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated topics: truncation behavior vs learning-rate scheduling functionality. They do not describe the same problem." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Distinct requests in separate subsystems: scheduler feature vs Wav2Vec2 timing offsets. No plausible duplicate relationship." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 27, + "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-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "5ed50c17f1e3665cdd632d8cb8ab3bd85814264b1d8095982d7fb6af0eb8381b", + "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 are not duplicates: one reports Tapas tokenization mismatch, one reports a bad auth-related download error for private models, and one reports a generic model-load failure for bert-base-uncased.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:16618 is the broadest user-facing failure report and the most plausible cluster anchor, but it still does not match the tokenization or private-download-auth issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch and generic bert-base-uncased loading failure are different code paths and symptoms." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model login/download error messaging is a different bug from a generic model-load failure." + } + ] + }, + "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": 27, + "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-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "acd50f9ab6478ce9ee3024f342a941b9f3058dd4f0fd5a1c07129bb6ca7ba678", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated open feature-request issues: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. The shared wording is generic, but the requested changes target different code paths and are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a canonical duplicate target here; the requests describe different features and should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Both are community-contribution feature requests, but they address different functionality (Flash Attention 2 vs GGUF support). Shared subsystem wording is too broad to indicate the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 27, + "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-27088-9", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:46226", + "issue:46222|issue:46931", + "issue:46226|issue:46931" + ], + "prepared_review_unit_hash": "a1531ce5bac9c544a47cbd8ec1e87e5d44f30f2217312c7b1ded11b2add2cf8a", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15975, + "estimated_input_tokens": 3994, + "estimated_eval_tokens": 8244 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15975, + "estimated_input_tokens": 3994, + "estimated_eval_tokens": 8244 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a mixed cluster: the Turkish, Spanish, and Romanian translation requests are separate issues, while the placeholder-title and Thai-titled entries look like near-identical duplicates of the same autogenerated translation-template issue.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43834 is the best anchor for the near-identical placeholder/template subgroup: it is one of the earliest, most central issues with the same generic title/body pattern as 44365 and 44370.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the strongest representative of the duplicate template-spam subgroup, but it should not be used to represent the language-specific translation requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language request (Turkish vs generic placeholder); same broad docs-translation theme, but not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language request; only the docs-translation template overlaps." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish request is distinct from the generic placeholder template issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages; not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are separate issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request is distinct from the generic placeholder template issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish request is distinct from the generic placeholder template issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages; not the same issue." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request is distinct from the generic placeholder template issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request is distinct from the generic placeholder template issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request is distinct from the generic placeholder template issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request is distinct from the generic placeholder template issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian translation request is unrelated to the Thai-titled duplicate subgroup." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian translation request is unrelated to the Thai-titled duplicate subgroup." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder title/body pattern; near-identical duplicate template issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic placeholder title/body pattern; near-identical duplicate template issue." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": true, + "reason": "Near-identical autogenerated content and same underlying duplicate template issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": true, + "reason": "Near-identical autogenerated content and same underlying duplicate template issue." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": true, + "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder title/body pattern; near-identical duplicate template issue." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": true, + "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": true, + "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": true, + "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": true, + "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": true, + "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": true, + "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Identical title and near-identical body; clear duplicate." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": true, + "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": true, + "reason": "Very high textual similarity; likely the same autogenerated duplicate template issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: it conservatively separates the language-specific translation requests from the high-similarity template subgroup, and the accepted soft pairs are supported by the strong Jaccard similarity signals. The verdicts avoid overclaiming except for mild 'likely' language, which is appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 27, + "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-36718-21", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42954", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:42954|issue:43671", + "issue:42954|issue:45177", + "issue:42954|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "90f3e6284c17c101ab1021dcc54518c52cad6fed6f13a9379d8a409170530a79", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28618, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28618, + "estimated_input_tokens": 7155, + "estimated_eval_tokens": 14566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The soft links are mostly superficial \u201cadd model\u201d or same-subsystem similarities; the issues cover different models, architectures, and tasks, so none are true duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "No exact duplicate cluster emerges; if one issue must represent the group, issue 46133 is the most representative single request because it is well-scoped and heavily discussed.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46133 is the strongest standalone representative: detailed, specific, and among the most discussed model-request items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Related keypoint-matching domain, but RoMa and LoMa are different methods and not the same request." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Different model families and tasks: keypoint matcher vs MiniCPM3 architecture support." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model requests: EuroBert config vs DEIMv2." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "Different models and tasks: EuroBert vs Qwen3-TTS." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Different model requests: EuroBert config vs RF-DETR." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "Different model families: EuroBert vs XiaoMi MiMo." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "Different detection model requests: RF-DETR vs DEIMv2." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Different tasks: object detection vs audio model support." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Different model types: RF-DETR vs sparse transformer request." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "Different tasks: object detection vs ASR support." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "Different tasks: object detection vs TTS support." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "Different model requests: NeoBERT vs Qwen3-ASR." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "Different model requests: NeoBERT vs weight-sparse transformer." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "Different model requests: NeoBERT vs audio model support." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "Different model requests: RF-DETR vs NeoBERT." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "Both are model-addition requests, but for different models and code paths." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "Different model requests: MiniCPM3 architecture vs Qwen3-ASR." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "Different model requests: MiniCPM3 architecture vs sparse transformer support." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "Different model additions: MiniCPM3 architecture vs ModernVBERT." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "Different model requests: MiniCPM3 architecture vs Voxtral TTS support." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "Different tasks: DEIMv2 vs Qwen3-TTS." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "Different tasks and models: ModernVBERT vs Qwen3-ASR." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "Different tasks and models: ModernVBERT vs Qwen3-TTS." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "Different model families: ModernVBERT vs XiaoMi MiMo." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "Different domains: BERT-like RoPE support vs Voxtral TTS." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "Related language-model theme, but one is adding a model and the other is adding RoPE support." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "Different model requests: BERT-like RoPE support vs MiMo." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "Unrelated: RoPE support request vs a non-technical/person issue." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "Different model requests: MiMo vs SAM3-LiteText." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "Different tasks: MiMo vs Qwen3-TTS." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "Different model requests: MiMo vs DeepSeek-OCR2." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "Unrelated: model request vs a non-technical/person issue." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Same broad speech area, but ASR and TTS are different concrete requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Different model requests: TTS support vs sparse transformer." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Both are speech-related, but they target different models and changes." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Different tasks: TTS support vs OCR model." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Both are audio-related, but ASR support and LFM2.5 Audio are different model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Different domains: ASR support vs EUPE vision-language encoder." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Different model requests: ASR support vs sparse transformer." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "Different model requests: audio model vs SAM3-LiteText." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "Different changes: adding an audio model vs tweaking Granite attention/sink behavior." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Different model requests: sparse transformer vs EUPE." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Both are speech-model requests, but for different concrete models and implementations." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "Different tasks and models: NeoBERT vs Voxtral TTS." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Different tasks: ASR support vs OCR model." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "Both are model-addition requests in vision-language, but for different models and changes." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "Unrelated: model request vs non-technical/person issue." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Unrelated: model request vs non-technical/person issue." + } + ] + }, + "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": 27, + "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-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "7a45a3c03737267fcb55670829bbcc66052a5f251267ff702b4658678e9c5785", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one is a documentation request for adding Pruna to an optimization-framework list, while the other is a technical Vision RoPE refactor. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and different artifact intent: docs/benchmark listing versus a vision-model positional encoding refactor. No evidence they describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 27, + "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-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "7ae7d426f8aff52691d66862cadc6117988c1bd518276f3a859499fe9dfdc47c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is about block decoding, the other is about DeepSeek v3.2 support. No shared code path or concrete change is evident.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the titles and available metadata point to different requests with no shared targets, filenames, or evidence of the same underlying bug/change.", + "canonical_pr_reason": null, + "best_issue_reason": "43037 is the clearer representative issue only because it is more specific and actionable; 41084 is terse and ambiguous. That said, neither issue is a duplicate of the other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Reject: 'Set Block Decoding' and 'DeepSeek v3.2 support' describe different topics and likely different work items, with no evidence they refer to 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": 27, + "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-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "a94b98c87c1fd1f18ffbcc9702de6580bec75136925c2813f4a3a9d75bcc2833", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated feature requests: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss/LigerFusedLinearCrossEntropy, while the other proposes integrating TiledMLP to reduce memory footprint. They share a broad performance-oriented theme but not the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 41306 is the more specific, implementation-ready request centered on a concrete API change (`from_pretrained()` flag) for a named loss function, making it a better anchor for triage than the broader TiledMLP memory-footprint proposal.