diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 005410c9dcbf8f9f868e7d224481a44a35b12834..b1ddd993baf7c53609059f710397b527b0a888e1 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260504T000033Z", - "generated_at": "2026-05-04T00:08:46Z", + "snapshot_id": "20260504T060033Z", + "generated_at": "2026-05-04T06:04:27Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1426,7 +1426,7 @@ "cluster_id": "cluster-43824-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43824.", "status": "open", - "confidence": 0.55, + "confidence": 0.75, "canonical_issue_number": 43824, "canonical_pr_number": 43836, "issue_numbers": [ @@ -1437,7 +1437,8 @@ 43842 ], "evidence_types": [ - "closing_reference" + "closing_reference", + "shared_issue_target" ], "pr_comparisons": [ { @@ -1495,7 +1496,7 @@ "cluster_id": "cluster-45685-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45685.", "status": "open", - "confidence": 0.55, + "confidence": 0.75, "canonical_issue_number": 45685, "canonical_pr_number": 45687, "issue_numbers": [ @@ -1506,7 +1507,8 @@ 45754 ], "evidence_types": [ - "closing_reference" + "closing_reference", + "shared_issue_target" ], "pr_comparisons": [ { @@ -1731,281 +1733,6 @@ ] } ] - }, - { - "cluster_id": "cluster-44018-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 44068, - "issue_numbers": [], - "pr_numbers": [ - 44018, - 44068 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 44018, - "right_pr_number": 44068, - "code_similarity": 0.766, - "size_similarity": 0.939, - "file_overlap": 1.0, - "area_overlap": 0.425, - "patch_similarity": 0.866, - "shared_filenames": [ - "src/transformers/models/gpt_neo/modeling_gpt_neo.py", - "tests/models/gpt_neo/test_modeling_gpt_neo.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", - "left_ranges": [ - [ - 26, - 46 - ], - [ - 138, - 143 - ], - [ - 182, - 187 - ], - [ - 283, - 295 - ], - [ - 327, - 341 - ], - [ - 348, - 354 - ], - [ - 360, - 369 - ], - [ - 399, - 406 - ], - [ - 411, - 419 - ], - [ - 428, - 433 - ], - [ - 472, - 492 - ], - [ - 507, - 513 - ], - [ - 519, - 528 - ], - [ - 541, - 559 - ], - [ - 562, - 567 - ], - [ - 595, - 601 - ], - [ - 607, - 614 - ], - [ - 627, - 643 - ], - [ - 685, - 690 - ], - [ - 708, - 714 - ], - [ - 720, - 727 - ], - [ - 740, - 757 - ], - [ - 761, - 766 - ], - [ - 780, - 786 - ], - [ - 791, - 798 - ], - [ - 807, - 822 - ], - [ - 840, - 845 - ] - ], - "right_ranges": [ - [ - 26, - 31 - ], - [ - 34, - 44 - ], - [ - 136, - 141 - ], - [ - 180, - 185 - ], - [ - 281, - 293 - ], - [ - 325, - 339 - ], - [ - 346, - 352 - ], - [ - 358, - 367 - ], - [ - 397, - 404 - ], - [ - 409, - 417 - ], - [ - 426, - 434 - ], - [ - 463, - 483 - ], - [ - 498, - 504 - ], - [ - 510, - 519 - ], - [ - 532, - 550 - ], - [ - 553, - 564 - ], - [ - 586, - 592 - ], - [ - 598, - 605 - ], - [ - 618, - 634 - ], - [ - 676, - 688 - ], - [ - 699, - 705 - ], - [ - 711, - 718 - ], - [ - 731, - 748 - ], - [ - 752, - 762 - ], - [ - 771, - 777 - ], - [ - 782, - 789 - ], - [ - 798, - 813 - ], - [ - 831, - 836 - ] - ] - }, - { - "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", - "left_ranges": [ - [ - 458, - 464 - ] - ], - "right_ranges": [ - [ - 458, - 464 - ] - ] - } - ] - } - ] } ], "duplicate_issues": [], @@ -2053,7 +1780,7 @@ 43842 ], "target_issue_number": 43824, - "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference evidence." + "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target evidence." }, { "cluster_id": "cluster-43979-11", @@ -2072,15 +1799,6 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-44018-2", - "canonical_pr_number": 44068, - "duplicate_pr_numbers": [ - 44018 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, @@ -2115,7 +1833,7 @@ 45754 ], "target_issue_number": 45685, - "reason": "PRs in cluster-45685-3 are treated as duplicates because they converge on issue #45685 with closing_reference evidence." + "reason": "PRs in cluster-45685-3 are treated as duplicates because they converge on issue #45685 with closing_reference, shared_issue_target evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 2a59a0f05c7f33043315134c175f5eb4f0ac5838..d6156151da4b5657df442c046836f18f70993049 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": "20260504T000033Z", - "generated_at": "2026-05-04T00:08:46Z", + "snapshot_id": "20260504T060033Z", + "generated_at": "2026-05-04T06:04:27Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "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": [ @@ -206,7 +206,7 @@ "issue:44841|issue:45084", "issue:41093|issue:41762" ], - "prepared_review_unit_hash": "62dca3c2fec25ee14c6af56212d37ebfaffd8d654ead8961e02b3d63236cb52b", + "prepared_review_unit_hash": "f196ce6463e826a476e51e92a4c018b6b1eb04f3dde806334ff33f12b1d96279", "component_budget": { "node_count": 384, "item_count": 384, @@ -228,375 +228,339 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous. There is one strong duplicate pair: 43596/43638, both describing the same ZeRO-3/BERT index-out-of-bounds failure. The v5 docs items 44509/44512 are related cleanup reports, but they refer to different removed references and should not be treated as a true duplicate group. The rest are distinct model/backend bugs.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 43596 is the best canonical anchor because it matches the strongest confirmed duplicate pair and is the broader earlier ZeRO-3/BERT load failure report.", + "summary": "This cluster is mostly a grab-bag of unrelated model/runtime/doc bugs that only look similar at the title level. I only see one strong duplicate pair: the two DeepSpeed ZeRO-3 BERT index-out-of-bounds reports. Everything else should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43596 is the best canonical issue: it is the clearest and broadest report of the exact DeepSpeed ZeRO-3 / BERT \"index 0 is out of bounds for dimension 0 with size 0\" failure, while issue:43638 is essentially the same bug with a narrower reproducer (non-pretrained Bert model).", "canonical_pr_reason": null, - "best_issue_reason": "43596 is the best overall issue representative for the only clearly duplicated runtime bug in the cluster; no single issue covers the unrelated docs cleanup items well.", + "best_issue_reason": "issue:43596 is the strongest global issue representative because it cleanly describes the underlying zero3/BERT loading bug and subsumes the near-duplicate report in issue:43638.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different model/config error vs streaming API failure." + "reason": "Different Qwen3.5 failures: one is a missing config attribute, the other is a streaming chat/completions inference failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different backend and failure mode." + "reason": "Different hardware/runtime backends and different models; no shared underlying bug." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model path and error type." + "reason": "Separate model-specific errors: Mistral image-preprocessor dtype mismatch vs GPT-OSS AMD GPU failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Different models and concrete runtime bugs." + "reason": "Both are dtype/runtime issues in different models, but the concrete failures and code paths are unrelated." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model and code path." + "reason": "Different models and different failure modes; not the same bug." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model/backend failure." + "reason": "Qwen NVFP4 inference error vs AMD GPU execution failure are distinct issues." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch is unrelated to ONNX export." + "reason": "DeepSpeed collective mismatch and ONNX export are unrelated problems." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Unrelated model export and FP8 config issues." + "reason": "ModernBERT ONNX export and Qwen3MoE FP8 loading are separate issues." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different code paths and failure modes." + "reason": "ONNX export bug vs CUDA assert during auto device mapping are not the same underlying problem." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Related v5 docs cleanup, but different removed references." + "reason": "Both are docs cleanup, but they refer to different removed items and would not be one merged change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export bug and import error are unrelated." + "reason": "ONNX export and GenerationMixin import failure are unrelated." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Similar symptom class, but different model and repro." + "reason": "Both involve index/shape errors, but the reported symptoms and reproductions are different enough to keep separate." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same broad IndexError family, but not the same ZeRO-3/BERT bug." + "reason": "Same broad DeepSpeed area, but a zero-size index error is not clearly the same bug as a mask shape mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different model and failure mechanism." + "reason": "Mask shape mismatch and GPT-OSS tensor-parallel failure are different code paths." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Mask-shape IndexError vs embedding unpacking bug." + "reason": "Different failure locations and model/trainer stacks; not a duplicate." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer mapping failure is not the same bug as the shape IndexError." + "reason": "Tokenizer mapping logic bug vs tensor mask/index error are unrelated." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Unrelated processor bug and export bug." + "reason": "BarkProcessor voice preset handling and ModernBERT ONNX export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both touch DeepSpeed, but the concrete failures differ." + "reason": "DeepSpeed collective mismatch is a different failure from the BERT zero-size index error." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3/BERT index-out-of-bounds failure; 43638 is a narrower repro of 43596." + "reason": "Same underlying DeepSpeed ZeRO-3/BERT loading bug; 43638 is just a narrower reproducer of the same index-out-of-bounds failure." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different bugs: detokenization vs LoRA save/reload mismatch." + "reason": "Detokenization bug and LoRA save/reload mismatch are different issues." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Unrelated kernel behavior issue vs tensor-parallel failure." + "reason": "Liger kernel cross-entropy routing and GPT-OSS tensor-parallel failure are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different models and failure paths." + "reason": "Different models and different failure classes; no shared root cause." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Different training/runtime issues." + "reason": "Both are shape-related, but activation-checkpointing/FSDP recomputation and mask indexing are distinct bugs." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Training/DeepSpeed overlap is too broad; concrete errors differ." + "reason": "Both mention DeepSpeed, but the actual runtime errors and code paths differ." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Different model family and failure mode." + "reason": "BERT ZeRO-3 initialization and GPT-OSS tensor-parallel support are unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP mismatch and trainer signature breakage are unrelated." + "reason": "Activation checkpointing tensor mismatch vs compute_loss signature change are separate issues." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different model and code path." + "reason": "Different models and different distributed-training failures." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model-specific failures." + "reason": "Mistral image-preprocessor dtype mismatch and GraniteMoEHybrid invalid method are not the same bug." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Distinct config and tokenizer bugs." + "reason": "Gemma3/vLLM config attribute error and Mistral tokenizer patch crash are unrelated." }, { "left": "issue:43828", - "right": "issue:45161", + "right": "issue:44292", "accept": false, - "reason": "Autocast dtype mismatch is not the GPT-OSS TP bug." + "reason": "Different model families and different dtype/error paths." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch compatibility issue is unrelated to the runtime error." + "reason": "Torch version incompatibility is not the same as a model-specific NVFP4 inference error." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "Different model and failure mechanism." + "reason": "TRL SFT embedding unpacking and GPT-OSS tensor-parallel failure are separate problems." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Same symptom family, but different model/load path." + "reason": "Both hit ZeRO-3 loading-time index errors, but the models and concrete failure modes are different enough to avoid merging." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Different v5 docs removals." + "reason": "Both are docs issues, but they address different removed documentation features." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Unrelated processor failure and video StopIteration bug." - }, - { - "left": "issue:43828", - "right": "issue:45685", - "accept": false, - "reason": "Different runtime bugs on different backends." - }, - { - "left": "issue:44560", - "right": "issue:45685", - "accept": false, - "reason": "Unrelated model/video bug vs MPS histogram issue." - }, - { - "left": "issue:43039", - "right": "issue:43828", - "accept": false, - "reason": "Different models and failures." - }, - { - "left": "issue:30277", - "right": "issue:36331", - "accept": false, - "reason": "DeepSpeed collective mismatch and trainer signature mismatch are unrelated." - }, - { - "left": "issue:43039", - "right": "issue:44805", - "accept": false, - "reason": "Different code paths and symptoms." - }, - { - "left": "issue:34928", - "right": "issue:36010", - "accept": false, - "reason": "Unrelated issues." - }, - { - "left": "issue:43901", - "right": "issue:44512", - "accept": false, - "reason": "Different docs cleanup items." - }, - { - "left": "issue:41762", - "right": "issue:43596", - "accept": false, - "reason": "Similar error family, but not the same bug." - }, - { - "left": "issue:39290", - "right": "issue:41720", - "accept": false, - "reason": "Different model/config failures." - }, - { - "left": "issue:43039", - "right": "issue:44560", - "accept": false, - "reason": "Unrelated bugs." + "reason": "Different multimodal models and different runtime errors." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Different checkpoints and root causes." + "reason": "Checkpoint corruption and failed checkpoint loading are not the same underlying issue." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different model load failures." + "reason": "Unit-test loading issue for GLM-4.7-Flash vs Ovis2 checkpoint corruption are distinct." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Related model family, but different concrete bug." + "reason": "Both mention sliding_window, but Gemma3 config attr missing and Qwen3-MoE sliding_window behavior are different bugs." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are IndexErrors, but not the same repro or root cause." + "reason": "Mask/index shape mismatch and ZeRO-3 BERT index error are different reports." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch compatibility and pydantic regression are unrelated." + "reason": "Torch compatibility and pydantic PretrainedConfig regression are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both mention Qwen3.5/chat, but the failures are different." + "reason": "Both are Qwen3.5 chat-related, but one is a crash in transformers chat and the other is a streaming API failure; not the same concrete bug." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper load failure is unrelated to the config regression." + "reason": "Whisper runtime failure and pydantic model regression are unrelated." }, { - "left": "issue:43404", - "right": "issue:43866", + "left": "issue:43827", + "right": "issue:44512", "accept": false, - "reason": "Different model bugs." + "reason": "Separate documentation removals." }, { - "left": "issue:45464", - "right": "issue:45685", + "left": "issue:43039", + "right": "issue:44918", "accept": false, - "reason": "Different models and error mechanisms." + "reason": "Liger kernel cross_entropy call and TRL SFT embedding unpacking are different issues." }, { - "left": "issue:43541", - "right": "issue:45685", + "left": "issue:43866", + "right": "issue:45084", + "accept": false, + "reason": "Checkpoint corruption and template compilation error are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different models, different failure classes." + }, + { + "left": "issue:45685", + "right": "issue:45507", "accept": false, - "reason": "Different runtime bugs." + "reason": "MPS histogram kernel limitation and GraniteMoEHybrid invalid method are not the same bug." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Different code paths and concrete errors." + "reason": "Both mention dtype/tracing issues, but the grouped_mm tracing failure and autocast mismatch are different code paths." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "Unrelated issues." + "reason": "GenerationMixin import error and Gemma3 sliding_window config error are unrelated." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Different model/processor bug and template compilation error." + "reason": "Processor failure for Voxtral and template-compilation TypeError are different problems." }, { - "left": "issue:41093", - "right": "issue:41762", + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "These are separate docs regressions about different removed behaviors." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Same broad ZeRO-3 loading area, but the concrete errors and model contexts differ." + }, + { + "left": "issue:39290", + "right": "issue:41720", "accept": false, - "reason": "Shape/index errors on different models; not clearly the same bug." + "reason": "Gemma3 config attr error and Qwen3 auto-device-map CUDA assert are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster summary overstates the evidence. The packet clearly supports the ZeRO-3/BERT duplicate pair (43596/43638), but it does not ground a second \u201creal duplicate group\u201d for the docs issues: 44509 and 44512 are both v5 docs cleanup items, yet they concern different removed references and the analyst itself marked them non-duplicates. That mismatch makes the overall classification too strong." + "accept": true, + "feedback": "The summary is well-grounded in the packet and stays conservative: it identifies one clearly supported duplicate pair (43596/43638) and treats the rest as separate only where the titles and contexts differ. The soft-edge rejections do not overclaim mergeability, and the canonical choice of 43596 is reasonable based on the evidence provided." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -697,7 +661,7 @@ "issue:43828|issue:44928", "issue:43866|issue:44403" ], - "prepared_review_unit_hash": "bd5528481e6807b85ef6d94131e7eae3d1e66802b29fe98e5583620736ba623e", + "prepared_review_unit_hash": "f222fd45ea86c59c9abf9d05b31dea96b86c34b0a7d0592961df3422e92ede36", "component_budget": { "node_count": 384, "item_count": 384, @@ -719,216 +683,216 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue cluster, but a few true duplicate subgroups emerge: the v5 non-persistent-buffer corruption regression, the SigLIP2 text-output problem, and the custom-module cache/path collision problem. The rest of the pairs look related only at a broad subsystem level, not the same underlying bug.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43950 is the clearest representative of the non-persistent-buffer regression: it states the symptom, the v5 scope, and the `register_buffer(persistent=False)` root cause more precisely than the looser variants.", + "summary": "The set is mostly heterogeneous; only a few pairs are true duplicates, centered on the non-persistent-buffer regression and a possible SigLIP2 output-quality issue. Most other soft pairs are related only at a broad subsystem level and should stay separate.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43644 is the clearest broad statement of the non-persistent-buffer regression, and it cleanly subsumes the more specific follow-up reports (notably 43950 and 44534).", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best overall issue representative among the true duplicates because it is specific enough to identify the exact regression while still covering the broader symptom family.", + "best_issue_reason": "issue:43644 is the best representative issue overall: precise, broad enough to capture the duplicate reports, and directly actionable.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different failures: PaddleOCR-VL loading/vLLM compatibility vs GGUF gpt-oss architecture support." + "reason": "Different model/feature failures: PaddleOCR-VL loading in vLLM vs GGUF gpt-oss architecture support." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Both involve config fields, but one is StableLm pad token handling and the other is a pydantic `PretrainedConfig` regression." + "reason": "Both are config regressions, but they concern different fields and failure modes; not the same underlying bug." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Unrelated bugs: int4 quantization memory growth vs tied-weights issues on translation models." + "reason": "OOM under int4 quantization is unrelated to tied-weights regressions on translation models." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Both are MoE-related, but one is a torchdynamo grouped_mm runtime error and the other is TP behavior on GPT-OSS MoE." + "reason": "Both involve MoE models, but the concrete failures and code paths differ (torch tracing grouped_mm vs TP support)." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different symptoms and code paths: autocast dtype mismatch vs streaming chat/completions API failure." + "reason": "One is an autocast dtype mismatch in Phi-tiny-MoE; the other is a streaming chat/completions failure on Qwen3.5." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "One is `init_empty_weights` argument handling; the other is a pydantic `PretrainedConfig` field issue." + "reason": "Init-empty-weights constructor argument handling is a different regression from pydantic PretrainedConfig field breakage." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are unrelated." + "reason": "gpt-oss GGUF support and Qwen3.5 streaming failures are unrelated." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding-window handling is not the same bug as the pydantic config regression." + "reason": "Sliding-window handling in Qwen3-MoE is not the same issue as a broken PretrainedConfig field." }, { "left": "issue:39290", "right": "issue:43742", "accept": false, - "reason": "Different model-specific load errors with different missing attributes/keys." + "reason": "Gemma3 sliding-window config errors and MobileLLM key errors are distinct loading bugs." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "torchdynamo/grouped_mm failure and missing Float8 storage are distinct runtime issues." + "reason": "Grouped_mm tracing failure and missing Float8 storage are different runtime errors." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but they arise from different shapes and different model/loading scenarios." + "reason": "Mask-shape mismatch and zero3/BERT empty tensor indexing are separate indexing bugs." }, { "left": "issue:43054", "right": "issue:43994", - "accept": true, - "reason": "Both describe the same SigLIP2 text-embedding/output degradation, just from different entry points and wording." + "accept": false, + "reason": "Both concern SigLIP2, but one reports worse embeddings while the other reports nonsensical AutoModel/pipeline outputs; too broad to treat as the same concrete bug without stronger evidence." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Image-preprocessor dtype mismatch for Mistral-3 is unrelated to Qwen3.5 embedding unpacking in TRL SFT." + "reason": "Image-preprocessor dtype mismatch in Mistral-3 is unrelated to Qwen3.5 embedding unpacking in TRL." }, { "left": "issue:45632", "right": "issue:45698", - "accept": true, - "reason": "Both point to the same custom-code resolution/cache collision problem causing the wrong local module to be loaded." + "accept": false, + "reason": "Both involve custom-code loading, but one is a leaf-directory cache collision and the other is wrong module selection after save/load; not clearly the same bug." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5 embedding/training issue and MPS `histogram_mps` on Int are unrelated." + "reason": "Qwen3.5 SFT embedding unpacking and an MPS histogram op error in a MoE path are unrelated." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Tied-weight bug in Mistral3 conditional generation is different from translation-model weight tying regressions." + "reason": "Both mention tied weights, but they affect different model families and likely different code paths." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom-model initialization in notebooks is not the same as flash-attn fallback gating." + "reason": "Notebook custom-model initialization and flash-attn fallback gating are unrelated." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss-20b and GLM5 are separate model-specific reports." + "reason": "High perplexity on gpt-oss-20b and a GLM5 issue are different model-quality reports." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention failure is unrelated to tied-weights regressions." + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight regression." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3-MoE fine-grained FP8 failure is not the flash-attn fallback bug." + "reason": "FineGrainedFP8Config failure and flash-attn fallback gating are different issues." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer/ReLU discussion and stale docs about the removed run command are unrelated." + "reason": "DSA indexer behavior and docs mentioning a removed command are unrelated." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is a different model-loading bug than tied weights." + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weight handling." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is not the same as translation-model weight tying." + "reason": "Quantization/offloading behavior is not the same as tied-weight regressions." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight requirement and Qwen3.5 embedding/trainer failure are unrelated." + "reason": "FSDP 2-D weight error is unrelated to TRL embedding unpacking." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache strategy docs is not the same as obsolete run-command documentation." + "reason": "A typo in cache strategy docs is unrelated to docs still referencing a removed command." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different bugs: TRL embedding unpacking vs GraniteMoEHybrid invalid method dispatch." + "reason": "TRL embedding unpacking and GraniteMoEHybrid invalid method calls are different failures." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Detokenization bug and NVFP4 runtime error are separate model issues." + "reason": "Incorrect detokenization and a Qwen-3-8B-NVFP4 runtime error are unrelated." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same v5 regression: non-persistent buffers get corrupted/junk-filled during loading." + "reason": "Both describe the same non-persistent-buffer corruption regression in transformers v5, with one phrased as silent corruption and the other as junk buffer values." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "These are the same non-persistent-buffer corruption bug, with 43950 giving the most precise description." + "reason": "These are the same bug: v5 corrupts/fills non-persistent buffers during from_pretrained/loading." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "NVFP4 runtime error and GraniteMoEHybrid invalid method are unrelated." + "reason": "Qwen-3-8B-NVFP4 runtime error and GraniteMoEHybrid invalid-method error are unrelated." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 documentation errors are different from the SigLIP2 model-quality/output bug." + "reason": "SigLIP2 docs-example problems and SigLIP2 output-quality complaints are related only at a broad model level, not a concrete duplicate bug." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch is not the same as the Qwen3.5 RLHF/3D position_ids instability report." + "reason": "Different failures: autocast dtype mismatch vs RLHF NaN collapse from 3D position_ids and SDPA fallback." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Corrupted Ovis2 checkpoint and noisy transformer loading are not the same underlying bug." + "reason": "Checkpoint corruption and noisy transformer loading are not the same issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet, and the true-duplicate calls stay conservative overall. The strongest subgrouping is the non-persistent-buffer regression, with the SigLIP2 and custom-module-loading pairs also plausibly matching on the issue titles and descriptions." + "feedback": "Grounded overall. The only clearly supported duplicate cluster is the non-persistent-buffer trio (43644/43950/44534), and the rejected soft pairs are conservative. The summary is acceptable, though I would avoid reading any SigLIP2 pair as a confirmed duplicate." }, "evaluator_used": true, "retried": false, @@ -944,8 +908,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -1294,8 +1258,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -1608,8 +1572,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -1943,8 +1907,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -2300,8 +2264,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -2637,8 +2601,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -2945,8 +2909,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -3288,8 +3252,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -3685,7 +3649,7 @@ "issue:42915|issue:43322", "issue:43606|issue:43720" ], - "prepared_review_unit_hash": "ba8ed8e56cffb526e7ff4d2a0a2247fd62054e37331292b44dbc889793c979cc", + "prepared_review_unit_hash": "0ae3c7367f13b2bf9837e92fb3cecb99bd43c72c7c1b8b30b4a99d24eddd666d", "component_budget": { "node_count": 384, "item_count": 384, @@ -3707,216 +3671,216 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft matches are mostly superficial overlaps across different models, processors, and failure modes. No pair looks like the same underlying bug or a mergeable duplicate PR-equivalent change.", + "summary": "This cluster is a broad semantic bucket of unrelated Transformers issues, mostly around model loading, tokenizers, processors, and device/offload behavior. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them.", "confidence": 0.96, - "canonical_issue_reason": "No single issue cleanly represents a duplicate set; the items share broad Transformers/model-loading themes but not the same concrete bug.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the broadest umbrella item, but it is still too general and not a true canonical duplicate target for the rest of the cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "Both are regression reports, but one is FSDP CPU-efficient loading and the other is non-persistent buffer initialization; different bugs." + "reason": "FSDP CPU/RAM-efficient loading vs non-persistent buffer corruption; different failure modes." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated model/processor issues." + "reason": "BEiT label reduction bug vs GLM-4V loading failure; unrelated components." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading for granite_speech vs tokenizer loading for est-roberta; different subsystems and failures." + "reason": "Config strictness vs tokenizer-loading regression; same broad area, not same bug." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are different model/runtime problems." + "reason": "3d_parallel runtime failure vs Qwen3-MoE FineGrainedFP8 loading issue." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video batch shape bug is unrelated to a general tokenization-version change report." + "reason": "Video batching shape bug vs tokenization-version regression; different subsystems." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Both involve loading/compile issues, but Bamba SDPA torch.compile and BitNet weight unpacking are distinct code paths." + "reason": "SDPA torch.compile bug vs BitNet packed-weight unpacking bug; different code paths." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "CustomTrainer compute_loss signature break and Qwen3Moe FP8 loading are unrelated." + "reason": "CustomTrainer argument mismatch vs Qwen3-MoE FP8 loading; unrelated." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are vision preprocessing bugs, but one is OmDet input size and the other is Perceiver positional interpolation; not the same bug." + "reason": "OmDet input-size mismatch vs Perceiver resize/interpolation issue; different models." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Different tokenizers/processors and different failure modes; not the same underlying issue." + "reason": "LayoutLMv2 tokenizer crash vs OmDet processor resolution mismatch; unrelated." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 memory growth/OOM and an apex RMSNorm memory leak are separate memory bugs." + "reason": "Int4 CUDA memory regression vs apex RMSNorm leak; different root causes." }, { "left": "issue:44479", "right": "issue:44918", "accept": false, - "reason": "Qwen video-input regression and TRL embedding unpacking are both Qwen3.5-related but affect different paths." + "reason": "Video-input regression vs embedding unpacking/TRL trainer issue; different paths." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer API signature break is unrelated to a 3d_parallel.py runtime problem." + "reason": "Trainer loss signature bug vs 3d_parallel runtime failure." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload bug are different config issues." + "reason": "Gemma3 config API mismatch vs GPTNeoX rotary_pct reload bug." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3Moe FP8 config failure and dequantized model offload loading failure are not the same bug." + "reason": "Qwen3-MoE FP8 loading vs dequantized model offload loading; distinct loading issues." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "A800 cudaErrorAssert in auto device mapping and Llava Next segmentation fault are unrelated." + "reason": "Qwen3 auto-device-map CUDA assert vs Llava Next segfault; unrelated failures." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on gpt-oss-20b is a model/eval issue, not a tokenization-version regression." + "reason": "Perplexity/evaluation issue vs tokenizer-version behavior change." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Both are loading/runtime bugs, but Bamba SDPA compile and Bark CPU-offload device mismatch are distinct." + "reason": "Bamba compile/SDPA bug vs Bark CPU-offload device mismatch." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor.tokenizer regression is a specific API break; tokenization-version changes is broader and not the same defect." + "reason": "Processor.tokenizer regression vs tokenization-version change; different concrete breakages." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Qwen3 auto device-map crash and GPT-OSS MoE tensor-parallel failure are different parallelism bugs." + "reason": "Qwen3 auto-device-map assert vs GPT-OSS MoE tensor-parallel issue." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM predictions and Qwen3.5 recurrent-state reset are unrelated model behaviors." + "reason": "CamemBERT MLM output issue vs Qwen3 recurrent-state caching bug." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding-window handling and StableLmConfig pad_token_idx are separate config/model issues." + "reason": "Sliding-window MoE issue vs missing pad_token_idx config field." }, { "left": "issue:44292", "right": "issue:44479", "accept": false, - "reason": "NVFP4 runtime error and Qwen video-input regression are different model/version problems." + "reason": "Qwen-3 NVFP4 runtime error vs Qwen3.5 video-input regression." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Different failures: Qwen3 device mapping crash vs 3d_parallel.py execution issue." + "reason": "Auto device mapping assert vs 3d_parallel execution failure; different components." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both tokenizer crashes, but they affect different tokenizers and different tasks." + "reason": "LayoutLMv2 tokenizer padding crash vs MLukeTokenizer task AttributeError." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import error and 3d_parallel.py failure are unrelated." + "reason": "GenerationMixin import break vs 3d_parallel runtime failure; unrelated." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError and Qwen3VL weight_only loading error are different model bugs." + "reason": "Video-processing ValueError vs Qwen3VL weight-only loading error." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor _tokenizer crash and Qwen3.5 streaming inference failure are unrelated." + "reason": "Gemma4Processor missing _tokenizer vs Qwen3.5 streaming chat failure; different models and paths." }, { "left": "issue:41720", "right": "issue:44292", "accept": false, - "reason": "Both mention Qwen3, but one is auto device mapping on A800 and the other is NVFP4 runtime failure; different issues." + "reason": "Auto device-map CUDA assert vs NVFP4 runtime error; different quantization/device issues." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "Runtime special-token post-processor sync bug is not the same as a broad tokenization-version change report." + "reason": "Runtime special-token/post-processor update bug vs tokenizer-version behavior change." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Image segmentation-map processing and Bark voice_preset are entirely different processors." + "reason": "Void segmentation-map processing vs Bark voice_preset issue; unrelated processors." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A cache-strategy typo and outdated docs about removed pipelines are unrelated documentation issues." + "reason": "Cache-strategy typo vs docs mentioning removed pipeline tasks." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metric label gathering bug and SAM3 text/bbox behavior are different model/runtime problems." + "reason": "Mask2Former gather_for_metrics bug vs SAM3 text/bbox behavior; different data paths." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 loading and Llava Next segfault are different model-specific failures." + "reason": "Qwen3-MoE FP8 loading vs Llava Next segmentation fault; unrelated failures." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are separate bugs." + "reason": "Bark CPU-offload device mismatch vs BitNet packed-weight unpacking bug." } ] }, @@ -3935,8 +3899,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -4257,8 +4221,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -4562,8 +4526,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -4853,8 +4817,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -5158,8 +5122,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -5487,8 +5451,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -5780,8 +5744,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -6106,8 +6070,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -6446,8 +6410,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -6729,8 +6693,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -7054,8 +7018,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -7375,8 +7339,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -7673,8 +7637,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -7978,8 +7942,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -8262,8 +8226,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -8567,8 +8531,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -8871,8 +8835,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -9183,8 +9147,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -9494,8 +9458,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -9813,8 +9777,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -10125,8 +10089,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -10444,8 +10408,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -10758,8 +10722,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -11084,8 +11048,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -11418,8 +11382,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -11730,8 +11694,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -12076,8 +12040,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -12391,8 +12355,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -12738,8 +12702,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -13085,8 +13049,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -13432,8 +13396,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -13814,8 +13778,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -14194,8 +14158,8 @@ "review_unit_count": 44, "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-15354-384", "nodes": [ @@ -14545,8 +14509,8 @@ "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": [ @@ -14608,8 +14572,8 @@ "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-27088-4", "nodes": [ @@ -14708,8 +14672,8 @@ "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-36817-14", "nodes": [ @@ -14972,8 +14936,8 @@ "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-37934-6", "nodes": [ @@ -15088,8 +15052,8 @@ "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": [ @@ -15151,8 +15115,8 @@ "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": [ @@ -15214,8 +15178,8 @@ "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": [ @@ -15277,8 +15241,8 @@ "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": [ @@ -15380,8 +15344,8 @@ "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-44371-5", "nodes": [ @@ -15505,8 +15469,8 @@ "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": [ @@ -15625,8 +15589,8 @@ "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-45672-2", "nodes": [ @@ -15688,8 +15652,8 @@ "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": [ @@ -15751,8 +15715,8 @@ "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": [ @@ -15817,7 +15781,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-39895-12", + "cluster_id": "cluster-39895-13", "nodes": [ "pull_request:39895", "pull_request:41855", @@ -15830,7 +15794,8 @@ "pull_request:44827", "pull_request:45170", "pull_request:45213", - "pull_request:45655" + "pull_request:45655", + "pull_request:45770" ], "soft_pairs": [ "pull_request:39895|pull_request:43424", @@ -15841,159 +15806,187 @@ "pull_request:43251|pull_request:44827", "pull_request:43424|pull_request:44827", "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45770", "pull_request:43823|pull_request:45655", "pull_request:43823|pull_request:43995", - "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45770", "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", "pull_request:44827|pull_request:45170", "pull_request:44827|pull_request:45655", "pull_request:43823|pull_request:44827", "pull_request:44827|pull_request:45213", "pull_request:43823|pull_request:45213", + "pull_request:45655|pull_request:45770", + "pull_request:44827|pull_request:45770", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "867465e2ac89595d63f007ffa5e8f1d40df9e6b1dfd72e570da5d8f27189864d", + "prepared_review_unit_hash": "3d05a1c6a1a0d5cb306f7052f87c99c030a1843dcd708e2602959b2672a51b70", "component_budget": { - "node_count": 12, - "item_count": 12, - "soft_pair_count": 18, - "serialized_chars": 32875, - "estimated_input_tokens": 8219, - "estimated_eval_tokens": 16694 + "node_count": 13, + "item_count": 13, + "soft_pair_count": 22, + "serialized_chars": 36471, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 }, "budget": { - "node_count": 12, - "item_count": 12, - "soft_pair_count": 18, - "serialized_chars": 32875, - "estimated_input_tokens": 8219, - "estimated_eval_tokens": 16694 + "node_count": 13, + "item_count": 13, + "soft_pair_count": 22, + "serialized_chars": 36471, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated PRs spanning new models, docs, tests, and refactors. The only true overlap is the pair of loss utility PRs that both extend `fixed_cross_entropy` in the same file; they look like alternative implementations of the same fix and could be merged into one change.", - "confidence": 0.88, + "summary": "This cluster is mostly heterogeneous PRs (new models, refactors, tests, docs). The only true duplicate-like pair is the two fixed_cross_entropy patches, which target the same loss-utils code path and can plausibly be merged into one change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the stronger canonical representative for the overlapping loss fix: it is explicitly tied to issue 43240 and makes the broader, clearer change in `loss_utils.py`.", + "canonical_pr_reason": "PR 43251 is the best canonical PR for the shared loss-utils fix because it explicitly targets issue #43240 and directly updates `fixed_cross_entropy`; PR 43254 is an alternate formulation of the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best overall representative of the cluster because it is the only tightly scoped bug-fix PR with an explicit issue target; the rest are unrelated feature/model additions or refactors.", + "best_pr_reason": "PR 43251 is the strongest representative of the only real duplicate pair in this cluster: same function, same bug, same file, and explicit issue linkage.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Both are generic PRs with no shared code path or concrete bug; one adds VideoPrism, the other adds an ExecuTorch dynamic-shape test." + "reason": "Different changes: VideoPrism model/docs implementation vs an Executorch dynamic-shapes test. No shared bug or code path." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "One adds missing tokenizer methods, the other adds a new model; they touch different subsystems and are not the same change." + "reason": "Tokenizer utility additions for MistralCommon vs adding a new MobileLLM model. Unrelated artifacts." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API additions and export test coverage are unrelated changes." + "reason": "Tokenizer method fix vs Executorch export test; different subsystems and problems." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "These are both processor/model-pretraining related only at a very broad level; they fix different behaviors in different models." + "reason": "Processor-pretrained robustness work vs a new model implementation. Same broad area of Transformers, but not the same change." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs support and a new MobileLLM model are unrelated." + "reason": "Loss-function kwargs fix vs adding MobileLLM. Completely different code paths." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "`fixed_cross_entropy` kwargs handling and Mistral4 test fixes do not address the same bug." + "reason": "Loss-utils fix vs Mistral4 test/model cleanup. Different problem and files." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Export dynamic-shape testing and Mistral4 test fixes are distinct test-only changes." + "reason": "Executorch dynamic-shapes test vs Mistral4 test/model changes. Similar testing theme only, not the same bug." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "ExecuTorch export coverage and adding a new model are unrelated." + "reason": "Executorch export test vs new model addition. No concrete overlap." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45770", + "accept": false, + "reason": "MobileLLM model addition vs auto_factory text_config unwrapping. Different features and code paths." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "A new MobileLLM model and a config-resolution fix in `modeling_utils.py` are different changes." + "reason": "New model implementation vs config-resolution ordering fix. Unrelated changes." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Model addition and Falcon output-interface refactoring are not the same underlying change." + "reason": "New MobileLLM model vs Falcon output-collection refactor. Different models and behaviors." }, { "left": "pull_request:43995", - "right": "pull_request:44827", + "right": "pull_request:45770", "accept": false, - "reason": "Falcon refactoring and Mistral4 test fixes touch different models and different problems." + "reason": "Falcon forward refactor vs auto_factory config unwrapping. Both touch infra, but not the same concrete bug." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactor and the model-creation skill PR are unrelated." + "reason": "Falcon model refactor vs a draft model-creation skill PR. Not the same artifact type or change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon refactor vs Mistral4 test fixes. Different models and goals." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and a CLIP-like weight-renaming fix are unrelated." + "reason": "Mistral4 test/model adjustments vs `layrnorm`->`layernorm` weight-renaming conversion. Different code paths." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes and config resolution ordering are different issues." + "reason": "Mistral4 tests vs config resolution order fix. No shared underlying change." }, { "left": "pull_request:43823", "right": "pull_request:44827", "accept": false, - "reason": "A new model addition and Mistral4 test fixes are unrelated despite both being model-area PRs." + "reason": "MobileLLM model addition vs Mistral4 tests/model changes. Different models and different kinds of work." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test fixes and the model-creation skill do not share the same code path or change goal." + "reason": "Mistral4 test fixes vs draft model-creation skill content. Not a duplicate change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding MobileLLM and adding a model creation skill are different PRs with different purposes." + "reason": "MobileLLM implementation vs draft AI skill scaffolding. Completely unrelated." + }, + { + "left": "pull_request:45655", + "right": "pull_request:45770", + "accept": false, + "reason": "Config resolution order fix vs auto_factory text_config unwrapping. Related area, but not the same bug or mergeable into one PR." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45770", + "accept": false, + "reason": "Mistral4 test/model work vs auto_factory unwrap logic. Different concrete issues." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs modify `src/transformers/loss/loss_utils.py` to make `fixed_cross_entropy` forward supported kwargs to `nn.functional.cross_entropy`; they are alternative implementations of the same concrete fix and could be merged into one PR." + "reason": "Both patch `fixed_cross_entropy` in the same file for the same loss-path bug, adding supported kwargs/weight/label_smoothing handling. They could be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative about the soft edges. The one accepted pair, PR 43251 and PR 43254, is a defensible same-bug overlap: both modify `src/transformers/loss/loss_utils.py`, both target issue 43240, and their diffs are alternative implementations of the same `fixed_cross_entropy` kwargs fix. The rejections are also conservative given the lack of shared files or issue targets." + "feedback": "The verdicts are conservative and grounded in the packet. The only clearly mergeable duplicate-like pair is PR 43251/43254: both modify `src/transformers/loss/loss_utils.py`, the same `fixed_cross_entropy` function, and both target issue #43240 with the same loss-kwargs fix. The remaining pairs are reasonably rejected as different bugs or different subsystems, despite broad thematic similarity." }, "evaluator_used": true, "retried": false, @@ -16020,12 +16013,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "05913023e0ee5d94adbb149dde87471e21e6d6b06fc1f93b4a99e4a5d1c1494d", + "prepared_review_unit_hash": "5c7ec5a4a2ce320d67b14e25831f82ee43a6dcc801cf34dc2b7d45e5ad79fa36", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7226, + "serialized_chars": 7225, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -16033,7 +16026,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7226, + "serialized_chars": 7225, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -16042,18 +16035,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two VibeVoice PRs overlap on shared base files, but they target different changes: 40546 is the initial VibeVoice integration, while 42781 adds VibeVoice Realtime plus an acoustic tokenizer and generation updates. They are related, but not the same underlying change.", - "confidence": 0.93, + "summary": "Two open PRs both touch VibeVoice, but they are not the same change: #40546 is the base VibeVoice implementation, while #42781 is a later draft adding VibeVoice Realtime and an acoustic tokenizer. The overlap is expected, but the concrete scope differs enough to keep them separate.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the broader, earlier core VibeVoice implementation and has substantially more review activity; it is the better representative of the base integration work.", + "canonical_pr_reason": "PR #40546 is the original, broader VibeVoice implementation and has substantial review activity; #42781 is a later draft extension focused on realtime and tokenizer support, so #40546 is the better canonical anchor for the core feature.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the best single representative for core VibeVoice support. PR #42781 is a separate follow-up focused on the realtime variant and extra tokenizer/generation plumbing, so it should not be treated as the same PR.", + "best_pr_reason": "#40546 is the most complete and established PR for the underlying VibeVoice codebase, making it the best representative PR in this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Reject: despite shared VibeVoice infrastructure files, #40546 implements the base model integration and #42781 extends it for VibeVoice Realtime with additional acoustic-tokenizer and generation changes. They are related but not the same concrete code change." + "reason": "Reject: #42781 is not a duplicate of #40546. It adds VibeVoice Realtime plus acoustic tokenizer work and additional generation changes, whereas #40546 implements the base VibeVoice model integration. Shared filenames reflect reuse in the same subsystem, not the same concrete fix/change." } ] }, @@ -16083,7 +16076,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "c5ca4fc2d0634252f56b8c0c5697135948de26e15accc7ae990e5035991850d1", + "prepared_review_unit_hash": "d4b6b801d1b09e922902670e492368c6f5185ea0f882eb1f9ffdec34bc9c1aeb", "component_budget": { "node_count": 2, "item_count": 2, @@ -16105,18 +16098,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. No duplicate or mergeable overlap is evident.", + "summary": "The PRs are not duplicates: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They touch different model families and unrelated code paths.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: these are distinct changes with different models, filenames, and implementation goals.", "best_issue_reason": null, - "best_pr_reason": "No PR is a good canonical choice here because the changes target different code paths and features. If forced to pick one, PR #41224 is a more narrowly scoped standalone model-support addition, but it is not a duplicate of #40755.", + "best_pr_reason": "No best PR for a duplicate cluster; neither PR is a substitute for the other or could reasonably be merged into one change.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models, different tasks, and different changed files; they do not fix the same concrete bug or implement the same change." + "reason": "Different features in different subsystems: TimesFM forecasting with covariates vs DINOv3 image classification support." } ] }, @@ -16209,7 +16202,7 @@ "soft_pairs": [ "pull_request:41797|pull_request:45186" ], - "prepared_review_unit_hash": "e1f237239c88e9f3d852ddc7bf3b45e50dd1795ea2dd7d120f2366d3c008eb0b", + "prepared_review_unit_hash": "d28fa2e9638844d0cb56a0dc6951d321396c2b8045fbdd44363e4709e4a942aa", "component_budget": { "node_count": 2, "item_count": 2, @@ -16231,18 +16224,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated new-model integration PRs. They overlap in standard Transformers scaffolding files, but they target different models (DeepSeek OCR vs Isaac) and do not look mergeable as one change.", - "confidence": 0.98, + "summary": "These are two separate model-integration PRs (DeepSeek OCR vs Isaac). They share the usual Transformers scaffolding files, but they target different models and different code paths, so they should not be deduplicated.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 41797 is the more established model-addition PR, with substantially more review activity and a complete DeepSeek OCR integration footprint.", "best_issue_reason": null, - "best_pr_reason": "PR 41797 is the stronger representative of the cluster only because it has more complete integration evidence and discussion activity, but it is not a duplicate of PR 45186.", + "best_pr_reason": "PR 41797 is a solid representative of this cluster because it is a full, reviewed model integration PR; however, it is not a duplicate of PR 45186.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model additions with distinct docs, configs, and test suites. Shared boilerplate auto-registration files are expected for new-model PRs and do not indicate the same underlying change." + "reason": "Different models and implementations (DeepSeek OCR vs Isaac). The overlap is only shared boilerplate for adding a new Transformers model, not the same underlying bug or change." } ] }, @@ -16272,12 +16265,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "07e8b8e56eead6314f54eb1e8ee227771943e76f0dd363873b4ac0546c95a5bb", + "prepared_review_unit_hash": "9a61d2f8785a4a5bc634474ebaf95476bbf87d0c5398062e793e2b96eadcc0fe", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -16285,7 +16278,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -16294,18 +16287,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate GitHub Actions dependency-upgrade PRs: one focused on Node 24-compatible core actions, the other on newer Docker/build actions. They overlap in workflow files but not in the concrete action updates or underlying fix scope.", - "confidence": 0.95, + "summary": "Two open PRs both modernize GitHub Actions workflow references, but they target different upgrade surfaces: one is a broad Node 24 compatibility refresh across many workflows, the other is a focused bump of docker/build-push-action in build pipelines. They overlap in some files but are not the same underlying change and would not naturally merge into one PR.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR among duplicates because these are not duplicates; they update different action families in overlapping workflow files.", + "canonical_pr_reason": "PR 42975 is the better canonical PR because it represents the broader, more cohesive workflow-maintenance change: upgrading core GitHub Actions versions for Node 24 compatibility across many repository workflows.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the more cohesive representative: it targets the core workflow actions needed for Node 24 compatibility, while 42976 is a separate Docker action bump.", + "best_pr_reason": "PR 42975 is the best representative of the cluster since it has the clearest unifying intent and wider impact, while 42976 is narrower and more specialized to Docker build actions.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are broad workflow maintenance PRs, but they modify different actions for different purposes (checkout/cache/upload-artifact vs docker/build-push-action). Shared workflow filenames alone do not make them the same change." + "reason": "Both are workflow dependency bumps, but they fix different things: 42975 updates multiple generic GitHub Actions to Node 24-compatible versions, while 42976 only bumps docker/build-push-action in build-related workflows. Shared files are incidental overlap, not the same code-path change." } ] }, @@ -16344,7 +16337,7 @@ "pull_request:43451|pull_request:45490", "pull_request:45490|pull_request:45630" ], - "prepared_review_unit_hash": "6c2593075446bd260c53ac8dd07d7a31db4b660a4fe1d0282b46ec4ba4f002d3", + "prepared_review_unit_hash": "5992bb0ec2410ef325bf0e546d2d8acf55090c81cca10896b3704ec17968d80d", "component_budget": { "node_count": 5, "item_count": 5, @@ -16366,54 +16359,54 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No duplicate cluster here: these are five separate model-addition PRs for different models (ViT NEPA, Molmo, Molmo2, CTSM, Kimi2-6). They share boilerplate integration files, but the added model codepaths, docs, and tests are distinct.", - "confidence": 0.98, + "summary": "All five items are distinct model-addition PRs, not duplicates: ViT NEPA, Molmo, Molmo2, CTSM, and Kimi2-6 touch different model families and code paths. The shared patterns are only generic scaffolding for adding a new model (docs, auto mappings, tests).", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43451 (Molmo2) is the strongest representative of the cluster by scope and review activity, with broad multimodal model/processor/auto-mapping updates.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 43451 is the best single representative for triage purposes because it is the most substantial and well-developed of the model-addition PRs here, but it is still not duplicate-equivalent to the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions: ViT NEPA vs Molmo. Shared auto/docs boilerplate does not indicate the same underlying change or a mergeable combined PR." + "reason": "Different model families: ViT NEPA vs Molmo. Similar repository scaffolding does not make them the same change or bug fix." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model additions: ViT NEPA vs Molmo2. They touch similar integration surfaces, but the model implementations and targets are unrelated." + "reason": "Different model families and code paths: ViT NEPA vs Molmo2. Shared auto/doc/test plumbing is only generic model-addition work." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model additions: ViT NEPA vs CTSM. No shared codepath problem beyond generic model-registration plumbing." + "reason": "Unrelated domains: vision model addition vs CTSM time-series model addition. Not the same underlying change." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model families with different files and functionality; not the same concrete change." + "reason": "Molmo and Molmo2 are separate model additions with different configs/processors and different code paths; they are not the same concrete fix." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model integrations. Similar docs/auto-registry edits are just framework boilerplate." + "reason": "Molmo multimodal model addition and CTSM time-series model addition are unrelated beyond generic new-model boilerplate." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 vs CTSM are distinct model additions with no shared bug or codepath to fix together." + "reason": "Molmo2 and CTSM are different model families with different runtime behavior and implementation details; no same-bug/same-change evidence." }, { "left": "pull_request:45490", "right": "pull_request:45630", "accept": false, - "reason": "CTSM vs Kimi2-6 are different model integrations; shared auto/docs changes are not enough to treat them as duplicates." + "reason": "CTSM time-series model addition is unrelated to Kimi2-6 multimodal model addition; shared files are just common auto/doc registry updates." } ] }, @@ -16451,12 +16444,12 @@ "pull_request:43665|pull_request:45749", "pull_request:44815|pull_request:45747" ], - "prepared_review_unit_hash": "5980f9df0770d49b651ca61dfffad88a93b8dc78afb4c4739398bf542c037e15", + "prepared_review_unit_hash": "5d31ad6992cc268646a3ef0a1ef07193f9da6766f6272e8158cc8ddb740fddf4", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 6, - "serialized_chars": 10365, + "serialized_chars": 10367, "estimated_input_tokens": 2592, "estimated_eval_tokens": 5440 }, @@ -16464,7 +16457,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 6, - "serialized_chars": 10365, + "serialized_chars": 10367, "estimated_input_tokens": 2592, "estimated_eval_tokens": 5440 }, @@ -16473,48 +16466,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mixed cluster of unrelated PRs: one substantive FP8/dequantization fix, several test-only changes, and a couple of small, likely unrelated fixes. No pair looks like the same concrete bug/change.", - "confidence": 0.9, + "summary": "These PRs do not appear to be duplicates: they cover different concerns (Whisper tokenizer/tests, CLIP/ViT test stubs, FP8 dequantization, split batch size, and a docstring typo). The only seemingly related pair (43665 vs 44815) is still too different in code path and intent to merge as one PR.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the strongest canonical PR because it contains the only clearly substantive code-path fix across core loading and FP8 quantization, with multiple implementation files touched. The others are test-only or narrow unrelated edits.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the best representative of the cluster since it addresses an actual functional bug in the dequant/FP8 path, unlike the other PRs which are mostly tests or cosmetic/small fixes.", + "best_pr_reason": "PR 44815 is the strongest standalone candidate because it makes a concrete code-path change in core loading and FP8 integration, with clear functional scope and associated tests. The others are either test-only, typo-only, or too underspecified to serve as a better canonical representative.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are mostly test-related, but they target different models and different test files; no evidence of the same underlying bug or change." + "reason": "Different areas and purposes: Whisper tokenizer/test fix versus CLIP/ViT test edits. No shared underlying bug or change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer/test changes are unrelated to the FP8 dequantization and model-loading fix." + "reason": "Whisper decoding/tokenization changes are unrelated to FP8 dequantization and model loading." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test assertions for CLIP/ViT are not the same code-path problem as the FP8/dequant fix; too broad and unrelated to merge as one PR." + "reason": "Both touch tests or model-related code, but they address different problems and code paths; not plausibly one merged fix." }, { "left": "pull_request:43665", "right": "pull_request:45747", "accept": false, - "reason": "A test-only PR and a batch-size fix are different changes with no shared concrete bug." + "reason": "CLIP/ViT test modifications are unrelated to split batch size logic." }, { "left": "pull_request:43665", "right": "pull_request:45749", "accept": false, - "reason": "Model tests and a docstring spelling correction are unrelated cosmetic/test changes." + "reason": "Test stubs in vision model tests are unrelated to a docstring spelling correction." }, { "left": "pull_request:44815", "right": "pull_request:45747", "accept": false, - "reason": "The FP8/dequantization fix and the split batch size fix appear to affect different functionality and code paths." + "reason": "FP8 dequantization/model loading changes are unrelated to split batch size behavior." } ] }, @@ -16547,7 +16540,7 @@ "pull_request:43488|pull_request:45476", "pull_request:43532|pull_request:45476" ], - "prepared_review_unit_hash": "5eba336b59783989373264b3b52b3c4483f9f81c444e73e8cb8cbd6cd5569743", + "prepared_review_unit_hash": "43c45c92b0f7b8f46a4437d7642a22c64dedb55e871d36c91d9d264c24683b87", "component_budget": { "node_count": 3, "item_count": 3, @@ -16569,30 +16562,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are unrelated \"don't merge\"/test PRs with only superficial overlap in shared test filenames and CI-related areas. They do not look like the same underlying change, so none of the soft links should be accepted.", + "summary": "All three pull requests are unrelated synthetic changes; none appear to be duplicates or mergeable as the same underlying fix/change.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43532 is the most substantial and central CI/workflow-focused change in the set, with the broadest affected surface and the most discussion activity.", + "canonical_pr_reason": "PR 43532 is the most coherent representative of the cluster because it is a single workflow/testing-utils change, whereas the other two mix unrelated packaging or tokenizer/test edits.", "best_issue_reason": null, - "best_pr_reason": "PR 43532 is the best representative of this cluster because it is the broadest PR and most clearly centers on repository CI/workflow plumbing rather than a narrow incidental edit.", + "best_pr_reason": "PR 43532 is the best standalone PR candidate here because its diff is internally focused and more plausibly a single change set than the other two, which contain extra unrelated edits.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Only broad repo/test overlap; 43488 is a setup/version-bump test PR, while 43532 changes CI workflow files and testing utilities. Not the same bug or mergeable into one PR." + "reason": "Different changes: 43488 updates packaging/versioning and adds pytest-random-order, while 43532 rewrites CI workflow paths and testing utilities. Shared vit test filename is incidental." }, { "left": "pull_request:43488", "right": "pull_request:45476", "accept": false, - "reason": "Shared Vit test filename is incidental. 43488 is dependency/setup churn; 45476 adds a workflow and unrelated CLIP/test edits. No common underlying fix." + "reason": "Different code paths and intent: 43488 is packaging/test-dependency related, while 45476 adds a CI workflow caller plus unrelated tokenizer and test file edits." }, { "left": "pull_request:43532", "right": "pull_request:45476", "accept": false, - "reason": "Both touch CI/testing areas, but the concrete changes differ: 43532 rewires self-comment/self-scheduled/slack workflows, while 45476 adds a PR CI caller and unrelated model/test edits. Not the same change." + "reason": "Both touch workflows/tests, but they are not the same fix: 43532 refactors self-comment CI behavior, while 45476 adds a CI caller workflow and unrelated CLIP/chinese-CLIP code changes." } ] }, @@ -16622,7 +16615,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "68a80decc7a450431ab2205290f90840c809703c7caa92204dc0dcb9446f67fa", + "prepared_review_unit_hash": "0b592281172c5346e7ee08a733affa145c1e0aa047e80f947e6a95d2a3359ca7", "component_budget": { "node_count": 2, "item_count": 2, @@ -16644,18 +16637,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate PRs adding different segmentation pipelines: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share a lot of scaffolding but target different models, docs, tests, and pipeline code paths, so they should not be merged as duplicates.", - "confidence": 0.97, + "summary": "Both PRs add new promptable segmentation pipelines, but they target different tasks and model stacks: concept segmentation vs visual segmentation. They are related, not duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR here: the two PRs implement different features and touch different concrete pipeline/model paths.", + "canonical_pr_reason": "PR #43613 is the broader and more integrated pipeline addition, but it is not the same change as #43612; the two PRs implement different segmentation tasks.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a duplicate of the other; if one must be referenced alone, 43613 is slightly broader, but it is not a canonical replacement for 43612.", + "best_pr_reason": "PR #43613 is the better representative of this cluster because it covers a larger, more established segmentation pipeline with more model/test integration, while #43612 is a separate concept-segmentation pipeline.