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41306 is the best representative because it describes a narrowly scoped, actionable change with a clear target component and expected behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different features in different areas: one concerns a pretrained loading flag for fused logits/loss handling, the other concerns integrating TiledMLP for memory reduction. Similar high-level motivation is not enough to treat them as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 27, + "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-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "7a224ea4bb1b90a8caf4b45e9908faeb3269590962a7a11e99baa0101523128e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related to Trainer customizability, but they describe different problems: one is about `remove_unused_column`, the other about FLOPS estimation for custom trainers.", + "confidence": 0.94, + "canonical_issue_reason": "issue #43598 is the broader Trainer customizability problem and is the better representative for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #43598 is the clearest standalone issue to keep as the representative item; it focuses on a specific Trainer customization behavior rather than a narrower metric-estimation concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They share a general theme around custom trainers, but the underlying bugs differ: one concerns `remove_unused_column` behavior, the other concerns FLOPS estimation. They would not plausibly be merged as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 27, + "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-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "87d64e21cd6e66f77b7740e5bb371e91e007b4481db0c36c3b3c6b32782cc623", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are closed feature requests about adding missing model support, but they target different Qwen variants and different registration surfaces, so they should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43684 is broader and more central: it requests registering Qwen3-Omni with AutoModel and AutoModelForConditionalGeneration, which is the main model-loading path covered by the request.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the best representative because it describes the general registration gap more cleanly and at a higher level than the more specialized Qwen3.5 sequence-classification request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "They are related only at a high level: both ask for missing auto-class support, but one is for Qwen3-Omni registration in generation/model classes and the other is for Qwen3.5 sequence-classification support. Different model family, different task, and not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 27, + "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-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": "14a6dc9f0d78ec8f5798a27459c5579508fbf0f296d9179fc321e7e771b1b72e", + "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 same exact title \"huggingface \" and were created close together, so they likely describe the same report; \"Fett\" looks unrelated and should stay separate.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical \"huggingface \" reports, so it is the best cluster representative.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the clearest duplicate anchor in the cluster because it is the first of the matching-title issues and has the same sparse signal as 43846 and 43859.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no shared evidence beyond generic soft similarity; not enough to treat as the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no concrete overlap in body, files, or targets." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no concrete overlap in body, files, or targets." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same exact title \"huggingface \" and very close creation time; they appear to be duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title \"huggingface \" and the same sparse content signal; likely duplicate reports." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title \"huggingface \" with no distinguishing evidence, so they likely refer to the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet: the three \"huggingface \" issues share the same title, while 43835 is distinct. The soft-edge decisions stay conservative enough, and the canonical/anchor choice is reasonable given the earliest matching-title report." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 27, + "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-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "42c6b5400baf3f2f2ed158c631a022bcff05c195287c4a4b36b1894f2e50e849", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly spammy or placeholder issues with no substantive bodies, targets, or filenames. There is no convincing duplicate cluster; the only plausibly legitimate item is #47036, but it still lacks enough detail to merge with anything else.", + "confidence": 0.92, + "canonical_issue_reason": "#47036 ('Community benchmark tip') is the only issue that looks like a real product/community report rather than spam or a placeholder title.", + "canonical_pr_reason": null, + "best_issue_reason": "#47036 is the strongest standalone issue because it has at least some discussion activity and a plausible non-spam title.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just '' with no body detail; similarity is purely superficial." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are just '' with no actionable description or shared concrete bug." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam, the other is a generic documentation suggestion; no evidence they describe the same issue." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus a community benchmark tip; titles are unrelated in substance." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus a specific quoted title; no shared underlying problem is visible." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation enhancement and spam placeholder are not the same underlying report." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic docs suggestion versus spam placeholder; no concrete overlap beyond being low-detail issues." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no actual bug/change description to confirm a duplicate underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder and benchmark tip do not point to the same concrete issue." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus a specific titled issue; no shared factual content to unify them." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder and benchmark tip are not evidently the same report." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus quoted-title issue; similarity is too weak to accept." + } + ] + }, + "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": 27, + "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-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "978cef8bedb0ac4b1580c77c2b2cae0ba35d8070ec1f89acd30dc9b37c723a28", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are highly similar, but the evidence in the packet is not strong enough to treat them as confirmed duplicates. Issue 45145 remains the best canonical issue because it is earlier and already has an inbound reference, while 45151 is best treated as a likely related/high-similarity report rather than the same report.", + "confidence": 0.78, + "canonical_issue_reason": "Pick issue 45145 because it is the earlier report and has the only inbound reference; the pair looks highly similar, but the available evidence stops short of proving the bodies are the same.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45145 is the strongest issue to keep as canonical since it is the earliest submission and has slightly better linkage metadata.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The titles match and the bodies are similar in length, but the packet only provides soft-similarity evidence and no content-level comparison. That is enough to mark them as likely related, not enough to confirm the same underlying report." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The grounding is mostly fine for choosing 45145 as the earlier canonical issue, but the duplicate claim is overstated. The packet only shows identical titles, similar body lengths, and a soft-similarity signal; it does not establish that the bodies are effectively the same or that these are near-exact duplicates. Given deterministic_accept is false and there is no body-content comparison, the soft-edge verdict should be phrased more conservatively as likely related/high-similarity rather than accepted as the same report." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 27, + "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-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "ee8bb7b005f91e42334abeb9359a2a8e4977ffb7c359b278bdac5c6a5e8a3cf2", + "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": "These two closed issues do not look like duplicates or the same underlying bug/change; they are empty, non-technical reports with unrelated person-name titles and no shared targets or file/context evidence.", + "confidence": 0.98, + "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": "Reject: the titles are different personal-name/date strings, both bodies are empty, and there is no issue text, target, or file evidence indicating the same problem." + } + ] + }, + "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": 27, + "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-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "24a2775658124d1e4c1fc43b8a847c345fd5acc1d0ed90ae98b1eef46b342df4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are unrelated low-information posts with different personal names and dates; there is no evidence they describe the same bug or request.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different names and dates, no shared technical content, filenames, targets, or discussion indicating the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 27, + "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-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "80134418e8ab62e42899f5817d78f7108debb7639bb178131940f856e87447cd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one requests a new Qwen3_5 token-classification model class for value modeling, while the other requests FP8 training support. They do not describe the same bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45810 is the more concrete, self-contained feature request, but it is not a duplicate of issue:46295.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different feature areas and code paths: model class addition vs. FP8 training support. No evidence they are the same underlying request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 27, + "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-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": "1edc98a6eb64e481cae45849d7161611fd7d00bcb54f5cd108da3cd9b3e1e5d1", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not one duplicate set; it splits into two exact duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is a different dataset-listing request and does not match either pair.", + "confidence": 0.97, + "canonical_issue_reason": "45870 is the best canonical representative overall: it is an exact duplicate of 45871, was created first, and has slightly more discussion activity. The remaining items are either a separate exact-duplicate pair (45872/45873) or unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the strongest issue to keep as the representative record because it is a clean exact duplicate pair with 45871 and has the most engagement among the issues here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different underlying requests: a financial dataset bundle versus an example for time-series prediction with DataForge." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different underlying requests: a financial dataset bundle versus an example for time-series prediction with DataForge." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and apparently same content; these are duplicates of the same example request." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are financial/DataForge themed, but one is an example prediction request and the other is a scraping-service request; not the same bug/change." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different underlying requests: example prediction versus scraping-service integration." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different underlying requests: example prediction versus scraping-service integration." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different underlying requests: example prediction versus scraping-service integration." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and apparently same content; these are duplicates of the same scraping-service request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are grounded in the packet: 45870/45871 and 45872/45873 are exact-title matches with identical body lengths and jaccard 1.0, while 45869 is a different dataset-bundle request. The soft-edge verdicts are conservative and consistent with the evidence. Minor wording note: \"most engagement\" is a bit stronger than the data strictly proves because 45869 ties 45870 on discussion activity, but this does not change the overall clustering call." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 27, + "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-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "a5cdf64db644aa589f18736532a1ab87bbc71fb71ec26453a6a89ef237315a08", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues concern `cache_implementation=\"static\"` interacting badly with linear-attention/Qwen3.5, but the reported failures differ: one is shape corruption in early initialization, the other is a `KeyError` for `linear_attention`. They look related, but not clearly the same underlying bug.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader/root behavior in static-cache early initialization and points to the linear-attention path more generally.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best representative of the cluster since it is more root-cause oriented and less tied to one specific model symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Related static-cache/linear-attention failures, but the concrete symptoms differ too much (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`) to confidently treat as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 27, + "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-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "24f34d4a160e1d7463f9b8e72b91c2e456b805012d770405b0dae3a59941f529", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are highly similar and likely describe the same Wav2Vec2CTCTokenizer v5 bug, but the packet only supports a strong similarity claim rather than a definitive duplicate determination.", + "confidence": 0.92, + "canonical_issue_reason": "Prefer issue:46552 as the canonical issue because it is open and already has inbound references, so it is the better active tracker for this bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46552 is the best issue node because it is the live, open report with existing discussion/references and matches the reported bug exactly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "They have identical titles and matching body size/content signals, so they appear to be the same underlying tokenizer bug. The evidence supports treating them as likely duplicates, though not with absolute certainty." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical issue choice is grounded: issue:46552 is open and has inbound references. However the summary and soft-edge verdict overstate the evidence slightly. The packet only shows identical titles, identical body lengths, and soft similarity; it does not prove the two issues are definite duplicates or that one is an older copy. A more conservative phrasing would be that they appear highly similar / likely duplicates, not certain duplicates." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 27, + "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-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "9e19b050792768cdcee0f56213b3002195be090acec4fb814ef1665bb418b0c1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues both involve object detection training, but they describe different failure modes: a tensor size mismatch versus an out-of-memory error after several epochs in RT-DETR v2. They do not look like the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "No clear canonical duplicate exists here; the reports point to different symptoms and likely different causes.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must represent the cluster, #46657 is the cleaner standalone bug report because it names a concrete tensor-shape mismatch rather than a resource exhaustion symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different failure classes: tensor shape mismatch during object-detection training vs OOM after some epochs in RT-DETR v2. The titles and available evidence do not suggest the same code-path bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 27, + "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-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "0f2f1e6fefe1dbc4bb79ea0d6169b60a7d9c52f824bd3310c1171e2cc69ec8ef", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is about ZeRO-3 zero.Init failing to partition a composite model submodule and causing OOM during multi-GPU loading, while the other is about 4-bit loading with device_map='auto' and max_memory incorrectly dispatching to CPU and raising a ValueError. They share only a broad model-loading theme.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #46822 is the better representative issue for the cluster because it is open, clearly describes a concrete ZeRO-3 partitioning failure, and has the more specific underlying bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46822 is the strongest candidate overall: it is detailed, actionable, and not already closed. #46823 is closed and concerns a different loading/dispatch path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different bugs in different code paths: ZeRO-3 zero.Init partitioning/OOM versus 4-bit auto device mapping with max_memory sending modules to CPU. Shared loading context is too broad to treat as 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": 24, + "component_count": 27, + "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-46906-14", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053", + "issue:47091", + "issue:47102", + "issue:47120", + "issue:47182", + "issue:47227" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:46998", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:47091", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47049", + "issue:47037|issue:47091", + "issue:47037|issue:47053", + "issue:47049|issue:47053", + "issue:47049|issue:47091", + "issue:47053|issue:47091", + "issue:47053|issue:47102", + "issue:47091|issue:47102", + "issue:46985|issue:47091", + "issue:47037|issue:47102", + "issue:46985|issue:47102", + "issue:47049|issue:47102", + "issue:47120|issue:47182", + "issue:47102|issue:47120", + "issue:47120|issue:47227", + "issue:47053|issue:47120", + "issue:47049|issue:47120", + "issue:47182|issue:47227", + "issue:47102|issue:47182", + "issue:47053|issue:47182", + "issue:47037|issue:47182", + "issue:47102|issue:47227", + "issue:47037|issue:47227", + "issue:47053|issue:47227" + ], + "prepared_review_unit_hash": "4b33199cff52b9efb1fa3e1e591ed25df6c1e101e929a6b27b6b37e9b7eea815", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 46, + "serialized_chars": 24371, + "estimated_input_tokens": 6093, + "estimated_eval_tokens": 12442 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 46, + "serialized_chars": 24371, + "estimated_input_tokens": 6093, + "estimated_eval_tokens": 12442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are a dated series of [serge] integration failure triage issues, one per day. The high similarity is driven by a shared template/title pattern, not the same underlying bug report, so they should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 47227 is the latest open triage thread in the series, so it is the most current representative if one issue must be kept as the canonical thread.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47227 is open, current, and best positioned to continue accumulating references for the ongoing triage series.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same daily triage template, but different dates and likely different failure snapshots; not the same underlying issue." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Date-stamped triage entries for different days; similarity is superficial, not a duplicate bug report." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Separate daily triage issue for another date; do not collapse distinct triage threads." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Different day in the same recurring triage series, so not the same issue." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "These are recurring daily triage reports, not one concrete bug repeated verbatim." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Same template and subsystem, but different dated triage threads; not duplicates." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Different dates in a triage series; no evidence they describe one identical failure." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "They are separate daily reports rather than the same underlying bug." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "Different triage day, so this is a new issue thread, not a duplicate." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Both are similar triage entries, but each is tied to a distinct date and likely distinct run." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Recurring triage template only; not enough to treat as the same issue." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Different day, different triage context; reject duplicate merge." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Separate dated triage threads in the same series, not one bug." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Same pattern across days, but these are distinct integration-failure triage instances." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "Different daily triage report; similarity alone is not enough." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "These correspond to different dates in the recurring triage sequence." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Not the same bug; just the same triage template reused on different days." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Separate daily issue, so do not merge as duplicates." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Different date-stamped triage thread; no concrete same-code-path evidence." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Same series, but each issue represents a different day's triage." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "They are similar only because of the shared template; the dates indicate distinct reports." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Different triage day, so not a duplicate issue." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Same recurring triage format; distinct daily report." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Different day and likely different failing run; reject." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Recurring daily triage issues, not one underlying bug." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Different dates in the same series; insufficient to merge." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Separate day-specific triage thread." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "These are distinct dated triage issues, not a single fixable bug." + }, + { + "left": "issue:47037", + "right": "issue:47182", + "accept": false, + "reason": "Same template, but different day and therefore different incident thread." + }, + { + "left": "issue:47037", + "right": "issue:47227", + "accept": false, + "reason": "One is an older closed triage entry; the other is the newer active day, so they are not duplicates." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Different day in the triage sequence; similar wording is expected and not sufficient for duplicate status." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "They are separate daily triage reports, not the same failure report." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Different dated triage issue; do not conflate recurring reports with duplicates." + }, + { + "left": "issue:47049", + "right": "issue:47120", + "accept": false, + "reason": "Same recurring integration-triage pattern, but different day and likely different run." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Different dated triage threads; no concrete same underlying bug evidence." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Separate day-specific triage report." + }, + { + "left": "issue:47053", + "right": "issue:47120", + "accept": false, + "reason": "Shared template only; these are not the same issue." + }, + { + "left": "issue:47053", + "right": "issue:47182", + "accept": false, + "reason": "Different daily triage entry, not a duplicate bug." + }, + { + "left": "issue:47053", + "right": "issue:47227", + "accept": false, + "reason": "Distinct date-stamped triage thread; reject duplicate merge." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Same series of daily triage issues, but not the same underlying problem." + }, + { + "left": "issue:47102", + "right": "issue:47120", + "accept": false, + "reason": "Different day and different triage snapshot; not duplicates." + }, + { + "left": "issue:47102", + "right": "issue:47182", + "accept": false, + "reason": "Recurring triage template only; separate issues." + }, + { + "left": "issue:47102", + "right": "issue:47227", + "accept": false, + "reason": "Latest issue is a new day's triage thread, so it should remain distinct." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Both are daily triage entries, but each corresponds to a different date and incident context." + }, + { + "left": "issue:47120", + "right": "issue:47227", + "accept": false, + "reason": "Different days in the triage series; do not treat as duplicates." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "Separate dated triage issues; similarity is only at the template level." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 27, + "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-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "4f42bf1966e2c637d0bfb66dfc8374980c4b15ba1fb52320b5c27226bdb6127e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two near-identical closed issues requesting RWKV7 model support; they appear to be duplicate reports of the same feature request.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46983 is a clean canonical choice because it is the earlier of the two identical titles and likely the first report of the request.", + "canonical_pr_reason": null, + "best_issue_reason": "#46983 is the best representative since it matches #46984 on title and likely body intent, with no evidence of a distinct scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title, highly similar content, and no signals of different scope; these are duplicate requests for RWKV7 support." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: both items are closed issues with the same title, and the only pair evidence is soft similarity with a high Jaccard score. The canonical choice of the earlier issue is reasonable, and the duplicate/near-identical framing is conservative enough given the available data." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 27, + "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-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "b8e80dbab8310399f28f50521e1705840141bab5082f3e121c0e787de6a7439e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are topically similar AI/cybersecurity writeups, but they do not read like the same underlying bug or request. They appear to be separate article-style discussions rather than duplicate actionable reports.", + "confidence": 0.89, + "canonical_issue_reason": "Neither issue has a clear technical defect, explicit target, or unique actionable problem statement to establish one as the canonical duplicate. If forced, issue #47015 is slightly broader and more central in wording, but the pair does not look like a duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #47015 is the better umbrella candidate because it is phrased as a general system/concept title, while #47007 reads more like lessons learned from a specific application. Still, this is only a weak preference, not a duplicate determination.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "The titles overlap around AI-driven vulnerability discovery, but they describe different article-style themes and no shared concrete bug, code path, target, or fixable change. This is not strong enough to treat as 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": 27, + "component_count": 27, + "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-47138-2", + "nodes": [ + "issue:47138", + "issue:47139" + ], + "soft_pairs": [ + "issue:47138|issue:47139" + ], + "prepared_review_unit_hash": "df7bd1b9704080e9c7d9f9ba9bb013548edb3409616dd50181a2937b9affec88", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are effectively duplicates: same title, same apparent scope, and no distinguishing content provided. Issue #47139 is the better canonical/best issue because it has inbound references, suggesting it is the more connected discussion thread.", + "confidence": 0.99, + "canonical_issue_reason": "#47139 has the same title/scope as #47138 and has inbound references, making it the more established thread to keep as canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "#47139 is the best representative of this cluster because it appears more linked/discussed while describing the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Exact same title and no evidence of different scope; they appear to report the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative: the packet shows identical titles, identical body length, and a soft_similarity of 1.0 with no distinguishing evidence, so treating the issues as duplicates is reasonable. Choosing #47139 as canonical/best because it has inbound references is also supported by the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-66", + "nodes": [ + "pull_request:44517", + "pull_request:44775", + "pull_request:46174", + "pull_request:46196", + "pull_request:46266", + "pull_request:46376", + "pull_request:46395", + "pull_request:46780", + "pull_request:46834", + "pull_request:46903", + "pull_request:46912", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46974", + "pull_request:46995", + "pull_request:47003", + "pull_request:47034", + "pull_request:47035", + "pull_request:47069", + "pull_request:47072", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47089", + "pull_request:47090", + "pull_request:47108", + "pull_request:47113", + "pull_request:47163", + "pull_request:47166", + "pull_request:47173", + "pull_request:47179", + "pull_request:47181", + "pull_request:47184", + "pull_request:47202", + "pull_request:47204", + "pull_request:47207", + "pull_request:47210", + "pull_request:47212", + "pull_request:47218", + "pull_request:47223", + "pull_request:47229", + "pull_request:47231", + "pull_request:47232", + "pull_request:47234", + "pull_request:47239", + "pull_request:47241", + "pull_request:47242" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780", + "pull_request:46780|pull_request:47234", + "pull_request:46174|pull_request:47234", + "pull_request:46834|pull_request:47223", + "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:46958", + "pull_request:46958|pull_request:46974", + "pull_request:46954|pull_request:46958", + "pull_request:47072|pull_request:47089", + "pull_request:47202|pull_request:47204", + "pull_request:47077|pull_request:47078", + "pull_request:47072|pull_request:47229", + "pull_request:47108|pull_request:47202", + "pull_request:47077|pull_request:47212", + "pull_request:47173|pull_request:47184", + "pull_request:46266|pull_request:46957", + "pull_request:47234|pull_request:47241", + "pull_request:47113|pull_request:47232", + "pull_request:47166|pull_request:47173", + "pull_request:47204|pull_request:47242", + "pull_request:44517|pull_request:47082", + "pull_request:46912|pull_request:47179", + "pull_request:47035|pull_request:47202", + "pull_request:47034|pull_request:47035", + "pull_request:47163|pull_request:47173", + "pull_request:46995|pull_request:47163", + "pull_request:46196|pull_request:47210", + "pull_request:47003|pull_request:47204", + "pull_request:46395|pull_request:47181", + "pull_request:47069|pull_request:47089", + "pull_request:46376|pull_request:47202", + "pull_request:47202|pull_request:47241", + "pull_request:46196|pull_request:46995", + "pull_request:47078|pull_request:47239", + "pull_request:47035|pull_request:47232", + "pull_request:46376|pull_request:46995", + "pull_request:47089|pull_request:47231", + "pull_request:46912|pull_request:47173", + "pull_request:47089|pull_request:47113", + "pull_request:46995|pull_request:47181", + "pull_request:47207|pull_request:47218", + "pull_request:44775|pull_request:47077" + ], + "prepared_review_unit_hash": "bf2533f4417e0624c5a61a8698cf8d244353a5701cfad0ea2ca6e4fc4d8dba1f", + "component_budget": { + "node_count": 66, + "item_count": 66, + "soft_pair_count": 181, + "serialized_chars": 234604, + "estimated_input_tokens": 58651, + "estimated_eval_tokens": 117558 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 126163, + "estimated_input_tokens": 31541, + "estimated_eval_tokens": 63338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: docs/model-addition PRs, unrelated test updates, and several distinct bug fixes. I only see two real duplicate groups: the AIMv2/RT-DETR MPS sinusoidal-embedding fix pair, and the CohereASR training-loss double-shift trio. Everything else should stay separate.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for the full set: the items split into multiple unrelated topics, with only a couple of small duplicate subclusters.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR: any single choice would be arbitrary because the set is not one coherent change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": true, + "reason": "Same MPS position-embedding crash; both fix the same code path, just with different dtype handling." + }, + { + "left": "pull_request:46780", + "right": "pull_request:47234", + "accept": false, + "reason": "Same broad symptom, but different model families and different embedding implementations; not the same concrete fix." + }, + { + "left": "pull_request:46174", + "right": "pull_request:47234", + "accept": false, + "reason": "They both touch sine embeddings, but the fixes target different code paths and model sets, so they are not duplicates." + }, + { + "left": "pull_request:46834", + "right": "pull_request:47223", + "accept": false, + "reason": "Both mention TimesFM 2.5 window_size, but one fixes a wrong method call and the other removes bad config attributes; different bugs." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug in the forward loss path." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR double-shift loss bug; the loss implementation differs, but the underlying fix is the same." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "CohereASR loss-shift bug vs a Musicgen generate typo; unrelated changes." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "Pytest-v9 compatibility fix vs CohereASR loss logic; no shared bug." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47089", + "accept": false, + "reason": "Chat-template schema parsing vs AqlmConfig error-message text; unrelated." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47204", + "accept": false, + "reason": "Different CI/docker changes: one removes a builder, the other adds exporter deps." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47078", + "accept": false, + "reason": "Both are Japanese docs edits, but they change different pages and different content." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47229", + "accept": false, + "reason": "Chat-template schema parsing vs TimesFM preprocessing; unrelated." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47202", + "accept": false, + "reason": "Doc-builder comment cleanup vs docker image builder removal; different maintenance changes." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47212", + "accept": false, + "reason": "Japanese DistilBERT docs vs kv-cache documentation; unrelated." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47184", + "accept": false, + "reason": "XPU expectation test fixes vs Qwen3Next multi-accelerator test wording; not the same change." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "DINO model conversion support vs finegrained FP8 decode optimization; different subsystems." + }, + { + "left": "pull_request:47234", + "right": "pull_request:47241", + "accept": false, + "reason": "Both are half-precision position-embedding crashes, but they fix different families and different embedding routines." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47232", + "accept": false, + "reason": "Audio feature/proc requirements cleanup vs Switch Transformers/T5 error-message fixes; unrelated." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47173", + "accept": false, + "reason": "Quantization test adjustments vs XPU expectation test updates; different test areas." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47242", + "accept": false, + "reason": "ExecuTorch/ONNX setup for CPU exporter tests vs removing ExecuTorch from GPU CI; opposite CI concerns." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47082", + "accept": false, + "reason": "Qwen3-TTS model support vs RoMa keypoint matcher support; entirely different features." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47179", + "accept": false, + "reason": "RoPE test coverage vs Granite model support; unrelated." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47202", + "accept": false, + "reason": "Neuron compile-backend default vs docker builder removal; different areas." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47035", + "accept": false, + "reason": "Trainium experiment scripts vs a training_args default; related to Neuron but not the same bug/change." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47173", + "accept": false, + "reason": "Paged-attention XPU tests vs general XPU expectation fixes; different test scopes." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47163", + "accept": false, + "reason": "Flash linear-attention availability vs paged-attention tests; unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47210", + "accept": false, + "reason": "SDPA attention dispatch for wav2vec2-family models vs packed-row varlen attention routing; different changes." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47204", + "accept": false, + "reason": "OpenVINO exporter support vs exporter-test docker dependencies; different levels of the export stack." + }, + { + "left": "pull_request:46395", + "right": "pull_request:47181", + "accept": false, + "reason": "Param2MoE vs Cosmos3 Edge model support; unrelated model additions." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47089", + "accept": false, + "reason": "num_labels typing/None semantics vs AqlmConfig type-check error messages; unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47202", + "accept": false, + "reason": "Continuous batching multimodal support vs docker image-builder removal; unrelated." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47241", + "accept": false, + "reason": "Docker/CI maintenance vs DETR-family compile crash fixes; unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "Different attention features: SDPA dispatch vs flash-linear-attention availability." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47239", + "accept": false, + "reason": "Japanese wording cleanup vs tokenizer docs clarification; unrelated docs changes." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47232", + "accept": false, + "reason": "Neuron compile backend default vs Switch/T5 error-message fixes; unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46995", + "accept": false, + "reason": "Continuous batching multimodal support vs flash-linear-attention availability; different subsystems." + }, + { + "left": "pull_request:47089", + "right": "pull_request:47231", + "accept": false, + "reason": "AqlmConfig validation messages vs MoonshineStreaming sliding-window bug; unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47173", + "accept": false, + "reason": "RoPE test expansion vs XPU expectation fixes; different test domains." + }, + { + "left": "pull_request:47089", + "right": "pull_request:47113", + "accept": false, + "reason": "AqlmConfig error messages vs audio feature/proc requirements cleanup; unrelated." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47181", + "accept": false, + "reason": "Flash-linear-attention availability vs Cosmos3 Edge model support; unrelated." + }, + { + "left": "pull_request:47207", + "right": "pull_request:47218", + "accept": false, + "reason": "Swin2SR padding logic vs test-image loading refactor; not the same bug." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47077", + "accept": false, + "reason": "Docs for N-D parallelism vs Japanese DistilBERT translation; unrelated documentation work." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 31, + "review_unit_index": 2, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + 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"pull_request:43451|pull_request:47163", + "pull_request:43451|pull_request:47181", + "pull_request:43451|pull_request:47198", + "pull_request:43451|pull_request:47096", + "pull_request:43451|pull_request:47003", + "pull_request:47003|pull_request:47096", + "pull_request:43451|pull_request:47034", + "pull_request:43451|pull_request:47241", + "pull_request:47034|pull_request:47096", + "pull_request:47096|pull_request:47241", + "pull_request:43451|pull_request:47166", + "pull_request:47096|pull_request:47166", + "pull_request:43451|pull_request:47184", + "pull_request:43451|pull_request:47223", + "pull_request:47003|pull_request:47241", + "pull_request:47096|pull_request:47143", + "pull_request:47003|pull_request:47143", + "pull_request:47096|pull_request:47163", + "pull_request:47003|pull_request:47163" + ], + "prepared_review_unit_hash": "f450535019b7423249d454c7d7526ae6f08da6fabcd14302e3ffc7ce8a2f6de2", + "component_budget": { + "node_count": 66, + "item_count": 66, + "soft_pair_count": 181, + "serialized_chars": 234604, + "estimated_input_tokens": 58651, + "estimated_eval_tokens": 117558 + }, + "budget": { + "node_count": 32, + "item_count": 32, + "soft_pair_count": 67, + "serialized_chars": 103071, + "estimated_input_tokens": 25768, + "estimated_eval_tokens": 51792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a heterogeneous mix of unrelated PRs (new model support, docs, exporter changes, CI/tests). I only see three true duplicate families: CohereASR double-shift training-loss fixes, AIMv2 image-loading test refactors, and TimesFM2_5 moving-average rename fixes. Everything else is too broad or touches different code paths.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47090 is the clearest representative of the CohereASR duplicate family: it states the exact double-shift bug, names the correct training target, and preserves the loss-reduction behavior in the intended code path.", + "best_issue_reason": null, + "best_pr_reason": "47090 is the best overall representative of the only substantial duplicate cluster in this set; the remaining items are mostly unrelated PRs rather than mergeable duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46895", + "right": "pull_request:47235", + "accept": true, + "reason": "Same CohereASR double-shift loss bug in the same forward path; these are mergeable into one fix." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR double-shift loss bug against the same files and issue target." + }, + { + "left": "pull_request:47090", + "right": "pull_request:47235", + "accept": true, + "reason": "Same underlying CohereASR training-loss double-shift fix; only the implementation detail differs." + }, + { + "left": "pull_request:46958", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR loss-shift bug in the same code path and issue." + }, + { + "left": "pull_request:46958", + "right": "pull_request:47235", + "accept": true, + "reason": "Same CohereASR double-shift bug; both PRs fix the same loss computation." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR training-loss double-shift problem; could be consolidated." + }, + { + "left": "pull_request:47218", + "right": "pull_request:47219", + "accept": true, + "reason": "Both refactor the same COCO image-loading test path to use HF Hub fixtures/helper loading." + }, + { + "left": "pull_request:46834", + "right": "pull_request:47229", + "accept": true, + "reason": "Same TimesFM2_5 moving-average method-name bug in the same preprocessing/modeling path." + }, + { + "left": "pull_request:47223", + "right": "pull_request:47229", + "accept": false, + "reason": "Same tracking issue, but this PR is config/test cleanup for window_size rather than the same method-call bug." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47184", + "accept": false, + "reason": "Different test targets and different behavior; only broadly both are test updates." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47175", + "accept": false, + "reason": "Unrelated fixes: RoPE test coverage versus OLMo3 CI expectation updates." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Different model additions with no shared bug or change path." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47241", + "accept": false, + "reason": "Both involve compile-related areas, but they fix different bugs in different subsystems." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47166", + "accept": false, + "reason": "Paged-attention XPU tests and quantization test extensions are unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47184", + "accept": false, + "reason": "Different test suites and different behavior; no shared underlying bug." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47143", + "accept": false, + "reason": "Different model-support PRs; same broad pattern is not enough." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47181", + "accept": false, + "reason": "Different model additions with unrelated code paths." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46509", + "accept": false, + "reason": "Continuous-batching multimodal support and Nemotron Omni support are unrelated changes." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47163", + "accept": false, + "reason": "Model-support PR versus paged-attention tests; no shared bug." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47181", + "accept": false, + "reason": "Different features and different files; not the same underlying change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46836", + "accept": false, + "reason": "Molmo2 and Unlimited OCR are separate model integrations." + }, + { + "left": "pull_request:46509", + "right": "pull_request:46836", + "accept": false, + "reason": "Different model-support PRs; too broad to be duplicates." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47143", + "accept": false, + "reason": "Different model integrations with different architectures and files." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47181", + "accept": false, + "reason": "NeuCodec and Cosmos3 Edge are separate model additions." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47143", + "accept": false, + "reason": "Continuous batching multimodal support is unrelated to NeuCodec model support." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46509", + "accept": false, + "reason": "Different model-support PRs; same broad theme is insufficient." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47181", + "accept": false, + "reason": "Unrelated test/feature work in different subsystems." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47143", + "accept": false, + "reason": "Molmo2 and NeuCodec are different model additions." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47163", + "accept": false, + "reason": "Model docs/support versus paged-attention tests; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47181", + "accept": false, + "reason": "Different model additions, not the same change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47198", + "accept": false, + "reason": "Model integration PR versus backend/export compatibility PR; different code paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47096", + "accept": false, + "reason": "Molmo2 model support and exportable Kimi changes are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Model support versus OpenVINO exporter work; not the same fix." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "Different export backends and different target models; not mergeable as one fix." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47034", + "accept": false, + "reason": "Model support PR versus Neuron SFT experiment; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47241", + "accept": false, + "reason": "Exportability changes for Kimi and DETR compile fixes are different bugs." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47241", + "accept": false, + "reason": "OpenVINO exporter work and DETR compile crash fixes are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Exporter/model-support work for different models; no shared underlying bug." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47143", + "accept": false, + "reason": "OpenVINO exporter and NeuCodec model support are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47163", + "accept": false, + "reason": "Exporter/model changes versus paged-attention tests; different subsystems." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47163", + "accept": false, + "reason": "OpenVINO exporter and paged-attention XPU tests are unrelated." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47242", + "accept": false, + "reason": "NeuCodec model support and Docker CI dependency removal are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47242", + "accept": false, + "reason": "Kimi exportability and Docker CI cleanup are different changes." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47242", + "accept": false, + "reason": "OpenVINO exporter work and Docker CI dependency removal are unrelated." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47210", + "accept": false, + "reason": "NeuCodec model support and packed-SDPA routing are different problems." + }, + { + "left": "pull_request:47181", + "right": "pull_request:47198", + "accept": false, + "reason": "Cosmos3 Edge model support and GPT model backend compatibility are unrelated." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "VibeVoice and Molmo2 are separate model integrations." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47175", + "accept": false, + "reason": "Molmo2 model support and OLMo3 CI updates are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47175", + "accept": false, + "reason": "Kimi exportability and OLMo3 CI updates do not fix the same bug." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46658", + "accept": false, + "reason": "Molmo2 model support and Step-3.7 flash work are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47096", + "accept": false, + "reason": "Step-3.7 flash model work and Kimi exportability are different changes." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47003", + "accept": false, + "reason": "Step-3.7 flash model work and OpenVINO exporter work are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "eeef0155a3bb49b4349c2d93a59064a02b39e8eb77889532ff0e183bb65c086e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one adds covariate-based forecasting for TimesFM, the other adds DINOv3 image classification support. They touch different models, code paths, and files, so this is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these PRs implement different features in different model families and are not candidates for deduplication.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a global best representative for the cluster because there is no shared underlying change; both are independent feature additions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying changes: TimesFM forecasting with covariates versus DINOv3 image classification support. They affect different models, filenames, and code paths, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-12", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request: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": "e4334c71c8028db2ad8378e319d9995691eb30385f15a1c563dd5e0e20b896a5", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31592, + "estimated_input_tokens": 7898, + "estimated_eval_tokens": 16052 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31592, + "estimated_input_tokens": 7898, + "estimated_eval_tokens": 16052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated PRs that only share broad transformer-ecosystem similarity. The only true duplicate-like pair is the two `fixed_cross_entropy` patches, both addressing the same kwargs-forwarding bug in `loss_utils.py`.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the better canonical representative for the cross-entropy kwargs fix: it explicitly targets issue 43240 and contains the more complete signature/call-site update; 43254 is a thinner variant of the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best representative PR in the only real duplicate pair because it is the more complete fix for the same concrete bug in `fixed_cross_entropy`.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Different areas and behaviors: Mistral tokenizer method additions vs Executorch dynamic-shape export testing." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer API additions and a new MobileLLM model are unrelated changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness and adding a new model are not the same bug or change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs forwarding is unrelated to introducing MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss-function kwargs fix and Mistral4 test fixes do not share the same code-path problem." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape export coverage and Mistral4 test fixes are different test concerns." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "A dynamic export test and a new model addition are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model scaffolding and config-resolution order fixes are different changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition and Falcon output-interface refactor are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactoring and a model-creation skill/doc change do not fix the same concrete problem." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-collection refactor and Mistral4 test fixes are different model-specific changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and a CLIP-family LayerNorm rename fix are unrelated." + }, + { + "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 tests and config-resolution ordering in modeling_utils are different issues." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "A model test fix and a new model-creation skill are not the same underlying change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model code and a model-creation skill/documentation PR are not duplicates." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same `fixed_cross_entropy` kwargs forwarding bug by adding `weight` and `label_smoothing` support in `loss_utils.py`." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The only accepted pair is well supported by the shared issue target and same-file kwargs-forwarding change in `loss_utils.py`, and the other pairs are reasonably rejected as unrelated or only superficially similar." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "26cb750ae59ab0197f96bf2e5947f57ce62d7ec70aa3c64b905ae305ab084dbd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate workflow-maintenance PRs: one upgrades core GitHub Actions for Node 24 compatibility, the other bumps docker/build-push-action and a few related actions. They overlap in .github/workflows but do not fix the same concrete problem.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better cluster representative because its title and diff clearly describe the broader Node 24 compatibility upgrade across many workflows, while 42976 is a narrower action-version bump focused on docker image workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the strongest representative overall: it has the clearer, more specific maintenance goal and the larger, more varied workflow impact, making it the better exemplar for this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are GitHub Actions upgrade PRs, but they touch different action families and different concrete code paths (checkout/cache/upload-artifact vs docker/build-push-action). They are related maintenance, not the same underlying change, and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "9572406e5e67733623ac0e2bb66b5e611cf3b4b98c9cb3d8d3d633c328a341af", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four pull requests are separate model-addition efforts, not duplicates. Their overlap is mostly boilerplate around docs and auto-registration, with different model names and code paths throughout.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: ViT NEPA, Molmo, CTSM, and Step3p7 are distinct model integrations rather than the same fix/change.", + "best_issue_reason": null, + "best_pr_reason": "46562 is the strongest standalone PR to use as a representative only because it has the broadest integration/review activity, but it still addresses a different model than the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo); shared files are just common transformer plumbing, not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Adds different models (ViT NEPA vs CTSM) with different implementation and test targets; only generic auto/docs overlap." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model integrations; same subsystem edits do not indicate the same underlying PR." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are separate model-addition PRs with different model code paths and docs, so they are 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": 7, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-7", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43291|pull_request:46922", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46922", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46922", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46922", + "pull_request:46539|pull_request:46922", + "pull_request:46886|pull_request:46922" + ], + "prepared_review_unit_hash": "d997a9943fc70734cc2fd782732e92bda72493d0719639bec259424f6c5688b1", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most items are unrelated PRs with generic titles. The only strong duplicate pair is the two YOLOS device-mismatch fixes; the others touch different subsystems or are just test/CI noise.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the most complete YOLOS fix: it addresses the device-mismatch in forward by moving interpolated embeddings to the hidden-state device and also keeps YOLOS blocks unsplittable for `device_map=\"auto\"`. It matches the same concrete bug as 46886 and is the best representative of that duplicate pair.", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the best global representative because it contains the actual runtime fix path, not just the supporting no-split-module tweak, and it targets the same YOLOS device-placement bug as the related PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different code paths and goals: Whisper tokenizer/test changes vs. unrelated CLIP/ViT test edits." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding fixes are unrelated to FP8 dequant/core loading changes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Different bug families: Whisper tokenization vs. generation-config watermarking validation and broad generation/test updates." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tokenizer behavior is unrelated to YOLOS device-placement issues." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Test-only edits in CLIP/ViT are not the same underlying problem as Phimoe CI integration setup." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Unrelated models and fixes; test assertions do not match FP8 loading/dequant logic." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Different areas: model test stubs vs. generation validation/runtime fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "No concrete overlap between test file edits and YOLOS runtime device mismatch." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant/loading changes are unrelated to CI memory/device-map setup for Phimoe integration tests." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different runtime paths and bugs: FP8 quantization/dequantization vs. generation config validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "No shared underlying bug; FP8 tensor-scale padding/loading is unrelated to YOLOS device mismatch." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking validation is unrelated to CI resource limiting for Phimoe tests." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Different subsystems and failures: generation config watermarking vs. YOLOS device placement." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI infrastructure/test harness changes do not match a YOLOS model runtime fix." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both PRs fix the same YOLOS device-mismatch under `device_map=\"auto\"`; they touch the same file, same issue target, and the changes are compatible as one combined fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet. The only clearly mergeable duplicate pair is 46886/46922: both target the same YOLOS device-placement bug and the changes are compatible as a single fix. The other soft-edge rejections stay conservative and do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "2ba9aa2f2cc9a1330dd75697cff6d6bd1c6ca36fc3b3d051e88af61ce8e6f8a9", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6346, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6346, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three unrelated '[don't merge]' PRs: one alters packaging/setup and a test, one rewires several CI/comment workflows plus test utilities, and one changes a security-gate workflow trigger. They do not look like the same underlying fix/change set.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate canonical PR here; the three PRs target different code paths and workflow behavior rather than one shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #46747 is the most focused/self-contained candidate (single workflow file), so it is the least confusing representative if one must be chosen.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: setup/dependency/test tweaks vs. a workflow trigger change for the security gate. Same broad 'don't merge' style, but not the same concrete fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "One is packaging/versioning plus a model test; the other is CI/workflow and testing utility edits. Shared test filename is incidental, not a common underlying bug." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch CI workflows, but they modify different workflows for different behaviors (comment CI/test plumbing vs. PR security gate trigger). Not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "68cc5361613d92034c239d0231ae49e8ef1795e92b1d9b117ea39b349e042a3f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share some boilerplate/docs plumbing, but they target different pipelines and different model/test files, so they should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader of the two and touches the larger set of model/test integrations, so it is the better representative if a single PR must be chosen.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different features and code paths: concept segmentation vs visual segmentation. Shared docs/registry edits are boilerplate, not evidence of 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": 10, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "e8735ade2a51b5d8eefac12530aee9cd8ccfc311ac1bd7e7ff464b7c1740434e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs both touch `trainer.py` but fix unrelated trainer extension behaviors: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are different fixes with different code paths and would not reasonably merge into one change.", + "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, but the cluster does not justify a single canonical PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying behaviors in `Trainer`: 43651 changes loss normalization during gradient accumulation, while 43663 extracts signature-column inspection for column filtering. Shared file alone is not enough to treat them as the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "3c58d7880ed68f0a3870b768be1758a9bc33a3aeee4a951afc05222b17fca3af", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI server file and both mention TypeAdapter-related NameErrors, but they address different root causes: one is a postponed-annotation/type-hint cleanup, the other is a runtime import-availability fix for pydantic. They are related, but not the same concrete change and should remain separate.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the more targeted fix: it directly addresses the reported NameError when pydantic is absent by guarding the TypeAdapter type import under TYPE_CHECKING and quoting the annotation.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the best representative of the cluster because it has the clearest bug statement, explicit issue target, and a narrowly scoped code-path fix for the actual runtime failure mode.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Reject as a duplicate pair: #43656 is about fixing TypeAdapter-related typing/name-resolution in the CLI via postponed annotations, while #43842 fixes a different concrete failure where TypeAdapter is unavailable at runtime because pydantic is not installed. Same file and similar theme, but not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44066|pull_request:44068", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44086", + "pull_request:44018|pull_request:44071", + "pull_request:44059|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44017|pull_request:44722", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44161", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44066", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074" + ], + "prepared_review_unit_hash": "374f153d2c6f8e194205d90bc8d4c54d79efab5466c72378c316d90f9110bc0a", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84108, + "estimated_input_tokens": 21027, + "estimated_eval_tokens": 42310 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76930, + "estimated_input_tokens": 19233, + "estimated_eval_tokens": 38722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of parallel, model-specific refactors for the same broader output-tracing standardization effort, not true duplicates across models. Only the GPT-Neo pair and the GPT-J pairings are close enough to be considered the same underlying change.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best representative because it is a later, concrete GPT-J/CodeGen output-tracing refactor with the standardized decorator pattern and explicit issue linkage; it\u2019s the clearest canonical example of this change line.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest global representative of the cluster: it targets the core GPT-J/CodeGen code path, uses the standardized tracing decorators, and appears to subsume the same work as the earlier GPT-J proposals.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Same broad output-tracing theme, but different model families (CVT/FNet vs GPT-J) and different code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Unrelated model implementations; only the shared standardized tracing theme is common." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same model code path; they look like overlapping implementations of the same change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different vision models and different code paths; same refactor pattern is not enough." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different models (EfficientNet vs GPT-J/CodeGen) despite similar decorator migration." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet; no shared concrete bug or code path." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa-v2 are unrelated implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Different models and different forward paths; both are refactors, not duplicates." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are distinct code paths; only the output-tracing architecture is shared." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both target GPT-Neo output tracing on the same file/code path and appear to implement the same refactor." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; related pattern, not the same concrete change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different model code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are different changes." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; not the same underlying bug/change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different models and code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families; only the refactor style matches." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; same theme, different implementation." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J; not the same model path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are not the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different models; the overlap is only in tracing style." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are unrelated implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are distinct code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBERT are different models; only the refactor pattern is common." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer output tracing is unrelated to GPT-J/CodeGen output tracing." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBERT and LongT5 are different models and code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBERT and TextNet are separate model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are distinct code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are not the same underlying change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are unrelated model changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT2 are different model code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT2 vs GPT-J/CodeGen; same theme, different implementation." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT and GPT-Neo are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBERT do not share the same code path." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different model code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are different models; not mergeable as one PR." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa-v2 are unrelated model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa-v2 and TextNet are different code paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different models; same refactor pattern only." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBERT and TextNet are unrelated model changes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays appropriately conservative about cross-model similarities. The accepted soft-edge pairs are the clearly mergeable same-model overlaps (GPT-Neo with GPT-Neo, GPT-J/CodeGen with GPT-J/CodeGen), and the rejected pairs correctly avoid treating shared refactor style as a duplicate signal. The representative PR choice is also supported by the evidence in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 31, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "42e66151fb230ffba01ebfddd1b69642d0a52ab1260c69dd997028ead62d9c8d", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84108, + "estimated_input_tokens": 21027, + "estimated_eval_tokens": 42310 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 4, + "serialized_chars": 12756, + "estimated_input_tokens": 3189, + "estimated_eval_tokens": 6634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are all model-specific PRs for the same broad refactor theme\u2014migrating different architectures to standardized output tracing\u2014but they do not look like duplicates of one another. Each touches a different model implementation and likely needs separate merging/review.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44010 is the best cluster representative: it has a clear, generic title for the shared migration pattern, decent review activity, and its diff matches the standard output-tracing refactor seen across the other PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 44010 is the strongest single representative for the cluster because it most clearly exemplifies the standardized output-collection migration while remaining self-contained and well-reviewed.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both are the same refactor pattern, but for different models (MPNet vs VisualBert). They do not fix the same concrete code path and would not plausibly be merged into one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are separate model migrations (MPNet vs TextNet). The changes are similar in style but target different code paths and should stay distinct." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations. This is a shared modernization pattern, not the same underlying bug or change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are different model-specific output-tracing refactors. The SpeechT5 PR also includes a linked issue and layer-signature changes, so it is not a duplicate of the SqueezeBert migration." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "2d05171ee425d3510c2e0afd69c7ee9b90daf2d6d6a28547e8e56a37559cd105", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40176, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40176, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are many similarly named but independent PRs for output-tracing refactors across different model implementations. They share a common tooling pattern, but not the same concrete bug or code change, so they should not be deduplicated together.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44025 is the most representative single item in the set: it has the broadest scope among the similarly named refactors, touches two related files, and has the most discussion activity. It is a good cluster anchor even though the PRs are not duplicates of one another.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the best overall representative because it is a substantive model-family refactor rather than a narrow one-file change, and its title/diff align closely with the recurring output-tracing pattern across the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and different code paths; same refactor theme only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are output-tracing refactors, but for unrelated model implementations." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models and separate implementation changes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and unrelated forward paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Timm backbone and RWKV are unrelated model code paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Separate model implementations; only the refactor pattern is shared." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models, not the same underlying fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 and DepthAnything are unrelated changes." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families and different forward implementations." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Only similar in refactor style; not the same bug/change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated model paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models with separate output tracing updates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "No shared concrete code path; just a common refactor motif." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model implementations; not mergeable as one PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated code paths." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and different changes." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate model refactors, not the same underlying issue." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV touch unrelated model code." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different models and different fix scopes." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Falcon Mamba and SuperPoint are unrelated implementations." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and forward signatures; 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only the refactor pattern matches." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated model families." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different architectures and separate fixes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech encoder-decoder and SuperPoint are unrelated." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and implementation paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate models; not the same code change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated implementations." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models and different fix scopes." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated model code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "85d3a0428931e0dbfad84ea9fdb8755d785f6d2afc01e6aec0a79c99c0195ccd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are both model-integration additions, but for completely different models and code paths (PenguinVL vs Voxtral TTS). Their overlap is mostly shared Transformers boilerplate such as docs, auto-registration, and model package wiring.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45401 is the more concrete standalone change: it has an explicit tracking issue, a narrower Voxtral TTS scope, and a focused set of model/processor files and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the best representative PR in this cluster because it is tightly scoped to one model family and clearly tied to issue 45027; PR 44662 is a separate broader model implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Reject: these are unrelated additions for different model families and different functionality. Shared docs/auto wiring is generic boilerplate, not evidence of 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": "pull_request", + "component_index": 16, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "dfb46b96e0335c51cbdec2116b3db1607d28416e01678be0dd799c8027dcf55f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related feature PRs in the same area, but they do not look like the same underlying change. #44979 adds a standalone Module Fusion API, while #45363 implements kernel-based n-to-1 fusion through KernelConfig and model-loading integration.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical duplicate here; #45363 is the stronger representative of the cluster because it is the more integrated and concrete end-to-end fusion implementation, while #44979 is a separate API scaffold.", + "best_issue_reason": null, + "best_pr_reason": "#45363 is the best representative PR for this cluster: it touches the core loading/integration path, includes an example, and appears to be the more complete feature implementation rather than just the API layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related fusion work, but not the same concrete code-path change: #44979 introduces a generic module fusion API, whereas #45363 adds n-to-1 kernel fusion via KernelConfig and integration hooks. They could coexist rather than being merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "11b6c8d4a1196abcc6c88132fa6f4a348b85e1045ab9d984ce14458beacccefc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests patch the same Mistral regex code path in the same file, replacing `backend_tokenizer.pre_tokenizer` with `tokenizer.pre_tokenizer` to fix the same AttributeError. They are duplicate fix attempts rather than separate changes; the later PR is the stronger candidate because it includes tests and fuller context.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR: it addresses the same AttributeError fix as 45086 but is more complete, with test coverage and clearer description, making it the more merge-ready representative of the duplicate pair.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best PR in the cluster because it is the same concrete fix as 45086 and adds validation/tests, while 45086 is a smaller preliminary patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug in `_patch_mistral_regex` on the same code path and same file; both make the same pre-tokenizer attribute correction, so they are duplicative and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "58c9224e622d18e526fdd901e41024b374887c3c14c51b977e720177d1092431", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests touch NemotronH internals, but they are not the same change: one is a refactor/conversion-mapping update, the other is a broader model split into dense/sparse variants with docs and auto-mapping changes. They should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better canonical representative because it is the broader, user-facing architectural change: it introduces NemotronHDense/NemotronHSparse, updates docs, auto mappings, and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the stronger standalone PR for the cluster since it covers the main model-structure change, while #45115 is a narrower refactor focused on conversion mapping and inheritance cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They both relate to NemotronH, but #45115 is a refactor/conversion-mapping/inheritance change and #45569 is a model split into dense/sparse variants with docs and auto-mapping updates. Different underlying changes, not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "9a94d40e2754e51e2d909f2aff577f7a917f6de0907f9d1c43aeb2baeb9da170", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related but distinct PRs: one adds full heterogeneous model support, the other adds only per-layer configuration support. They overlap in docs/config plumbing, but the concrete changes are not the same fix/change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader, more canonical change: it includes the heterogeneous modeling path, cache/masking/integration updates, and the config work that PR #45333 is a subset of.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best representative of the cluster because it covers the full heterogeneous-model feature rather than only the configuration layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Reject: the overlap is mostly docs and configuration scaffolding, but #45332 adds full heterogeneous modeling/runtime support while #45333 is limited to per-layer config. They are related, yet not the same underlying code-path change and would not plausibly merge as one PR without collapsing a larger feature into a subset." + } + ] + }, + "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": 31, + "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": "f6d990caf682a9083f3ed85d856e4c4afe8c34b159eafecf189a75828d4a0c19", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are thematically related typing PRs, but they are not duplicates: 45415 is a broad type-checking sweep across many Transformers files, while 45425 introduces specific typing protocols and utility changes around core modeling/PEFT code.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "45425 is the more coherent, self-contained typing-infrastructure change; 45415 is a much broader repository-wide typing pass with a different scope.", + "best_issue_reason": null, + "best_pr_reason": "45425 is the better representative of the cluster because it is narrower and centers on concrete typing abstractions, whereas 45415 is a large multi-file cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Different underlying changes and code paths: 45415 is a broad type-checking cleanup across many files, while 45425 adds specific typing protocols and related model/PEFT plumbing. They should not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "0954dc982da7c14c4b443202866d4c0b3321bf8f89167c075047bdcdfe9a5995", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the same expert-parallel loading area, but they fix different failure modes: one preserves distributed_config/has_ep during Accelerate/ZeRO-3 loading, the other prevents expert parameters from being overwritten during FSDP2 shard/broadcast handling.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear duplicate/canonical PR pair here; if one must be selected as the representative, PR #45662 is the stronger canonical candidate because it targets a specific, concrete overwrite bug with a broader code-path fix, while PR #45548 is a separate serialization/loading compatibility fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the best overall representative of the cluster because it addresses a more explicit correctness bug in parameter loading and touches the core code path where the corruption occurs. PR #45548 is related to EP loading but fixes a different setup/serialization issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both concern expert parallelism and shared model-loading code, but they fix different underlying problems: one serializes distributed_config and exposes has_ep for Accelerate/ZeRO-3, while the other prevents expert parameters from being overwritten during FSDP2 loading. They are not the same change and would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "7784e21754cab89002c00ae3df28b4fc1cbd10b762ced60dadaf1708d6416d74", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target issue #45561 and address the same xdist-related captured_info logging problem in transformers testing utilities; PR #45645 is the broader, more complete fix, while PR #45639 covers the core code-path change only.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the best canonical PR because it includes the core xdist-safe log-file fix plus the CI workflow update needed to collect multiple captured_info artifacts, making it the most complete representation of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the strongest overall candidate: it fixes the underlying xdist collision in testing_utils and also preserves CI debug log collection, so it best captures the full intended change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Accept: both PRs address the same concrete captured_info/xdist collision bug in the same testing code path, and the workflow change in #45645 is a natural extension of the same fix rather than a separate 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": 23, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "9052d39e2d91fca5f6d80c3d4510675921f429437bf26e6a7c80928b558e7ae5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs overlap in a few distributed/MoE files, but they are not the same change: PR 46126 is a focused EP + Trainer integration, while PR 46269 is a much broader distributed branch-base overhaul. Reject as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46126 is the more focused representation of the shared EP/trainer code path; PR 46269 is a broad umbrella branch with many unrelated distributed changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 46126 is the best representative because it targets the specific EP integration work, whereas PR 46269 is too broad to serve as a clean duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared filenames alone are not enough here: the diffs indicate different scopes and likely different goals. 46126 is a specific EP+Trainer feature change; 46269 is a large distributed branch-base PR with many additional edits, so they do not look like one 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": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563", + "pull_request:46504|pull_request:46716", + "pull_request:46432|pull_request:46716" + ], + "prepared_review_unit_hash": "5425ddd38d84d1b590a722986ec74c441b94e604a111e3bfc3d59b59dde90b60", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26682, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26682, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a collection of unrelated CI/workflow churn PRs. The soft similarity mostly comes from shared GitHub Actions/CI/security themes, but the concrete changes differ too much to treat any pair as true duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for the whole cluster: the items split into distinct workflow updates across different files and different concerns (self-comment CI, SSH runner, benchmark/build CI, and several separate pr-ci-security-gate hardening edits).", + "best_issue_reason": null, + "best_pr_reason": "No global best PR across the full cluster. If forced to pick a representative for one subtopic, 46554 is the most substantial pr-ci-security-gate change, but it does not represent the rest of the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different changes; self-comment CI stdin handling is unrelated to pr-ci-security-gate hardening." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and unrelated behavior; no shared underlying bug or change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Self-comment CI message piping is unrelated to the reusable pr-ci-security-gate workflow note change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow concerns; one changes CI comment handling, the other changes secrets handling in PR security gating." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and different CI logic; not the same concrete change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening is unrelated to benchmark_v2 dispatch logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows and unrelated fixes; no shared underlying change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner changes do not overlap with reviewer-assignment checkout ref behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different security concerns; not one duplicate change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "SSH runner secret cleanup is unrelated to pr-ci-security-gate permission changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Anti-slop permission scoping and benchmark dispatch are different workflow changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows; one scopes permissions, the other changes checkout ref." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Anti-slop permission changes and build-ci message parsing are unrelated." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Same broad CI area, but different workflow files and different fixes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Reviewer checkout ref and benchmark dispatch are unrelated workflow changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different files and different behavior; not the same underlying change." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Assign-reviewers checkout ref fix is unrelated to pr-ci-security-gate hardening." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different code paths; only a loose CI similarity." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Benchmark dispatch support is unrelated to the security-gate workflow edits." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Both are workflow tweaks, but one fixes build-ci tag detection while the other changes PR security gating." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Build-ci message handling and pr-ci-security-gate permission changes are different changes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but different concrete fixes: one adds checkout/diff-based checks, the other changes permissions and approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "One implements security checks directly; the other switches to a reusable workflow with review notes. Not the same change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Different security-gate edits: direct workflow checks versus secrets hardening." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Both touch the same file, but one adjusts job permissions/approval gating while the other changes reusable-workflow wiring." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Permissions/gating changes are distinct from changing secrets: inherit to secrets: {}." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Reusable workflow note and secrets handling are different concrete changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Build-ci Docker image tagging and pr-ci-security-gate reuse are unrelated workflow changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner hardening is unrelated to pr-ci-security-gate workflow reuse." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and different CI/security paths; not duplicates." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "SSH runner environment cleanup is unrelated to PR security gate secrets handling." + } + ] + }, + "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": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "5236b3a104f52f47b7563852193d473afa4173fb53e97dd3c44a32b59fe4fcc4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct, model-specific PRs touching different tokenizer code paths: one fixes CodeLlama decode behavior, the other fixes AutoTokenizer class selection for DeepSeek checkpoints. They are not duplicates and should remain separate.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the PRs address different bugs in different modules and are not mergeable into one change.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a global representative of the cluster, since the cluster is not a duplicate set. If forced, 46574 is the more self-contained tokenizer bug fix, but it should not be treated as canonical over 46580.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying problems and code paths: 46574 changes CodeLlama decoder setup to preserve leading spaces on decode, while 46580 changes AutoTokenizer checkpoint-prefix routing for DeepSeek models loading the wrong tokenizer class. They are not the same fix and would not plausibly be one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 31, + "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-46696-3", + "nodes": [ + "pull_request:46696", + "pull_request:47134", + "pull_request:47215" + ], + "soft_pairs": [ + "pull_request:46696|pull_request:47215", + "pull_request:47134|pull_request:47215", + "pull_request:46696|pull_request:47134" + ], + "prepared_review_unit_hash": "a9d9108e3336554005c57acffcd57ce3f5eb1a6c2ad0e8ee866780833c6e4661", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7370, + "estimated_input_tokens": 1843, + "estimated_eval_tokens": 3942 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7370, + "estimated_input_tokens": 1843, + "estimated_eval_tokens": 3942 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs cluster around a Flash Attention 2 long-context performance regression, but only one pair is a clear duplicate-level match. The broadest and best canonical PR is 47215.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47215 is the best representative because it is the most comprehensive fix for the regression, adds tests/benchmark coverage, and subsumes the narrower unpad-only variant.", + "best_issue_reason": null, + "best_pr_reason": "PR 47215 is the strongest standalone candidate: it directly addresses the perf regression, is broader in scope than the other PRs, and includes validation changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46696", + "right": "pull_request:47215", + "accept": false, + "reason": "Same tracking issue and same file, but they fix different concrete code paths: 46696 changes `_process_flash_attention_kwargs`, while 47215 changes unpad helpers. That is related, not a duplicate change." + }, + { + "left": "pull_request:47134", + "right": "pull_request:47215", + "accept": true, + "reason": "Both target the same concrete regression in `modeling_flash_attention_utils.py` around eager `.item()` syncs in unpad helpers, and 47215 looks like the broader follow-up/merged version of the same fix." + }, + { + "left": "pull_request:46696", + "right": "pull_request:47134", + "accept": false, + "reason": "They share the issue and subsystem, but the fixes address different paths: one is about tracing/eager handling in flash-attn kwargs, the other about `.item()` in unpad data computation." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: all three PRs target the same FA2 long-context perf regression, 47134 and 47215 are plausibly the same unpad-helper bugfix family, and 46696 is a different code path in the same subsystem. The canonical choice of 47215 as the broadest representative is conservative. No pair verdict overstates the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 31, + "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-46773-2", + "nodes": [ + "pull_request:46773", + "pull_request:47087" + ], + "soft_pairs": [ + "pull_request:46773|pull_request:47087" + ], + "prepared_review_unit_hash": "ca46d5e25efa0509779238356061c7734df9328bd099f462b5644fb073e13821", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a broad theme level (padding-mask edge cases), but they fix different concrete bugs: one skips masking for batch-size-1 linear-attention paths, the other skips masking on continued forwards/chunked prefill in recurrent-layer masking.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47087 is the cleaner representative of the cluster because it makes a focused fix in the shared masking utility and has an explicit issue target, while still addressing a concrete padding-mask bug.", + "best_issue_reason": null, + "best_pr_reason": "PR 47087 is the strongest standalone PR here: it is self-contained, centralizes the logic, and targets a specific continued-forward masking failure with tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Do not merge: both concern padding masks, but they fix different code paths and different failure modes (batch-size-1 linear-attention vs continued-forward/recurrent masking). They are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47032-5", + "nodes": [ + "pull_request:47032", + "pull_request:47074", + "pull_request:47076", + "pull_request:47195", + "pull_request:47197" + ], + "soft_pairs": [ + "pull_request:47032|pull_request:47197", + "pull_request:47074|pull_request:47076", + "pull_request:47074|pull_request:47197", + "pull_request:47074|pull_request:47195", + "pull_request:47195|pull_request:47197" + ], + "prepared_review_unit_hash": "27c8224bc45d9f167f69fdaf28a771a6dc44ef12682e1cc0ddce6b44855a32c0", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11592, + "estimated_input_tokens": 2898, + "estimated_eval_tokens": 6052 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11592, + "estimated_input_tokens": 2898, + "estimated_eval_tokens": 6052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all distinct fixes across different code paths: multimodal pipeline input normalization, processor placeholder validation, generation candidate length capping, stop-sequence handling, and Qwen postprocessing. The soft similarities are superficial, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:47032", + "right": "pull_request:47197", + "accept": false, + "reason": "Different bugs in different multimodal paths: stop-sequence handling in image-text-to-text pipeline vs batched decode shape handling in Qwen Omni processors." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "One normalizes AnyToAnyPipeline input keys; the other validates Gemma4 audio/image placeholder batching. Related domain, but not the same underlying bug." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47195", + "accept": false, + "reason": "Multimodal input-key normalization is unrelated to generation candidate length capping in candidate_generator.py." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47197", + "accept": false, + "reason": "Both touch multimodal plumbing, but one fixes pipeline input mapping and the other fixes Qwen batched postprocessing; different concrete code paths." + }, + { + "left": "pull_request:47195", + "right": "pull_request:47197", + "accept": false, + "reason": "Generation prompt lookup length budgeting and Qwen output postprocessing are unrelated fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 31, + "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-47105-2", + "nodes": [ + "pull_request:47105", + "pull_request:47129" + ], + "soft_pairs": [ + "pull_request:47105|pull_request:47129" + ], + "prepared_review_unit_hash": "b52a6594f0bbb829b4f8bf792db00745e1d81f5fd6feb22a67aecb0707e4c755", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4182, + "estimated_input_tokens": 1046, + "estimated_eval_tokens": 2348 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4182, + "estimated_input_tokens": 1046, + "estimated_eval_tokens": 2348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are unrelated: one re-enables and tightens a VITS model-forward test, while the other fixes an RT-DETR v2 weight-conversion script for current model keys. They do not appear to be duplicate fixes or the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:47105", + "right": "pull_request:47129", + "accept": false, + "reason": "Different models and different code paths: VITS test assertions vs RT-DETR v2 converter key remapping. They are not the same bug/change and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 31, + "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-47122-5", + "nodes": [ + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47150", + "pull_request:47224" + ], + "soft_pairs": [ + "pull_request:47122|pull_request:47123", + "pull_request:47122|pull_request:47124", + "pull_request:47122|pull_request:47150", + "pull_request:47122|pull_request:47224", + "pull_request:47123|pull_request:47124", + "pull_request:47123|pull_request:47150", + "pull_request:47124|pull_request:47150", + "pull_request:47150|pull_request:47224" + ], + "prepared_review_unit_hash": "4c678d00a4fc4cae1d0aebfac93d4ff17539d2d466e5fd4807e9cc48632132bb", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 12423, + "estimated_input_tokens": 3106, + "estimated_eval_tokens": 6468 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 12423, + "estimated_input_tokens": 3106, + "estimated_eval_tokens": 6468 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly distinct serge-generated PRs for different model/test failures; the only substantial overlap is EdgeTam, but the umbrella PR also includes unrelated tokenizer/Whisper changes, so none should be clustered as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47224 is the broadest and most representative of the cluster\u2019s theme: it bundles multiple concrete serge test-failure fixes across the same sweep, including an EdgeTam adjustment plus additional tokenizer/Whisper-related corrections.", + "best_issue_reason": null, + "best_pr_reason": "PR 47224 is the best representative because it is the most comprehensive fix set and covers the widest range of the observed integration-test regressions in this group.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Different models and failures: EdgeTam import_or_config kwarg handling vs MiniMax-M3-VL load_error/offload configuration. Same batch, not the same bug." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47124", + "accept": false, + "reason": "Different model-specific output mismatches: EdgeTam backend kwargs issue vs Falcon-Mamba generation expectation updates. No shared concrete code-path bug." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47150", + "accept": false, + "reason": "EdgeTam kwarg filtering and Whisper max_length handling are unrelated fixes in different code paths." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": false, + "reason": "47224 includes an EdgeTam change, but it is an umbrella PR spanning multiple unrelated fixes; not the same single underlying change/bug." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "MiniMax-M3-VL load/offload setup and Falcon-Mamba output mismatch are unrelated regression fixes." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47150", + "accept": false, + "reason": "Different models and failure modes: load_error vs generation output mismatch." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47150", + "accept": false, + "reason": "Falcon-Mamba output expectations and Whisper generation length logic are separate issues." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47224", + "accept": false, + "reason": "47224 also touches Whisper, but it bundles several unrelated fixes; this is not clearly the same single PR-worthy bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260710T120019Z/analysis-runs/hybrid-model-20260710t120019z/manifest.json b/snapshots/20260710T120019Z/analysis-runs/hybrid-model-20260710t120019z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..2d9a2be3789940e037c065443fa0f9d7cbf0cb7b --- /dev/null +++ b/snapshots/20260710T120019Z/analysis-runs/hybrid-model-20260710t120019z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260710t120019z", + "artifacts": { + "hybrid": "snapshots/20260710T120019Z/analysis-runs/hybrid-model-20260710t120019z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260710T120019Z/analysis-runs/hybrid-model-20260710t120019z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-10T12:07:29Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260710T120019Z", + "variant": "hybrid" +} diff --git a/snapshots/20260710T120019Z/manifest.json b/snapshots/20260710T120019Z/manifest.json index d535a0288013b1e2008cd5f83e139b89c606d6f2..5d79c9b317be89fa8ada16e6e994b945bc808983 100644 --- a/snapshots/20260710T120019Z/manifest.json +++ b/snapshots/20260710T120019Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 832 }, "extracted_at": "2026-07-10T12:00:19Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260710t120019z", + "runs": { + "hybrid-model-20260710t120019z": { + "analysis_id": "hybrid-model-20260710t120019z", + "artifacts": { + "hybrid": "snapshots/20260710T120019Z/analysis-runs/hybrid-model-20260710t120019z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260710T120019Z/analysis-runs/hybrid-model-20260710t120019z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260710T120019Z/analysis-runs/hybrid-model-20260710t120019z/manifest.json", + "model": null, + "published_at": "2026-07-10T12:07:29Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260710T120019Z", "watermark": {