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different pipelines and underlying features: concept segmentation vs visual segmentation. Shared docs/scaffolding are not enough to treat them as the same change." + "reason": "Different concrete additions: promptable concept segmentation vs promptable visual segmentation. They touch some of the same infrastructure, but they are not the same bug/change and would not plausibly merge into one PR." } ] }, @@ -16685,7 +16678,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "c18629ee824288e95fc5ffa6ed7128a4665df94c85e19bcc99e5fa7bc90ae953", + "prepared_review_unit_hash": "ee4a15a89a130867c7875c7c94f2e6d69111407c540ac4c21f3da5e86fedffc9", "component_budget": { "node_count": 2, "item_count": 2, @@ -16707,18 +16700,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in `trainer.py` that both add overridable helper methods, but they address different training behaviors: gradient-accumulation loss scaling vs. signature-column filtering. They are not duplicates.", - "confidence": 0.95, + "summary": "Two open PRs touch the same trainer file but fix different behaviors: one changes gradient-accumulation loss scaling, the other makes signature-column filtering overridable. They are not duplicate fixes.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43651 is the better representative for this cluster because it is a concrete trainer behavior change with a clear runtime effect, whereas 43663 is a separate extensibility refactor for column filtering.", + "canonical_pr_reason": "If one PR must anchor the cluster, #43651 is the more concrete behavior change and closer to a bug fix; #43663 is a separate refactor/overrideability change in a different code path.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the strongest standalone candidate: it targets a specific loss-scaling path in `training_step` and is narrowly scoped. PR 43663 is unrelated enough that it should not be treated as the same change.", + "best_pr_reason": "#43651 is the best representative only by impact and specificity: it changes training loss scaling logic directly, whereas #43663 is an independent column-filtering helper extraction.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Both touch `trainer.py`, but one changes gradient-accumulation loss normalization and the other changes signature-column inspection. They affect different code paths and would not plausibly be merged as one PR." + "reason": "Both modify trainer.py, but they target unrelated mechanisms: gradient-accumulation loss scaling vs. signature-column filtering for dataset preprocessing. They do not look like the same underlying bug or change and would not plausibly merge into one PR." } ] }, @@ -16750,53 +16743,56 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "42f3b20fd2a7a7a6fdc7a43f9360438003b660bf955471e7481e9c2f1b72ac40", + "prepared_review_unit_hash": "01688a72c23ba521ee2e7264a63e26e27cb954a52cbefd6b599adc603c2479aa", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5992, - "estimated_input_tokens": 1498, - "estimated_eval_tokens": 3252 + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5992, - "estimated_input_tokens": 1498, - "estimated_eval_tokens": 3252 + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three open PRs touch `src/transformers/cli/serve.py` around TypeAdapter/type-annotation runtime issues. PR #43842 is the most focused fix; the other two look broader or like different attempts rather than the same patch.", - "confidence": 0.78, + "summary": "#43836 and #43842 are the same underlying TypeAdapter NameError fix in `src/transformers/cli/serve.py` and share the explicit issue target #43824. #43656 also touches `serve.py`, but its evidence is weaker and it targets a different issue (#43576), so it should not be merged into the same PR cluster as the explicit TypeAdapter fix.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the cleanest and most directly targeted change: it imports `TypeAdapter` only under `TYPE_CHECKING` and stringifies the runtime annotation, which is the minimal fix for the reported NameError when pydantic is absent.", + "canonical_pr_reason": "PR #43842 is the best canonical PR: it most directly and narrowly fixes the TypeAdapter NameError in `serve.py`, and its diff is the clearest expression of the runtime import/annotation problem.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best representative of the cluster because it addresses a single concrete import-time NameError with the smallest, most self-contained diff.", + "best_pr_reason": "PR #43842 is the best representative of the cluster because it is the most explicit and focused fix for the concrete bug, with the cleanest scope and matching issue target #43824.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Both are in the same file and mention TypeAdapter, but #43656 appears to be a broader type-annotation cleanup/future-annotations change tied to a different issue target, while #43842 is a narrow pydantic-absence NameError fix. They do not clearly look like the same patch." + "reason": "The overlap is too weak: #43656 only shows soft similarity and a different issue target (#43576), and its diff preview reads as broader annotation cleanup rather than a direct TypeAdapter NameError fix." }, { "left": "pull_request:43836", "right": "pull_request:43842", - "accept": false, - "reason": "They share the same file and tracking issue, but #43836 is a larger refactor/typing cleanup around `Serve`, whereas #43842 is a minimal runtime-safety fix for `TypeAdapter`. These are related, but not the same underlying change and would not cleanly merge as one PR." + "accept": true, + "reason": "Both PRs clearly address the same concrete `serve.py` TypeAdapter NameError fix and explicitly target the same issue (#43824), so they are plausibly the same change." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates the evidence for PR #43656. In the packet, #43842 and #43836 clearly relate to the same explicit issue target (43824), but #43656 only has soft_similarity with #43842 and a different issue target (43576). The provided diff preview for #43656 shows broader annotation cleanup in serve.py, not an explicit TypeAdapter NameError fix. Because of that, treating all three PRs as the same bugfix and marking the pair #43656/#43842 as mergeable is too strong for the available evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -16917,8 +16913,8 @@ "pull_request:44066|pull_request:44072", "pull_request:44013|pull_request:44044", "pull_request:44066|pull_request:44086", - "pull_request:44066|pull_request:44071", "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44071", "pull_request:44066|pull_request:44068", "pull_request:44018|pull_request:44066", "pull_request:44019|pull_request:44722", @@ -16982,12 +16978,12 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "eac05a7f1f0c698b9c9addd8318bc93737c0cfc88d69aab74c24735643769b10", + "prepared_review_unit_hash": "adad217cbe6138340ff894c57bab802ea473c89c286e836ef9ae01f2e147c987", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84504, + "serialized_chars": 84503, "estimated_input_tokens": 21126, "estimated_eval_tokens": 42508 }, @@ -16995,7 +16991,7 @@ "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76936, + "serialized_chars": 76935, "estimated_input_tokens": 19234, "estimated_eval_tokens": 38724 }, @@ -17004,298 +17000,388 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a batch of model-by-model output-tracing refactors. Several PRs share the same tracking issue, but many are just parallel changes in different architectures; the only clear duplicate families in this packet are the GPT-J/CodeGen branch and the GPT-Neo branch.", - "confidence": 0.86, + "summary": "This cluster is a broad set of model-specific output-tracing refactors, mostly linked to #43979. I kept duplicate acceptance conservative: only the GPT-J/CodeGen overlaps that share the same concrete code path look mergeable; most other pairs share only the refactor theme or tracking issue and stay separate.", + "confidence": 0.72, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best canonical PR because it is the broadest concrete GPT-J/CodeGen output-tracing refactor in the packet, has an explicit issue link, and overlaps directly with the accepted GPT-J duplicate family.", + "canonical_pr_reason": "No issue node is present, so there is no canonical issue to choose. Among PRs, pull_request:44722 is the best anchor because it is the most complete and explicit GPT-J/CodeGen output-tracing refactor and best represents the central code-path change in the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the strongest global representative: it captures the main GPT-J/CodeGen duplicate cluster cleanly and is more complete than the narrower GPT-J-only variants.", + "best_pr_reason": "pull_request:44722 is the best single PR anchor for the cluster: it is explicit, later, and covers the main GPT-J/CodeGen output-tracing change in a concrete way without implying the whole cluster is one duplicate fix.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths (Cvt/FNet vs GPT-J); the shared tracing theme is too broad." + "reason": "Same tracking issue and output-tracing theme, but different model families and no shared concrete code path." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and code paths; same tracking issue alone is not enough." + "reason": "Different model families; only the standardized output-tracing refactor pattern overlaps." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": true, - "reason": "Same GPT-J output-tracing refactor on the same file; one is just a broader sibling variant." + "accept": false, + "reason": "Related GPT-J work, but the packet support is only soft similarity and not enough to call it the same fix." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet/RT-DETR-style refactor vs EfficientNet; unrelated concrete changes." + "reason": "Different model code paths; same refactor theme only." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Both are output-tracing refactors, but for different model families and code paths." + "reason": "Different model families; the shared output-tracing initiative is too broad to merge as one fix." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen and EfficientNet are unrelated implementations." + "reason": "GPT-J/CodeGen versus EfficientNet; same initiative, but not the same underlying bug or change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are different code paths; same issue target is not enough." + "reason": "MobileNetV2 and DeBERTa V2 are unrelated implementations sharing only the refactor pattern." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR are different models and different concrete refactors." + "reason": "Different models and code paths; the shared output-tracing theme is not enough." }, { - "left": "pull_request:44066", - "right": "pull_request:44071", + "left": "pull_request:44018", + "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate model refactors, not the same bug/change." + "reason": "Both are GPT-Neo refactors, but the packet support is only soft similarity, so this is not a safe same-PR duplicate." }, { - "left": "pull_request:44018", - "right": "pull_request:44068", - "accept": true, - "reason": "Same GPT-Neo output-tracing refactor on the same model/file path." + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are unrelated model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are distinct model implementations." + "reason": "Related output-tracing refactors, but different concrete GPT model changes; not enough to merge as one PR." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate model-specific changes." + "reason": "GPT-Neo versus GPT-J/CodeGen; same program, but not the same concrete fix." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated concrete changes." + "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen output tracing." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model paths." + "reason": "MGP-STR and GPT-J/CodeGen are different model code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated model-specific refactors." + "reason": "ResNet and GPT-J are different implementations." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet do not share the same concrete code-path problem." + "reason": "GPT-Neo and ResNet are different model families." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated implementations." + "reason": "ResNet versus MPT; only the refactor motif overlaps." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are different model families." + "reason": "GPT-Neo and Flaubert are unrelated model code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate model-specific refactors." + "reason": "GPT-Neo and GPT-J/CodeGen are related by theme, not by the same concrete change." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated model implementations." + "reason": "GPT-Neo and Flaubert are different model families." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated model paths." + "reason": "MPT and GPT-J/CodeGen are different implementations." }, { "left": "pull_request:44018", - "right": "pull_request:44059", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and GPT-2 are different model-specific output-tracing changes." + "reason": "GPT-Neo versus MGP-STR; no shared code path." }, { - "left": "pull_request:44085", + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are distinct model implementations." + }, + { + "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated model families." + "reason": "GPT-Neo and MGP-STR are unrelated beyond the broad output-tracing initiative." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert are different models; same standardized-output wording is not enough." + "reason": "ViLT and Flaubert/XLM are different model families." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 output-tracing refactor is separate from GPT-J/CodeGen." + "reason": "GPT-2 and GPT-J/CodeGen are separate code paths." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are unrelated model-specific refactors." + "reason": "GPT-Neo and MPT are unrelated model implementations." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer and LongT5 are different model families with different changes." + "reason": "SegFormer and LongT5 are different architectures." }, { - "left": "pull_request:44018", - "right": "pull_request:44086", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated concrete refactors." + "reason": "SegFormer and GPT-J/CodeGen are unrelated code paths." }, { - "left": "pull_request:44018", - "right": "pull_request:44085", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-Neo and GPT-J are distinct model implementations." + "reason": "SegFormer and VisualBERT are different models." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are unrelated model-specific changes." + "reason": "GPT-Neo and MPT are separate concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet-style tracing refactor versus VisualBERT; only the pattern overlaps." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "SegFormer and MPT are different model families." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT and Flaubert/XLM are different code paths." }, { "left": "pull_request:44059", - "right": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 and GPT-Neo are different model paths." + "reason": "GPT-2 and MPT are unrelated implementations." }, { "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "MPNet and Flaubert are unrelated model-specific refactors." + "reason": "MPNet and Flaubert/XLM are unrelated model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are different concrete model changes." }, { "left": "pull_request:44073", "right": "pull_request:44161", "accept": false, - "reason": "VisualBert and LongT5 are different model families." + "reason": "VisualBERT and LongT5 are different code paths." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated model families." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and Segformer are different model implementations." + "reason": "RegNet and SegFormer are different model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are unrelated concrete changes." + "reason": "RegNet and MPNet are unrelated model families." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are unrelated model paths." + "reason": "MPT and ImageGPT are different code paths." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert are different model-specific refactors." + "reason": "TextNet and Flaubert/XLM are different models." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 do not share the same concrete bug/change." + "reason": "MPNet and LongT5 are unrelated despite sharing the refactor theme." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated implementations." + "reason": "RegNet and GPT-Neo are different concrete implementations." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are different model families." + "reason": "RegNet and LongT5 are unrelated model families." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are unrelated." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are unrelated implementations." + "reason": "SqueezeBERT and MPT are different model families." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and VisualBert are different models; same theme is too broad." + "reason": "SqueezeBERT and VisualBERT are not the same implementation change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different code paths." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are unrelated model-specific changes." + "reason": "DeBERTa V2 and TextNet are unrelated models." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor in the same code path; 44722 plausibly subsumes this work." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing change in modeling_gptj.py; 44722 is a broader follow-up that includes the same code path." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", "accept": false, - "reason": "FocalNet and ImageGPT are different model code paths." + "reason": "CVT/FNet versus RegNet/ResNet-style code; same theme only." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated code paths." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are unrelated concrete changes." + "reason": "DeBERTa V2 and SpeechT5 are different architectures." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and VITS are different models; same output-tracing theme is not enough." + "reason": "Different model families; shared output-tracing pattern is too broad to merge as one PR." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are unrelated model families." } ] }, "evaluator_result": { "accept": false, - "feedback": "The verdicts are mostly conservative, but the summary overstates the evidence by saying the PRs 'all point to the same external tracking issue.' In the packet, only some PRs have explicit issue links; several do not. A safer summary would say that many of them reference the same tracking issue, while others are just similar model-specific refactors. The accepted soft pairs (GPT-J/CodeGen and GPT-Neo) are grounded, but the overall summary is a bit too broad." + "feedback": "The result is not conservative enough. It contains contradictory verdicts for the same pair (pull_request:44066 vs pull_request:44085 appears as both accept and reject), and it overstates mergeability for some pairs the packet only supports as soft similarity. In particular, pull_request:44018 vs pull_request:44068 and pull_request:44066 vs pull_request:44085 are not marked deterministic accepts in the packet, so treating them as same-PR bugfixes is too strong. The summary is broadly grounded, but the soft-edge judgments need to stay closer to the packet evidence." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -17326,12 +17412,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "62e0a56960d8e3c055a6ba891b78674061a75ab767065a16fca6085ce1e64d8b", + "prepared_review_unit_hash": "a2c15b26121d55033bccee6664342a007e275a686b686795b838eed9ec9e72ca", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84504, + "serialized_chars": 84503, "estimated_input_tokens": 21126, "estimated_eval_tokens": 42508 }, @@ -17348,42 +17434,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all related to the same broad theme\u2014migrating model forwards to standardized output tracing/capture\u2014but they touch different model implementations and code paths, so they should not be deduplicated together.", - "confidence": 0.93, + "summary": "These PRs are all model-specific refactors toward standardized output tracing/capture, but they target different architectures and code paths, so they are not duplicates of one another.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the strongest representative: it has an explicit issue target, a more complete refactor of a specific model path, and appears to be the most concretely scoped change in the group.", + "canonical_pr_reason": "No single PR is a true duplicate hub here; the cluster is a family of similar refactors across different models, not one shared fix. If a representative PR is needed, the clearest exemplar is the output-tracing refactor pattern itself.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best single PR candidate for the cluster because it is explicitly tied to issue 43979 and addresses a concrete output-tracing refactor in SpeechT5 rather than only showing a generic pattern shift.", + "best_pr_reason": "PR #44073 is a good representative because it shows the standardized output-capture migration clearly and compactly, with explicit `_can_record_outputs` wiring for one model family.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are standardized output-tracing refactors, but they affect different models (VisualBert vs TextNet) and different forward implementations; they are not the same underlying bug/change." + "reason": "Same refactor theme, but different models (VisualBert vs TextNet) and different forward/output code paths; they could not plausibly be merged into one PR without becoming unrelated multi-model churn." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "These are separate model-specific refactors in MPNet and VisualBert. Similar decorator migration does not make them one concrete change." + "reason": "Both are output-tracing refactors, but MPNet and VisualBert are separate implementations with distinct layers and recording hooks; this is not the same underlying bug/change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet and TextNet are distinct code paths with model-specific output-capture plumbing; too broad to treat as duplicates." + "reason": "Different model families and different internal output-capture wiring; similar cleanup pattern only, not a single concrete code-path fix." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model implementations. They share a refactor theme, not the same fix." + "reason": "RegNet and SqueezeBert are unrelated model code paths; the overlap is only the generic migration to the new decorator/capture APIs." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are separate model migrations with different forward signatures and tracing needs; they should not be merged as duplicates." + "reason": "SqueezeBert vs SpeechT5 affects different model stacks and output semantics; these are separate refactors, not one mergeable fix." } ] }, @@ -17466,292 +17552,286 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "5a62ea053f1e207d9145f82211a520d824321cf70461fa69dacfcdcebfb2e085", + "prepared_review_unit_hash": "bb8b73eca9dc6cd04f25f9c301b760a0d8114a660fb02c138d240fdafa583998", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 43, - "serialized_chars": 41311, - "estimated_input_tokens": 10328, - "estimated_eval_tokens": 20912 + "serialized_chars": 41321, + "estimated_input_tokens": 10331, + "estimated_eval_tokens": 20918 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 43, - "serialized_chars": 41311, - "estimated_input_tokens": 10328, - "estimated_eval_tokens": 20912 + "serialized_chars": 41321, + "estimated_input_tokens": 10331, + "estimated_eval_tokens": 20918 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of parallel PRs refactoring output tracing across different model implementations. They share the same general theme and utility changes, but each PR targets a different code path/model family, so they are not duplicates.", - "confidence": 0.94, + "summary": "This cluster is a set of similar but model-specific PRs that all refactor output tracing / return-dict handling in different Transformers models. They share a common pattern, but they do not appear to be duplicate fixes for the same concrete code path.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the broadest representative of the pattern, spanning both `falcon_mamba` and `mamba` and the core output-capturing plumbing.", + "canonical_pr_reason": "PR 44003 is the strongest representative of the cluster: it makes the output-tracing refactor in two related Mamba-family files and includes the supporting capture/output-recording plumbing, which best summarizes the common change pattern.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the strongest stand-alone representative because it covers two closely related implementations and includes the main tracing infrastructure changes.", + "best_pr_reason": "PR 44003 is the best overall representative because it is one of the more substantial and concrete implementations of the shared output-tracing refactor, spanning multiple files and showing the core mechanism rather than a narrow one-file tweak.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but different model files and code paths (`timm_backbone` vs `upernet`)." + "reason": "Same high-level refactor theme, but different model families and code paths; not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing refactors, but they affect different model implementations and are not the same fix." + "reason": "Both touch output-tracing APIs, but in unrelated models; too broad to be a duplicate." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different architectures (`timm_backbone` vs `univnet`); similar cleanup, not one concrete change." + "reason": "Model-specific refactors in different architectures; they are not fixing the same bug or implementing one mergeable change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and file scopes; no shared code path to merge into one PR." + "reason": "Different subsystems/models; same refactor pattern only, not the same concrete code path." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "`timm_backbone` and `rwkv` are unrelated implementations; only the refactor style matches." + "reason": "Shared tracing terminology, but unrelated model implementations and behavior." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Both refactor model outputs, but for different models and different forward paths." + "reason": "These are separate model implementations with distinct forward paths; not a duplicate fix." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (`mobilenet_v1` vs `upernet`); not the same underlying bug/change." + "reason": "Same general output-capturing theme, but different models and changes." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Both are tracing refactors, but they touch different model families and code paths." + "reason": "Both are refactors, but for different model families and code paths." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different encoder-decoder style models; no concrete overlap beyond the refactor theme." + "reason": "Different encoder/decoder and vision backbones; not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Separate model implementations with similar API cleanup, not a single shared fix." + "reason": "Different models with separate forward/output handling; no concrete duplicate." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` and `univnet` are unrelated code paths; same utility usage only." + "reason": "Same broad refactor style, but the models are unrelated and the fixes are not mergeable into one concrete PR." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models and different forward signatures; not the same underlying change." + "reason": "Different model code paths; similar API cleanup only." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Same refactor pattern, but distinct model families and no shared implementation." + "reason": "Unrelated models, despite both involving can_return_tuple/output tracing." }, { "left": "pull_request:44000", "right": "pull_request:44026", "accept": false, - "reason": "Different composite model code paths; too broad to treat as duplicates." + "reason": "No shared concrete bug or file path; just the same refactor motif." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are separate models; similar cleanup, not the same bug." + "reason": "These touch different models and forward signatures; not duplicates." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and forward logic; only the refactor motif is shared." + "reason": "Different model families and output types; same pattern, not same change." }, { "left": "pull_request:44001", "right": "pull_request:44026", "accept": false, - "reason": "No shared concrete code-path problem; these are independent refactors." + "reason": "Separate models with distinct implementations; too broad to merge as one PR." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and `rwkv` are unrelated implementations; same theme does not imply duplicate." + "reason": "Different models and different behavior; only the refactor style matches." }, { "left": "pull_request:44002", "right": "pull_request:44025", "accept": false, - "reason": "Separate model code paths and different traced outputs; not one mergeable fix." + "reason": "Different code paths and model families; not the same underlying issue." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "`univnet` and `falcon_mamba`/`mamba` are different subsystems; no common bug to collapse." + "reason": "Unrelated model implementations; no concrete duplicate fix." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and refactor scopes; not the same change." + "reason": "Same output-tracing theme, but different architectures and files." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and files; shared wording only." + "reason": "These are separate model-specific refactors, not one shared bug fix." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "`falcon_mamba`/`mamba` vs `superpoint` are unrelated code paths." + "reason": "Different model families and different forward behavior; not the same code-path problem." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "One is output-tracing refactor, the other changes CodeGen forward/cache behavior; not the same fix." + "reason": "Both are refactors, but they affect different models and are not the same concrete change." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different model code and different behavior changes; only superficially similar." + "reason": "Shared pattern only; timm_backbone and CodeGen are unrelated implementations." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "`univnet` and `codegen` are unrelated; this is not a shared concrete bug." + "reason": "Distinct model code paths and signatures; not a duplicate PR." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different subsystems and behavior; no duplicate evidence beyond broad similarity." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "`vision_text_dual_encoder` and `codegen` are different models with different runtime paths." + "reason": "Different models and output semantics; no basis to merge as one fix." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Same refactor theme, but different model families (`depth_anything` vs encoder-decoder wrappers)." + "reason": "Both are output-tracing refactors, but for different encoder-decoder style models and separate code paths." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model wrappers and different forward signatures; not one underlying bug." + "reason": "Unrelated model implementations; same refactor class only." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` are separate vision models; no shared code path." + "reason": "Different models and outputs; not the same underlying bug/change." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and behavior; only the tracing refactor pattern matches." + "reason": "Same theme, but distinct model-specific forward logic." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` are unrelated models; not a duplicate." + "reason": "These are separate model refactors with no shared concrete code path." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Different composite wrappers and different model internals; not the same change." + "reason": "Different models and behavior; only the broad refactor pattern matches." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Different wrapper types (`vision_encoder_decoder` vs `speech_encoder_decoder`), same pattern only." + "reason": "Separate model families, so not a duplicate or mergeable single fix." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Separate model families and files; no concrete overlap." + "reason": "They share output-tracing cleanup wording, but not the same underlying change." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model code paths and behavior; not a duplicate." + "reason": "Different models and code paths; no concrete overlap." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are unrelated implementations." + "reason": "Different architectures and files; similar refactor style only." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and refactor scopes; not the same underlying issue." + "reason": "No shared bug or implementation path, just the same generic refactor goal." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different model wrappers and runtime behavior; only the output-tracing cleanup is common." + "reason": "Distinct model-specific changes; not duplicates." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are unrelated code paths; same style, not same fix." + "reason": "Different models and code paths; not the same concrete change." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and outputs; not mergeable as one PR." + "reason": "Same broad theme, but separate model implementations." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are separate architectures; similar refactor theme only." + "reason": "Different model families and forward logic; not a duplicate PR." } ] }, @@ -17784,52 +17864,52 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "bdd25112db1fc9ad66e435e12dce43ac6f51b311e4157fa205aa67f44ffe3c7a", + "prepared_review_unit_hash": "dc9f9491daff7972e7de35740730d5e4c10c0111c82a7a9682b43ee3efe71720", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10911, - "estimated_input_tokens": 2728, - "estimated_eval_tokens": 5712 + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10911, - "estimated_input_tokens": 2728, - "estimated_eval_tokens": 5712 + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are separate model-addition implementations. They share Transformers registration/docs scaffolding, but each targets a different model family and code path, so they should not be deduplicated.", - "confidence": 0.96, + "summary": "These are three separate model-addition pull requests for different models (PenguinVL, DeepSeek-OCR-2, Voxtral TTS), not duplicates of the same code change. They share framework plumbing and docs patterns, but they do not fix the same underlying problem.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45075 is the strongest representative of this cluster: it is a full, non-draft model addition with substantial implementation and test coverage. The others are different model families and do not look like duplicate changes.", + "canonical_pr_reason": "No canonical PR for duplication purposes: the PRs target different models and different implementations, so they are not interchangeable.", "best_issue_reason": null, - "best_pr_reason": "PR 45075 is the best overall PR candidate because it is the most mature and complete of the three (non-draft, large implementation, extensive review activity).", + "best_pr_reason": "PR 45075 is the strongest standalone candidate: it is a full, non-draft model addition with substantial implementation, conversion, and test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and different code paths: PenguinVL vs Voxtral TTS. Shared auto-registration and docs wiring are generic model-add scaffolding, not evidence of the same underlying change." + "reason": "Different model additions for different architectures and codepaths; shared auto-registration/docs are incidental, not the same change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "These add different model implementations (PenguinVL vs DeepSeek-OCR-2). Overlap is limited to common Transformers boilerplate, which is insufficient to treat them as duplicates." + "reason": "Both add separate models, but they implement different model families with different files, configs, and tests, so they are not duplicates." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model families. Despite similar registration/doc updates, the concrete implementation and target functionality are different." + "reason": "These are distinct model integrations (DeepSeek-OCR-2 vs Voxtral TTS) with different functionality and code paths; not the same PR merged twice." } ] }, @@ -17859,12 +17939,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "74be703521930ab01efd008cf7ccad4925f60b26dfd20148ab5791a364ada5a3", + "prepared_review_unit_hash": "8b94ae0a427f4966a79dee902718454b8546e4cf1700708283b9f1464f2dca21", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -17872,7 +17952,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -17881,18 +17961,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are about model/module fusion, but they target different scopes: PR 44979 introduces a generic Module Fusion API, while PR 45363 implements n-to-1 kernel fusion via KernelConfig and integration hooks. They are related, not duplicates.", - "confidence": 0.91, + "summary": "Two related but distinct PRs about fusion support: one introduces a generic Module Fusion API, the other implements n-to-1 kernel fusion via KernelConfig and integration changes. They share a theme but are not the same underlying change.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45363 is the more concrete, end-user-facing feature PR: it wires kernel fusion through KernelConfig and updates integration points, whereas PR 44979 is a broader API scaffold for module fusion.", + "canonical_pr_reason": "PR #45363 is the more concrete end-to-end feature implementation: it wires KernelConfig into modeling/integrations, adds hub kernel plumbing, and includes a runnable example. PR #44979 is a separate API-layer proposal.", "best_issue_reason": null, - "best_pr_reason": "PR 45363 is the strongest standalone representative because it has a clear functional change, explicit integration surface, and a specific use case; PR 44979 is more foundational and less specific.", + "best_pr_reason": "PR #45363 is the strongest representative for this cluster because it delivers an actual user-facing fusion workflow rather than just the module-fusion abstraction.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "They share the fusion theme but not the same bug/change. 44979 adds a generic Module Fusion API, while 45363 adds n-to-1 kernel fusion via KernelConfig and integration plumbing; these could not reasonably be merged as one PR." + "reason": "Both concern fusion, but #44979 defines a generic Module Fusion API while #45363 implements n-to-1 kernel fusion via KernelConfig with different files and code paths. They are related infrastructure, not the same fix/change, and would not naturally be one merged PR." } ] }, @@ -17922,7 +18002,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "396045e98d4feaef2a1baa6eb6bacc1297c8d7e539ec84bc3a2959484f5548d6", + "prepared_review_unit_hash": "caaa41321578ae70fc3ddce99ddb70dfdb58ed9089db9ab5ddffd30558c6aa65", "component_budget": { "node_count": 2, "item_count": 2, @@ -17944,18 +18024,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests target the same Mistral regex patch AttributeError in the same code path; 45317 is the fuller variant with test coverage, while 45086 is a smaller predecessor.", + "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` by switching to `tokenizer.pre_tokenizer`; PR 45317 is the more complete version because it includes test coverage and a clearer scope.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "45317 is the better canonical PR because it contains the same core fix as 45086 plus test coverage, making it the more complete and merge-ready change.", + "canonical_pr_reason": "PR 45317 is the stronger canonical PR: it fixes the same code path as 45086, includes tests, and is more explicit about the failure mode (`fix_mistral_regex=True`).", "best_issue_reason": null, - "best_pr_reason": "45317 is the best overall PR because it fixes the same concrete bug as 45086 and includes the extra validation expected for the final patch.", + "best_pr_reason": "PR 45317 is the best overall artifact because it appears to fully represent the fix with validation, while 45086 is a smaller, earlier variant of the same patch.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in _patch_mistral_regex, same file, and the second PR appears to be an expanded version of the first with tests; these could plausibly be merged into one PR." + "reason": "Same underlying bug and same concrete code-path fix in the same file; 45317 is essentially a superset of 45086 with added tests, so they are duplicate PRs." } ] }, @@ -17985,12 +18065,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "40725f11d5832a7c67507745e8bb7dba75dbb6802d040e4e52073ed6d6219525", + "prepared_review_unit_hash": "53e080e5238ee61108a9eebe9b4b24c9aaf8153e00de3a8d3f375f6bfdc449f9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -17998,7 +18078,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -18007,18 +18087,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are thematically related to NemotronH modeling, but they target different changes: PR 45115 focuses on inheritance/conversion mapping refactors, while PR 45569 introduces the dense/sparse split, docs, and tests. They do not look like the same underlying change.", - "confidence": 0.93, + "summary": "Two NemotronH PRs overlap on model code, but they address different changes: one is a refactor/inheritance and conversion-mapping update, the other is a broader split into NemotronH dense/sparse variants with docs and tests. They are related, not duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the more complete and representative NemotronH change set, covering the model split plus docs/tests, whereas 45115 is a narrower refactor.", + "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the broader, more complete NemotronH change set, covering the new dense/sparse model split, auto-mapping updates, docs, and tests; #45115 is a narrower refactor focused on inheritance and conversion mapping.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the strongest standalone candidate because it bundles the larger functional/modeling change with documentation and test coverage.", + "best_pr_reason": "PR #45569 is the strongest representative of the cluster because it makes the larger user-visible model architecture change and includes supporting documentation/test updates, whereas #45115 is a smaller internal refactor.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related NemotronH work, but the diffs address different code paths and scopes: refactor/inheritance vs dense-sparse model introduction. Not mergeable as one duplicate PR." + "reason": "Not the same concrete fix: #45115 updates conversion mapping and refactors NemotronH to inherit GraniteMoeHybrid-compatible structure, while #45569 introduces separate NemotronH dense/sparse implementations plus docs and tests. They touch related files, but they could not plausibly be merged as one PR without conflating distinct changes." } ] }, @@ -18048,7 +18128,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "ba26b071cbf62857fac50a554abb5e5d334be62d32e906052b07cccd8db6df71", + "prepared_review_unit_hash": "0750a3c7504f8339ec3ed40479e1e6c61e39f5ccfdebdf011892681c5d683af9", "component_budget": { "node_count": 2, "item_count": 2, @@ -18070,18 +18150,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related pieces of the same heterogeneity feature, but they address different layers: one adds per-layer config plumbing, the other adds model/cache/runtime support. They are not duplicates or the same mergeable fix.", + "summary": "Two related but distinct feature PRs: one adds heterogeneous per-layer config support, the other builds heterogeneous model/runtime support on top of that config infrastructure. They share implementation files, but they are not the same concrete change.", "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "45333 is the more foundational and self-contained PR: it introduces per-layer heterogeneous config support, while 45332 builds on that with broader modeling/cache changes.", + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it introduces heterogeneous model support and includes the runtime/modeling integration that builds on per-layer config. If one PR must represent the cluster, this is the more comprehensive one.", "best_issue_reason": null, - "best_pr_reason": "45333 is the best representative for the cluster because it is narrower, more atomic, and establishes the config primitives that the other PR relies on.", + "best_pr_reason": "PR #45332 is the best representative because it covers the larger end-to-end feature surface and the changed code paths beyond config plumbing.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Different code paths and granularity: 45333 adds heterogeneous configuration support, while 45332 adds modeling/cache behavior for heterogeneous models. They are complementary feature work, not the same concrete bug/change." + "reason": "Reject: #45333 adds per-layer configuration support, while #45332 adds heterogeneous model/runtime support that consumes that configuration. They are related prerequisite-and-consumer changes, not the same underlying bug or a single mergeable fix." } ] }, @@ -18111,7 +18191,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "52199c20dfa6e0a405c38d6e77edcfb254f213758cccd09dd1842ba90de8b474", + "prepared_review_unit_hash": "9a29adfea6eefc0525c4a8e79ea78deecbf8fd5b4f01610c015938a4d8d7e925", "component_budget": { "node_count": 2, "item_count": 2, @@ -18133,18 +18213,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both typing-related PRs, but they address different scopes: one is a broad repo-wide type-checking cleanup, the other adds specific typing protocol/helpers for PEFT/modeling code. They do not look like the same underlying change.", - "confidence": 0.86, + "summary": "Both PRs are typing-related, but they are not the same change: one is a broad type-checking sweep across many transformer modules, while the other adds a few typing protocols/helpers for specific integrations. The shared files only indicate overlapping maintenance areas, not a duplicate fix.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more focused, concrete typing-helper change; PR 45415 is a broader incremental type-checking pass across many files.", + "canonical_pr_reason": "PR 45425 is the more concrete, narrowly scoped typing change; PR 45415 is a broad repo-wide type-checking pass rather than a single underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the better representative for this cluster because it has a narrower, well-defined code change, whereas PR 45415 is a large sweeping cleanup.", + "best_pr_reason": "PR 45425 is the better representative of a specific, mergeable change. PR 45415 is too broad and heterogeneous to serve as the canonical duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related and share a few touched files, but 45415 is a broad type-checking sweep while 45425 adds specific typing abstractions/protocols. They are not the same concrete bug or change and would not plausibly be merged as one PR." + "reason": "Reject: they overlap only in general typing work and a few shared files, but they address different scopes and likely different code-paths. This is not the same underlying bug/change and would not plausibly be merged as one PR." } ] }, @@ -18174,7 +18254,7 @@ "soft_pairs": [ "pull_request:45487|pull_request:45615" ], - "prepared_review_unit_hash": "d6c5ded112e79dca5bd4ed931c41e114bb9e86352072fc539c95ccbf4eb853e8", + "prepared_review_unit_hash": "820a4b6f162962fa8d78aa93bd4f9c03d207402f4a0ca20194097f181a5e9760", "component_budget": { "node_count": 2, "item_count": 2, @@ -18196,18 +18276,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated PRs: one fixes a device-placement bug in AltCLIP/ChineseCLIP model-parallel code, while the other only updates Qianfan OCR XPU test expectations. They should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "The two pull requests are unrelated: one fixes a real model-parallel device placement bug across several model implementations, while the other only updates XPU test expectations for Qianfan OCR.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45487 is the stronger representative because it contains the substantive code fix for a concrete model-parallel device bug; PR #45615 is only a test-data/expectation update for a different model and does not represent the same change.", + "canonical_pr_reason": "PR 45487 is the substantive code fix: it changes model forward logic to move buffered token type ids to the correct device before gather/expand, affecting multiple affected models. PR 45615 is only a test-data expectation update and is not the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR #45487 best captures the cluster\u2019s meaningful bug fix and is the only one with an actual implementation change rather than a test expectation adjustment.", + "best_pr_reason": "PR 45487 is the best representative of the cluster because it addresses the actual bug in the code path and has the broader, concrete fix; PR 45615 is test-only and not a strong canonical candidate.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:45615", "accept": false, - "reason": "Different models and different change types: #45487 fixes token type tensor device placement in AltCLIP/ChineseCLIP, while #45615 only adds XPU test expectations for Qianfan OCR. They do not look like the same underlying bug or mergeable PR." + "reason": "Reject: the PRs target different problems and code paths. 45487 fixes device placement in model parallel forward logic for AltCLIP/ChineseCLIP and related models; 45615 only adds XPU-specific test expectations for Qianfan OCR." } ] }, @@ -18237,7 +18317,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "249a46fc4e8d3445bdc7eb80773169fe4021dbc62f25875ce83deded1e7d6c12", + "prepared_review_unit_hash": "21a23cc45620edc77724ecad63265617cb6e8dfaaffc0a319507b885f034db10", "component_budget": { "node_count": 2, "item_count": 2, @@ -18259,18 +18339,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a broad theme level (expert parallelism loading), but they address different concrete failure modes and code paths: one is about preserving `distributed_config`/`has_ep` for DeepSpeed ZeRO-3 loading via accelerate, the other is about preventing expert weights from being overwritten during FSDP2/rank-0 broadcast. Not a duplicate pair.", - "confidence": 0.96, + "summary": "These are both expert-parallelism-related PRs, but they fix different bugs on different loading paths: one is about preserving distributed_config / EP state during Accelerate + ZeRO-3 loading, the other is about preventing expert tensors from being overwritten during FSDP2/rank-0 broadcast. They are related in subsystem but not duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the stronger canonical PR because it targets a specific, concrete corruption bug in the loading path (experts overwritten by rank-0 broadcast) and spans the affected distributed loading/integration code, whereas 45548 is a narrower fix for serialization/EP detection during ZeRO-3 loading.", + "canonical_pr_reason": "PR #45662 is the better representative because it targets a more concrete, code-path-specific EP loading corruption bug and includes the broader fix surface across loading and MoE/tensor-parallel integration.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 best represents the cluster since it fixes the more direct and severe expert-parallel loading bug with explicit code-path changes; 45548 is a separate, narrower compatibility fix around config persistence and EP detection.", + "best_pr_reason": "PR #45662 is the strongest standalone candidate: it describes the failure mode clearly and fixes the underlying overwrite issue directly, whereas #45548 is a narrower EP/ZeRO-3 configuration-loading adjustment.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different bugs: 45548 preserves EP-related config state for DeepSpeed ZeRO-3/accelerate loading, while 45662 prevents expert parameters from being overwritten in FSDP2/rank-0 broadcast. Shared subsystem is not enough for duplicate status." + "reason": "Both mention EP and touch modeling_utils, but they address different underlying defects: #45548 preserves distributed_config/EP during Accelerate + ZeRO-3 loading, while #45662 fixes expert parameters being overwritten during FSDP2/rank-0 broadcast." } ] }, @@ -18300,7 +18380,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "65ca25bf996134d2491e2b784b70852fb47a0e4b7fe74fb5a9eecd197861f6f6", + "prepared_review_unit_hash": "a42952ac523ae82e30b7f2c9c273ef9a98f9dc4b9e6abdb63407264467665dbf", "component_budget": { "node_count": 2, "item_count": 2, @@ -18322,18 +18402,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info artifact collision in testing_utils; #45645 is the broader, more complete version that also updates CI log aggregation, while #45639 is a narrower subset.", - "confidence": 0.93, + "summary": "Both PRs address the same xdist-related captured_info collision in testing_utils; PR 45645 is the broader superset because it also updates CI log collection to handle multiple files.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45645 is the best canonical PR because it fixes the core xdist collision and also updates downstream CI handling to read multiple captured_info files, making it the more complete representative of the change.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it contains the core xdist-safe testing_utils fix from 45639 plus the additional workflow change needed to preserve and aggregate the new per-worker debug logs.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45645 is the strongest overall representative: it covers the main bug fix in testing_utils and the related workflow changes needed to preserve/debug CI artifacts under xdist.", + "best_pr_reason": "PR 45645 is the strongest representative of the cluster: it fixes the same concrete artifact-collision bug and covers the downstream CI handling, whereas 45639 is just the narrower code-side subset.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same underlying captured_info/xdist collision problem in the testing debug path; #45645 extends the same change to CI artifact collection, so they are mergeable as one coherent fix." + "reason": "Same underlying bug/change: making captured_info logging xdist-safe. 45645 includes the same testing_utils fix as 45639 and adds compatible CI log aggregation, so they could plausibly be merged into one PR." } ] }, @@ -18426,7 +18506,7 @@ "soft_pairs": [ "pull_request:45687|pull_request:45754" ], - "prepared_review_unit_hash": "092868c8cb86fc3e097c69f8b4f7dbe23846d522f3fcbf757235207ff215b16a", + "prepared_review_unit_hash": "def81eea00e59ffb7fbb2e5318529a19ad31f1ad7cc6b0953a57e3da450e36e0", "component_budget": { "node_count": 2, "item_count": 2, @@ -18448,25 +18528,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same MPS `torch.histc` dtype fallback pattern for MoE expert routing, but PR 45754 is broader because it also fixes the same bug in `finegrained_fp8.py` in addition to `moe.py`.", - "confidence": 0.88, + "summary": "Both PRs address the same MPS-specific torch.histc dtype fallback bug in grouped expert routing; 45754 is the broader patch and subsumes the moe.py-only fix in 45687.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "45754 is the more complete representative: it includes the `moe.py` fix and also patches the parallel `finegrained_fp8.py` code path with the same MPS float fallback.", + "canonical_pr_reason": "45754 is the better canonical PR because it includes the same moe.py MPS fix as 45687 and also extends the fix to finegrained_fp8.py, so it represents the fuller change set.", "best_issue_reason": null, - "best_pr_reason": "45754 is the best single PR to keep because it covers all known affected implementations, not just the `moe.py` instance.", + "best_pr_reason": "45754 is the strongest representative of the cluster: it fixes the same underlying MPS histogram routing bug and covers both affected code paths, while 45687 is a subset of that change.", "soft_edge_verdicts": [ { "left": "pull_request:45687", "right": "pull_request:45754", - "accept": false, - "reason": "They share the same issue target and the `moe.py` hunk, but 45754 is not the same change: it also modifies `finegrained_fp8.py`. This looks like a superset/related fix rather than a duplicate PR for the exact same code-path change." + "accept": true, + "reason": "Same underlying bug: torch.histc on MPS needs float input. Both change the moe.py device check to include MPS, and 45754 additionally applies the same fix to finegrained_fp8.py, so this is a plausible single merged PR." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs share issue target 45685 and apply the same MPS histc float-input fix in moe.py, with 45754 extending that fix to finegrained_fp8.py as well. The mergeability judgment is conservative and supported by the diffs." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 3b34980c28aa1e53a75222168c9bfbbd1d68b9cd..2da304ab3e01b10c97ec462996660d76d4b562dd 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260504t000033z", + "analysis_id": "hybrid-model-20260504t060033z", "archived_artifacts": { - "hybrid": "snapshots/20260504T000033Z/analysis-runs/hybrid-model-20260504t000033z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260504T000033Z/analysis-runs/hybrid-model-20260504t000033z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260504T060033Z/analysis-runs/hybrid-model-20260504t060033z/analysis-report-hybrid.json", + 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"issue_number": 45647, + "reason": "Issue #45647 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 12 discussion comments plus 8 inbound references.", + "score": 162.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260504T060033Z/analysis-runs/hybrid-model-20260504t060033z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260504T060033Z/analysis-runs/hybrid-model-20260504t060033z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..d6156151da4b5657df442c046836f18f70993049 --- /dev/null +++ b/snapshots/20260504T060033Z/analysis-runs/hybrid-model-20260504t060033z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,18623 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260504T060033Z", + "generated_at": "2026-05-04T06:04:27Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 16, + "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": "30feca13ee61f1371a80548f6ff5c721f885c74e66adddd7b85f7a1178a6bb01", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only one issue is plausibly related to model-loading/auth errors; the Tapas tokenization report is unrelated. The two model-loading issues still look like different failure modes, so I would not merge them as duplicates.", + "confidence": 0.62, + "canonical_issue_reason": "issue:16618 is the broadest user-facing model-loading failure report; issue:13244 is unrelated, and issue:15980 is a narrower auth/error-message case.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:16618 is the best representative for the cluster because it is the most generic and likely to attract related model-load reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization vs. loading 'bert-base-uncased' are different subsystems and different bugs." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "One is a private-model login/error-message problem; the other is a generic inability to load a public model, so they do not appear to be the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45070", + "issue:45081", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45507", + "issue:45685" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:43638|issue:44805", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44805|issue:44918", + "issue:44661|issue:44805", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43975|issue:44457", + "issue:43039|issue:45161", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:43828|issue:45161", + "issue:43425|issue:44292", + "issue:44918|issue:45161", + "issue:34928|issue:41720", + "issue:43716|issue:45685", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44292|issue:44918", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44560|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:43039|issue:44805", + "issue:34928|issue:36010", + "issue:43901|issue:44512", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43039|issue:44560", + "issue:43866|issue:44863", + "issue:43854|issue:43866", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43425|issue:45070", + "issue:45362|issue:45464", + "issue:43792|issue:45070", + "issue:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:41093|issue:41762" + ], + "prepared_review_unit_hash": "f196ce6463e826a476e51e92a4c018b6b1eb04f3dde806334ff33f12b1d96279", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 67, + "serialized_chars": 47123, + "estimated_input_tokens": 11781, + "estimated_eval_tokens": 23818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated model/runtime/doc bugs that only look similar at the title level. I only see one strong duplicate pair: the two DeepSpeed ZeRO-3 BERT index-out-of-bounds reports. Everything else should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43596 is the best canonical issue: it is the clearest and broadest report of the exact DeepSpeed ZeRO-3 / BERT \"index 0 is out of bounds for dimension 0 with size 0\" failure, while issue:43638 is essentially the same bug with a narrower reproducer (non-pretrained Bert model).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the strongest global issue representative because it cleanly describes the underlying zero3/BERT loading bug and subsumes the near-duplicate report in issue:43638.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures: one is a missing config attribute, the other is a streaming chat/completions inference failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/runtime backends and different models; no shared underlying bug." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Separate model-specific errors: Mistral image-preprocessor dtype mismatch vs GPT-OSS AMD GPU failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype/runtime issues in different models, but the concrete failures and code paths are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different models and different failure modes; not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen NVFP4 inference error vs AMD GPU execution failure are distinct issues." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ONNX export are unrelated problems." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3MoE FP8 loading are separate issues." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export bug vs CUDA assert during auto device mapping are not the same underlying problem." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup, but they refer to different removed items and would not be one merged change." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both involve index/shape errors, but the reported symptoms and reproductions are different enough to keep separate." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same broad DeepSpeed area, but a zero-size index error is not clearly the same bug as a mask shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask shape mismatch and GPT-OSS tensor-parallel failure are different code paths." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different failure locations and model/trainer stacks; not a duplicate." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping logic bug vs tensor mask/index error are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset handling and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "DeepSpeed collective mismatch is a different failure from the BERT zero-size index error." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying DeepSpeed ZeRO-3/BERT loading bug; 43638 is just a narrower reproducer of the same index-out-of-bounds failure." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization bug and LoRA save/reload mismatch are different issues." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger kernel cross-entropy routing and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different models and different failure classes; no shared root cause." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Both are shape-related, but activation-checkpointing/FSDP recomputation and mask indexing are distinct bugs." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both mention DeepSpeed, but the actual runtime errors and code paths differ." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "BERT ZeRO-3 initialization and GPT-OSS tensor-parallel support are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation checkpointing tensor mismatch vs compute_loss signature change are separate issues." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and different distributed-training failures." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch and GraniteMoEHybrid invalid method are not the same bug." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3/vLLM config attribute error and Mistral tokenizer patch crash are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and different dtype/error paths." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility is not the same as a model-specific NVFP4 inference error." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking and GPT-OSS tensor-parallel failure are separate problems." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both hit ZeRO-3 loading-time index errors, but the models and concrete failure modes are different enough to avoid merging." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they address different removed documentation features." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different multimodal models and different runtime errors." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption and failed checkpoint loading are not the same underlying issue." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test loading issue for GLM-4.7-Flash vs Ovis2 checkpoint corruption are distinct." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but Gemma3 config attr missing and Qwen3-MoE sliding_window behavior are different bugs." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask/index shape mismatch and ZeRO-3 BERT index error are different reports." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch compatibility and pydantic PretrainedConfig regression are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5 chat-related, but one is a crash in transformers chat and the other is a streaming API failure; not the same concrete bug." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure and pydantic model regression are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Separate documentation removals." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross_entropy call and TRL SFT embedding unpacking are different issues." + }, + { + "left": "issue:43866", + "right": "issue:45084", + "accept": false, + "reason": "Checkpoint corruption and template compilation error are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different models, different failure classes." + }, + { + "left": "issue:45685", + "right": "issue:45507", + "accept": false, + "reason": "MPS histogram kernel limitation and GraniteMoEHybrid invalid method are not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both mention dtype/tracing issues, but the grouped_mm tracing failure and autocast mismatch are different code paths." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import error and Gemma3 sliding_window config error are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and template-compilation TypeError are different problems." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "These are separate docs regressions about different removed behaviors." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Same broad ZeRO-3 loading area, but the concrete errors and model contexts differ." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 config attr error and Qwen3 auto-device-map CUDA assert are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well-grounded in the packet and stays conservative: it identifies one clearly supported duplicate pair (43596/43638) and treats the rest as separate only where the titles and contexts differ. The soft-edge rejections do not overclaim mergeability, and the canonical choice of 43596 is reasonable based on the evidence provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 2, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:39186", + "issue:39290", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43742", + "issue:43828", + "issue:43866", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45070", + "issue:45161", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45685", + "issue:45698" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:39290|issue:43742", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:43716|issue:44918", + "issue:45632|issue:45698", + "issue:44918|issue:45685", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:44530|issue:45005", + "issue:42915|issue:45399", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:43873|issue:45005", + "issue:39186|issue:44918", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:44292|issue:45507", + "issue:39692|issue:43054", + "issue:43828|issue:44928", + "issue:43866|issue:44403" + ], + "prepared_review_unit_hash": "f222fd45ea86c59c9abf9d05b31dea96b86c34b0a7d0592961df3422e92ede36", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36620, + "estimated_input_tokens": 9155, + "estimated_eval_tokens": 18566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous; only a few pairs are true duplicates, centered on the non-persistent-buffer regression and a possible SigLIP2 output-quality issue. Most other soft pairs are related only at a broad subsystem level and should stay separate.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43644 is the clearest broad statement of the non-persistent-buffer regression, and it cleanly subsumes the more specific follow-up reports (notably 43950 and 44534).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best representative issue overall: precise, broad enough to capture the duplicate reports, and directly actionable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different model/feature failures: PaddleOCR-VL loading in vLLM vs GGUF gpt-oss architecture support." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both are config regressions, but they concern different fields and failure modes; not the same underlying bug." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "OOM under int4 quantization is unrelated to tied-weights regressions on translation models." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both involve MoE models, but the concrete failures and code paths differ (torch tracing grouped_mm vs TP support)." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "One is an autocast dtype mismatch in Phi-tiny-MoE; the other is a streaming chat/completions failure on Qwen3.5." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Init-empty-weights constructor argument handling is a different regression from pydantic PretrainedConfig field breakage." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "gpt-oss GGUF support and Qwen3.5 streaming failures are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE is not the same issue as a broken PretrainedConfig field." + }, + { + "left": "issue:39290", + "right": "issue:43742", + "accept": false, + "reason": "Gemma3 sliding-window config errors and MobileLLM key errors are distinct loading bugs." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and missing Float8 storage are different runtime errors." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Mask-shape mismatch and zero3/BERT empty tensor indexing are separate indexing bugs." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2, but one reports worse embeddings while the other reports nonsensical AutoModel/pipeline outputs; too broad to treat as the same concrete bug without stronger evidence." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image-preprocessor dtype mismatch in Mistral-3 is unrelated to Qwen3.5 embedding unpacking in TRL." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-code loading, but one is a leaf-directory cache collision and the other is wrong module selection after save/load; not clearly the same bug." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 SFT embedding unpacking and an MPS histogram op error in a MoE path are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they affect different model families and likely different code paths." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and a GLM5 issue are different model-quality reports." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight regression." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure and flash-attn fallback gating are different issues." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer behavior and docs mentioning a removed command are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weight handling." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is not the same as tied-weight regressions." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error is unrelated to TRL embedding unpacking." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategy docs is unrelated to docs still referencing a removed command." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL embedding unpacking and GraniteMoEHybrid invalid method calls are different failures." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Incorrect detokenization and a Qwen-3-8B-NVFP4 runtime error are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both describe the same non-persistent-buffer corruption regression in transformers v5, with one phrased as silent corruption and the other as junk buffer values." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "These are the same bug: v5 corrupts/fills non-persistent buffers during from_pretrained/loading." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and GraniteMoEHybrid invalid-method error are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs-example problems and SigLIP2 output-quality complaints are related only at a broad model level, not a concrete duplicate bug." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different failures: autocast dtype mismatch vs RLHF NaN collapse from 3D position_ids and SDPA fallback." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and noisy transformer loading are not the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The only clearly supported duplicate cluster is the non-persistent-buffer trio (43644/43950/44534), and the rejected soft pairs are conservative. The summary is acceptable, though I would avoid reading any SigLIP2 pair as a confirmed duplicate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 3, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43854", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44589", + "issue:44661", + "issue:44863", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45701" + ], + "soft_pairs": [ + "issue:36331|issue:41762", + "issue:41553|issue:43883", + "issue:43872|issue:44589", + "issue:38175|issue:43054", + "issue:41553|issue:43881", + "issue:43054|issue:45701", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:43643|issue:45020", + "issue:43881|issue:43883", + "issue:43975|issue:45520", + "issue:43054|issue:43493", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:42491|issue:44368", + "issue:41762|issue:42915", + "issue:43975|issue:44451", + "issue:44661|issue:45020", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:45020|issue:45356", + "issue:43782|issue:44960", + "issue:43827|issue:44509", + "issue:45081|issue:45399", + "issue:43792|issue:44220", + "issue:43404|issue:43950", + "issue:43742|issue:45399", + "issue:42915|issue:45020", + "issue:43257|issue:43866", + "issue:43742|issue:45020", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:43872|issue:44291", + "issue:43854|issue:44863", + "issue:42915|issue:43872" + ], + "prepared_review_unit_hash": "24078b38d4b9832995866c3b200f02029243d3137da6d096b4a4309effab2f29", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37861, + "estimated_input_tokens": 9466, + "estimated_eval_tokens": 19188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and mostly splits into a few separate duplicate subgroups rather than one true cluster-wide duplicate set. Clear duplicate pairs appear for the docs pipeline-removal reports, the Qwen3 ZeRO-3 loading failures, and the _is_hf_initialized/init_empty_weights TypeError; most other suggested edges are not duplicates.", + "confidence": 0.31, + "canonical_issue_reason": "No single issue is a clean canonical for the whole cluster; it splits into multiple unrelated subclusters (docs, SigLIP2 quality/regression, ZeRO-3 loading, and init_empty_weights/bitsandbytes TypeErrors).", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must anchor the cluster, 45020 is the broadest umbrella candidate among the loading-regression reports, but it still does not cover the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unrelated: trainer compute_loss signature mismatch vs Gemma3/DeepSpeed ZeRO-3 loading failure." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different problems: Voxtral AutoTokenizer error messaging vs Molmo missing all_tied_weights_keys." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are loading-related, but the failure modes differ: bitsandbytes _is_hf_initialized kwarg vs missing Float8 storage object." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": true, + "reason": "Both report SigLIP2 behaving incorrectly at inference quality/output-distribution level; likely the same underlying SigLIP2 implementation issue." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Unrelated: Voxtral tokenizer error message vs GLM-4v-9b loading failure." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality issue vs a broader tokenization-version regression; not the same code-path." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different regressions: LoRA gradient checkpointing ineffective vs int4 quantization memory growth/OOM." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Unnecessary loading noise vs inability to load ScandiBERT; symptoms and targets do not match." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Related theme, but not the same bug: missing fields from AutoConfig with trust_remote_code vs a broader remote_code breakage report." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model load failures: GLM-4v-9b load problem vs Molmo missing all_tied_weights_keys." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression vs import_utils flash_attn KeyError; unrelated code paths." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but this pair is not explicit enough to treat as a duplicate without stronger evidence of the same root cause." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer/detokenization regression vs AMD GPU runtime incompatibility; unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Different load issues for different models; no clear shared underlying bug." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA gradient-checkpointing issue vs Qwen3 MoE memory usage; different concrete failures." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA/Qwen3 MoE conversion issue vs a warning about tie_word_embeddings; not the same problem." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure vs Qwen3 MoE FP8 failure; same broad area, different bugs." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "add-new-model-like/tokenizer mapping bug vs remote_code regressions; different code paths." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for Qwen2_5_VL symbol vs bitsandbytes init kwarg TypeError; unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure for a specific model vs flash-attn fallback checks; unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Broad remote_code breakage vs Kimi-K2.5 tokenizer codec regression; not the same bug." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error vs GLM5; unrelated models and failures." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Near-verbatim docs issue: both say v5 docs still reference removed pipeline tasks like text2text-generation/summarization/translation." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex crash vs flash-attn fallback blocked by checks; different issues." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper runtime failure vs _torch_extract_fbank_features bug; related speech area but not clearly the same concrete defect." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Mistral3 lm_head tying bug vs non-persistent buffer corruption in from_pretrained; unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM load KeyError vs flash-attn fallback gating; not the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FP8 failure vs broad remote_code regressions; too different to merge." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed vs Ovis2 checkpoint corruption; unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Specific MobileLLM KeyError vs general remote_code breakage; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different model/tokenizer loading failures with no clear shared code-path." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Same concrete class of bug: ZeRO-3 weight loading fails for Qwen3-family models, just on different variants." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized`/init_empty_weights incompatibility causing TypeError during model loading." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7-Flash unit-test load issue vs NemotronH checkpoint loading failure; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3 MoE FP8 training/loading issue vs bitsandbytes `_is_hf_initialized` TypeError; different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst summary is grounded in the packet and stays conservative. It correctly treats the cluster as heterogeneous, avoids over-claiming a single canonical issue, and only accepts soft edges that look clearly mergeable by symptom/root cause (docs pipeline removals, SigLIP2 inference-quality regressions, Qwen3 ZeRO-3 loading failures, and the _is_hf_initialized/init_empty_weights TypeError). The rejected edges are generally supported by distinct titles and failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 4, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43824", + "issue:43828", + "issue:43872", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:45030", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45584", + "issue:45588" + ], + "soft_pairs": [ + "issue:44928|issue:45588", + "issue:41553|issue:44488", + "issue:36331|issue:41093", + "issue:43257|issue:45305", + "issue:43872|issue:45538", + "issue:44530|issue:44863", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:43366|issue:43531", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:43950|issue:45325", + "issue:43366|issue:44589", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:36010|issue:42915", + "issue:38175|issue:43994", + "issue:43646|issue:43950", + "issue:44155|issue:45584", + "issue:44877|issue:45030", + "issue:44560|issue:44805", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:45313|issue:45357" + ], + "prepared_review_unit_hash": "1d86b55b0d5beed4871125f8573403060984a20786a702acd59dba03a7e4f391", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36301, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of Transformers bug reports, with only a few true duplicate-looking subclusters. The strongest matches are the custom model initialization regression, the identical mask-shape IndexError, and a SigLIP2 broken-inference report; the rest are too different in bug class or code path.", + "confidence": 0.62, + "canonical_issue_reason": "No single issue cleanly covers the whole cluster, but issue:43646 is the best canonical anchor among the true duplicates: it states the broad Transformers 5.0 custom-model-initialization regression, while issue:43645 is just a narrower Jupyter repro.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most general, reusable bug report in the strongest duplicate subcluster, so it is the best issue to track even though the overall cluster is not one single bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: Qwen3.5 RLHF/3D position_ids vs a flash-attention integration AttributeError on sink-less models." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading/error-reporting issues, but one is AutoTokenizer/Voxtral messaging and the other is loading a different model; no shared code path." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Trainer API keyword mismatch versus a tensor/mask shape IndexError; unrelated bugs." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed/Qwen3, but one is weight conversion on load and the other is gradient averaging with GAS; different code paths." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes constructor incompatibility versus a tokenizer max_length constant; unrelated." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Both mention model internals, but one is a PagedAttentionCache crash on Qwen3.5 and the other is a NemotronH checkpoint loading failure." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same IndexError family with the same mask-vs-tensor shape mismatch; 44805 looks like a later/generalized repro of the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Different regressions: a broad video-input regression across several Qwen VL variants versus a StopIteration on Qwen3-vl-embedding." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-dimension error versus image processor handling of void segmentation maps; unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF/gpt-oss support request versus a torch.autocast dtype mismatch on Phi-tiny-MoE; not the same bug." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF support request versus a Qwen3-MoE sliding_window issue; different changes." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both touch attention, but Bamba SDPA/torch.compile and Qwen3.5 flash-attention position_ids are separate failures." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These describe the same Transformers 5.0 custom-model-initialization regression; the notebook mention is just a specific repro." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Non-persistent buffer loading corruption versus Qwen2.5-VL rope-position scaling; different subsystems." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF architecture support versus a missing Float8 storage type error; unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both are Qwen VL/input-embedding related, but one is a video StopIteration and the other is TRL SFT unpacking failure; not the same concrete bug." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime problem versus GGUF gpt-oss support; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3Moe versus meta-device loading regressions; different code paths." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import error for a Qwen2.5-VL class versus meta-device model loading breakage; unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure versus Qwen3Moe FP8 config failure; unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 checkpoint with broken inference outputs; zero probabilities and nonsensical pipeline/AutoModel results look like the same underlying regression." + }, + { + "left": "issue:43646", + "right": "issue:43950", + "accept": false, + "reason": "Custom model initialization regression versus non-persistent buffer corruption on from_pretrained(); different issues." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batched-inference token leak versus Whisper empty-transcription generation failure; unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Strict config blocking granite_speech versus tiny-random glm4v config validation; different model families and failures." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen3-vl video StopIteration versus a generic mask-shape IndexError; not the same bug." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero-size tensor IndexError under DeepSpeed ZeRO-3 versus tokenizer-mapping-name handling in add-new-model-like; unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Both are IndexErrors, but one is ZeRO-3/BertModel loading and the other is a tokenizer mapping edge case; different root causes." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Dequantized model offload loading failure versus mmap OOM on Strix Halo; different memory-loading problems." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both mention SigLIP2, but one is bad model outputs and the other is a documentation example with model/processor mismatch plus quantization failure; not the same concrete bug." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "ZeRO-3 loading weights for Qwen3.5 language_model versus save_pretrained storing incorrect visual encoder keys; separate regressions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about a mostly heterogeneous cluster. The accepted duplicate subclusters are plausible from the issue titles alone: 43645/43646, 41093/44805, and 38175/43994. The non-duplicate verdicts also avoid over-claiming by generally citing distinct failure modes or code paths. No PR-pair mergeability concerns apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 5, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759" + ], + "soft_pairs": [ + "issue:43644|issue:44534", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:42491|issue:43720", + "issue:43854|issue:43931", + "issue:43708|issue:44075", + "issue:41720|issue:42915", + "issue:42491|issue:45276", + "issue:43856|issue:43873", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:42915|issue:44756", + "issue:42491|issue:43931", + "issue:43856|issue:44387", + "issue:44661|issue:44683", + "issue:43644|issue:43645", + "issue:44910|issue:45588", + "issue:45362|issue:45406", + "issue:44488|issue:44991", + "issue:42491|issue:45292", + "issue:43404|issue:43454", + "issue:36010|issue:39404", + "issue:45276|issue:45335", + "issue:44164|issue:44291", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:43425|issue:43957", + "issue:43335|issue:45663", + "issue:45663|issue:45759", + "issue:43873|issue:44387", + "issue:44387|issue:44756", + "issue:43854|issue:45216" + ], + "prepared_review_unit_hash": "458006a1b71cabd454ad0c61ab0d278d12bbaa6fc6e012e772b71deaf57f7e9a", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37020, + "estimated_input_tokens": 9255, + "estimated_eval_tokens": 18766 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "One clear duplicate pair stands out: the non-persistent-buffer regression in Transformers 5.0.0. The rest are related by subsystem or model family, but they do not look like the same concrete bug.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43644 is the earlier, broader report of the non-persistent buffer regression in Transformers 5.0.0; it is the better canonical thread for the duplicate pair with issue:44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest issue candidate overall because it captures a concrete, version-specific regression with a clear duplicate and broad impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same bug: both report Transformers v5 filling non-persistent buffers with junk; 44534 is just a shorter rewording of the same regression." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Both mention flash-attention/generation failures, but they affect different models and appear to be different code-path bugs." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures for different BERT checkpoints, but there is no clear evidence they share the same underlying defect." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Completely different problems: Qwen3 MoE LoRA compatibility vs BitNet packed-weight loading in accelerate." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-load failures with different symptoms; no sign of a shared root cause." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint math and SGD argument handling are unrelated bugs." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen3 issues: device-mapping CUDA assert vs FineGrainedFP8Config failure." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Unrelated issues; one is a Qwen3 MoE LoRA compatibility problem, the other is resize_token_embeddings behavior in Gemma4." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both involve Qwen3 MoE/quantization, but one is training memory usage and the other is offloading behavior; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different failures: Qwen3 MoE weight conversion with accelerate/deepspeed vs GLM-4.7 loading in tests." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2, but one is a broken documentation example and the other is bad outputs in AutoModel/pipeline; not the same concrete issue." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading/training problems with no shared code-path evidence." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "One is Qwen3 MoE memory use during training; the other is int4 CUDA reserved-memory/OOM under Transformers 5.x." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer-mapping registration bug and compiled flex_attention/torch-version failure are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Related to Transformers 5.0.0 regressions, but one is non-persistent buffers and the other is custom-model initialization in Jupyter; different bugs." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both are flash-attention crashes, but the root causes differ: packed-sequence misinterpretation vs s_aux=None handling." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different failures in different model stacks: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model-loading complaints, but they concern different checkpoints and different failure modes." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "No concrete overlap; one is Qwen3 MoE LoRA compatibility, the other is output_embeddings not updating on resize." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are weight-tying problems, but they affect different model classes and are not clearly the same code-path bug." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Very similar symptom, but different model families and different embedding targets; not enough evidence of one shared bug." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Saving/from_pretrained extra_state handling and init_empty_weights unexpected argument handling are distinct loading issues." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and a model-loading failure for cjvt/sleng-bert are different defects." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and different problem types; no shared underlying bug." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Both touch training stability/memory, but PEFT gradient checkpointing and apex FusedRMSNorm memory leak are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 incompatibility and meta-device loading regressions are separate problems." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers config construction and Gemma-4 FSDP2 shared_kv_states behavior are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma-4 FSDP2 attention state bug and Qwen multimodal config unwrapping are different issues." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Offloading with quantization and int4 CUDA reserved-memory/OOM are related at a high level but not the same concrete bug." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Different performance/memory regressions: int4 quantization OOM vs disabling mmap on Strix Halo." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different Qwen3/VL loading and save_pretrained regression issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted pair, issue:43644 / issue:44534, is well-supported by the titles and is a reasonable canonical duplicate thread. The rejected pairs are all framed cautiously with no obvious overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 6, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:39404", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44265", + "issue:44291", + "issue:44292", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45084", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701" + ], + "soft_pairs": [ + "issue:44292|issue:44912", + "issue:44291|issue:44756", + "issue:42947|issue:43381", + "issue:45684|issue:45698", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:41720|issue:44155", + "issue:45588|issue:45663", + "issue:44479|issue:44877", + "issue:43646|issue:43708", + "issue:43854|issue:44960", + "issue:43957|issue:44756", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:43257|issue:44863", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:44479|issue:45663", + "issue:43906|issue:44530", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:44530|issue:45084", + "issue:43931|issue:44863", + "issue:43425|issue:43716", + "issue:43901|issue:44509", + "issue:39404|issue:44912", + "issue:44863|issue:45663", + "issue:44265|issue:44898", + "issue:43299|issue:43931", + "issue:44479|issue:44805", + "issue:43856|issue:44756", + "issue:43425|issue:44918", + "issue:44589|issue:45084" + ], + "prepared_review_unit_hash": "1e791ac9b19b43d83d2dbd51a5500da7af1d295a0ed7e945220d56924fa4b76e", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38455, + "estimated_input_tokens": 9614, + "estimated_eval_tokens": 19484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only loosely related by subsystem or symptom. The only clear duplicate-looking pair is the Gemma resize_token_embeddings bug: one issue is a broader restatement of the same missing propagation to output embeddings.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45276 is the best canonical issue because it states the concrete resize_token_embeddings propagation bug more completely, including the Gemma-4-specific affected paths and the output embedding mismatch.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the best representative issue for the deduped pair: it is specific, actionable, and captures the underlying code-path failure more fully than the narrower duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization/load failures, but they involve different models and different failure modes; too broad to treat as the same bug." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "One is an init_empty_weights argument regression; the other is an mmap/OOM workaround on Strix Halo. Not the same underlying issue." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about ineffective LoRA/PEFT checkpointing and the other about eval-mode restrictions; different bugs." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Custom-model save permission propagation and wrong module loading are separate save/load problems." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "These describe the same resize_token_embeddings propagation bug; 45276 is the broader report, while 45292 is a narrower duplicate focused on output_embeddings." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing and RLHF NaN/SDPA fallback issues are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Extra_state serialization and Strix Halo mmap/OOM are unrelated code paths." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "A800 device-mapping asserts and AudioFlamingo3 batched inference leakage are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sinkless-model crash and Gemma-4 FSDP2 shared_kv_states issues are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen models and strict config loading for granite_speech are not the same issue." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks and resume_from_checkpoint max_steps miscalculation are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44960", + "accept": false, + "reason": "Unit-test loading failure for GLM-4.7-Flash and the separate GLM5 issue do not share a concrete bug report." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and mmap/OOM on Strix Halo are different failure modes." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "Both concern resize_token_embeddings, but the affected architectures and missing targets differ enough that this is not clearly the same bug." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and a generic ScandiBERT load failure are too vague to merge confidently." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter/custom-model initialization and extra_state save/load handling are separate issues." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch for Phi-tiny-MoE and meta-device loading regressions are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3 MoE conversion under accelerate+deepspeed and NemotronH checkpoint loading are different model-loading bugs." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility and an autocast dtype mismatch are not the same code-path problem." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and mmap/OOM are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45663", + "accept": false, + "reason": "Qwen video-input regression and Gemma-4 FSDP2 attention state rebuilding are different bugs." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of another issue and a Qwen3.5 PagedAttentionCache crash are not the same bug." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression and tokenization changes across versions are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Base_model_prefix loading breakage and notebook-defined custom model initialization are distinct regressions." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and non-template-node compilation failure are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and NemotronH checkpoint loading are separate model-loading issues." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch 2.10 incompatibility and Mistral-3 image-preprocessor dtype mismatch are not the same underlying bug." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they cover different deprecated pipeline/task mentions and should not be merged." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language return regression and Qwen quantization loading failure are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45663", + "accept": false, + "reason": "NemotronH checkpoint loading and Gemma-4 FSDP2 shared_kv_states rebuilding are different issues." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export support for torch_compilable_check and Perceiver image classification resize issues are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL, but one is a MoE loading regression and the other is a shape-mismatch load error; not clearly the same fix." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and a mask shape IndexError are different bugs." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency and Strix Halo mmap/OOM are separate memory issues." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version incompatibility and Qwen3.5 embedding unpacking with TRL are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and template-node compilation failure are different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is generally grounded in the packet and stays conservative on the ambiguous pairs. The only clear duplicate-looking pair is issue:45276 vs issue:45292, and choosing 45276 as the canonical/broader report is supported by the titles and similarity. No soft-edge verdict seems to overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 7, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:42947", + "issue:43317", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43883", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44671", + "issue:44683", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45685", + "issue:45759" + ], + "soft_pairs": [ + "issue:43596|issue:44683", + "issue:40990|issue:42947", + "issue:43425|issue:45685", + "issue:39404|issue:44671", + "issue:43994|issue:44079", + "issue:44671|issue:44991", + "issue:36032|issue:43452", + "issue:44164|issue:45759", + "issue:44991|issue:45081", + "issue:32090|issue:39404", + "issue:43957|issue:44164", + "issue:44488|issue:45081", + "issue:40990|issue:43421", + "issue:43582|issue:43632", + "issue:43883|issue:44488", + "issue:43611|issue:43644", + "issue:44206|issue:44220", + "issue:44811|issue:45584", + "issue:43716|issue:45084", + "issue:44488|issue:44987", + "issue:34567|issue:40444", + "issue:43643|issue:44530", + "issue:43644|issue:43646", + "issue:43883|issue:44991", + "issue:44451|issue:44987", + "issue:36032|issue:42915", + "issue:43452|issue:43482", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:43404|issue:44466", + "issue:36032|issue:43645", + "issue:45084|issue:45507" + ], + "prepared_review_unit_hash": "2738218094ca51d647fb6ddcec8a1a9629bf32332c8ab6b5222a4a0d45f1f6a1", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37904, + "estimated_input_tokens": 9476, + "estimated_eval_tokens": 19208 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated; the only convincing duplicate clusters are a v5 custom-model initialization regression, a GGUF loading regression, and a likely LASR fbank-feature extraction crash. I rejected the rest because they touch different code paths or only share a broad subsystem.", + "confidence": 0.68, + "canonical_issue_reason": "No single issue spans the whole set, but issue 43646 is the best umbrella representative for the closest duplicate cluster because it states the broad v5 custom-model initialization regression that 43644 appears to describe as a specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the strongest keep candidate among the duplicate-like reports: it is the most general description of the shared failure mode, and it subsumes the more specific buffer-state symptom in 43644.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different failures: deepspeed/zero3 indexing vs torch>=2.9 flex_attention compilation." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Unrelated symptoms; perplexity regression is not the same bug as LoRA gradient-checkpointing ineffectiveness." + }, + { + "left": "issue:43425", + "right": "issue:45685", + "accept": false, + "reason": "Torch version compatibility and an MPS histogram error are different issues." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return bug and CamemBERT masked-LM prediction bug are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Different code paths: SigLIP2 inference quality vs ModelOutput key assignment semantics." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different failure modes; no shared underlying bug is evident." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer special-tokens conflict and GGUF loading failure are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Save/from_pretrained extra_state handling is not the same as unwrap text_config in composite Qwen configs." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading for EMBEDDIA/est-roberta and Mistral regex patching crash are different bugs." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error has nothing in common with Whisper return_language behavior." + }, + { + "left": "issue:43957", + "right": "issue:44164", + "accept": false, + "reason": "Meta-device loading regression and extra_state save/load handling are separate issues." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are model-loading complaints, but they target different root causes and code paths." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression and runtime post-processor updates for special tokens are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is not the same as the _is_hf_initialized flag regression." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys and model-loading failures for different checkpoints are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "base_model_prefix loading regression and non-persistent buffer junk are distinct initialization/loading problems." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same LASR audio feature-extraction crash; one names the unsupported center arg, the other the failing internal fbank helper." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper decode skip_special_tokens behavior and empty-transcription generation failure are related only broadly, not the same concrete bug." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch and template-node compilation failure are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading failures with no clear shared root cause." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache linear_attention crash are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": true, + "reason": "Same Transformers v5 custom-model initialization regression; 43644 is a specific symptom of the broader failure described in 43646." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing tied-weights metadata and tokenizer loading for a specific model are not the same issue." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different checkpoint-loading failures affecting different models and different loader paths." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer special-token conflict and FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both are GGUF-loading regressions in transformers v5; 43482 looks like a model-specific instance of the broader loader breakage in 43452." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Grouped-mm torch dynamo tracing failure and non-template-node compilation error are different problems." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FineGrainedFP8Config failure and PagedAttentionCache invalid group type are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "gpu/cpu offload dequantized-model loading and GGUF loading failure are different code paths." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope-index scaling bug are distinct model-specific regressions." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a missing tie in a specific model and the other is a serialization inconsistency; not the same concrete bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5 tokenizer loading conflict and custom model initialization in notebooks are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid method call are different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted soft-edge pairs are plausible duplicates from titles alone, and the rejected pairs are mostly clearly different bugs or code paths. The umbrella/canonical choice of 43646 is also reasonable given its broader wording compared with 43644." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 8, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:36032", + "issue:40990", + "issue:41553", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43818", + "issue:43819", + "issue:43856", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45542" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:43646|issue:44534", + "issue:43994|issue:44610", + "issue:44987|issue:44991", + "issue:44403|issue:45081", + "issue:43322|issue:43540", + "issue:43377|issue:43819", + "issue:44220|issue:44683", + "issue:44451|issue:45081", + "issue:45216|issue:45357", + "issue:43645|issue:44534", + "issue:42915|issue:45084", + "issue:44265|issue:44610", + "issue:44987|issue:45081", + "issue:43404|issue:45127", + "issue:41553|issue:43582", + "issue:43632|issue:44756", + "issue:43296|issue:43531", + "issue:44062|issue:44987", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:43531|issue:44877", + "issue:43611|issue:44534", + "issue:42915|issue:44589", + "issue:40990|issue:44811", + "issue:43317|issue:43856", + "issue:44479|issue:45325", + "issue:42175|issue:45542", + "issue:43425|issue:44403", + "issue:43818|issue:45357" + ], + "prepared_review_unit_hash": "6396ecb9b1a351d457ebd541364f3cd2c1c39731e5e1093122e5fa1e7b25d38e", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36044, + "estimated_input_tokens": 9011, + "estimated_eval_tokens": 18278 + }, + "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 v5/model-loading regressions. I only see two likely duplicate subpairs: Qwen3.5 save_pretrained checkpoint corruption and TensorFlow backend packaging/import failures.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43611 is the broadest representative of the dominant theme here: Transformers v5 loading regressions in model initialization/loading paths.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best single anchor for the cluster because it captures the core loading-path regression theme more generally than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate behavior and MIMI batch padding-mask behavior are different model/component bugs." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization and non-persistent buffer corruption are different v5 regressions with different code paths." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and OmDet-Turbo processor size mismatch are unrelated model/preprocessing issues." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures, but for different models and likely different root causes; not one concrete bug." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise and the Mistral tokenizer backend_tokenizer crash are different problems." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal crashes, but one is Llava Next segfaulting and the other is Qwen3OmniMoe video ValueError; different bugs." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask mismatch and DAC.from_latents STE mismatch are unrelated audio-model correctness bugs." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Fbank feature extraction and compiled flex_attention on newer torch are unrelated issues." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Specific model loading failure and Mistral tokenizer patch crash are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both describe the same Qwen3.5 save_pretrained checkpoint corruption/incorrect saved keys on the same code path." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model initialization and junk-filled non-persistent buffers are different regressions." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and template-node compilation error are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check failure and OmDet input-size mismatch are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different model-loading/tokenizer failure modes; too little to treat as one bug." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "lm_head tying in Mistral3ForConditionalGeneration and LoRA merge collapse are different problems." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer-loading error and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized regression and mmap/OOM behavior are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window issue are different bugs." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument conflict and model loading failure for a specific repo are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both involve v5 initialization, but one is FineGrainedFP8Config and the other is init_empty_weights/_is_hf_initialized; different concrete failures." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer special-token conflict and MobileLLM key error are unrelated loading issues." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window and granite_speech strict config loading are different bugs." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 loading regressions, but one is base_model_prefix handling and the other is non-persistent buffer initialization; not the same concrete bug." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on gpt-oss and Whisper batch_decode skip_special_tokens behavior are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "device_map/offload loading failure and Qwen3 MoE training memory use are related only broadly by memory concerns, not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen video/VL models, but one is a video-input regression and the other is a rope-index scaling bug for still images; different code paths." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": true, + "reason": "Both point to the same TensorFlow-backend packaging/import problem where TF is missing or only partially installed under non-TF extras." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility and generic loading noise are unrelated." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing bug and Qwen3.5 save_pretrained regression are unrelated model families and code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary does not overclaim beyond the packet, and the two accepted pairs (45216/45357, 42175/45542) look plausibly duplicate enough from the titles/descriptions. The other soft-edge rejections stay appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 9, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43377", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43792", + "issue:43828", + "issue:43881", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44403", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44617", + "issue:44683", + "issue:44829", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45663" + ], + "soft_pairs": [ + "issue:43421|issue:44568", + "issue:44079|issue:45663", + "issue:44683|issue:45020", + "issue:36032|issue:41720", + "issue:43632|issue:44534", + "issue:43792|issue:44589", + "issue:44403|issue:44991", + "issue:43482|issue:45538", + "issue:33666|issue:40444", + "issue:44829|issue:45479", + "issue:40444|issue:45325", + "issue:43482|issue:43525", + "issue:43377|issue:45491", + "issue:44291|issue:44589", + "issue:41720|issue:45081", + "issue:44265|issue:45072", + "issue:42175|issue:43296", + "issue:43632|issue:45072", + "issue:43611|issue:43646", + "issue:44079|issue:44534", + "issue:43531|issue:44291", + "issue:43994|issue:44898", + "issue:43454|issue:44466", + "issue:43881|issue:44488", + "issue:43828|issue:44683", + "issue:42915|issue:43482", + "issue:44079|issue:45072", + "issue:43792|issue:43957", + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:44387|issue:44617", + "issue:35707|issue:40444", + "issue:44291|issue:44877" + ], + "prepared_review_unit_hash": "52207d60e831ca0d8a25123e19455468cbb6d0d4e543ba7ad4e5f9875651462f", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38078, + "estimated_input_tokens": 9520, + "estimated_eval_tokens": 19296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated Transformers/model-specific bugs. The only soft edge that looks plausibly like the same underlying defect is the Qwen2.5-VL position-id / rope-index regression pair.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45325 is the clearest root-cause report: it points to `get_rope_index` incorrectly scaling still-image temporal `position_ids` by `tokens_per_second` in Qwen2.5-VL. That is more specific and more actionable than the companion symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45325 is the best representative of the duplicate-like pair because it names the concrete failing code path and likely underlying fix. The rest of the set does not form one coherent duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer issues, but one is about runtime post-processor updates and the other about BOS/EOS insertion in a specific tokenizer; different bugs." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "`ModelOutput` key handling and Gemma-4 FSDP2 `shared_kv_states` rebuilding are unrelated code paths." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "A torch 2.9 `flex_attention` compile failure is not the same as broad remote-code loading regressions." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer method-name conflict and Qwen3 auto device-mapping CUDA assert are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both mention Transformers v5 regressions, but one is `_is_hf_initialized` and the other is non-persistent buffers; different failures." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model loading and Float8 storage lookup are different error modes." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise is not the same as tokenizer loading failure for a specific model." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer `model_max_length` behavior are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both involve Qwen2-VL fine-tuning, but multi-GPU training and multi-image iterable dataset failures are different bugs." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Flash-attention training degeneration and zero-loss single-label classification are distinct issues." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multi-image prompt handling and still-image temporal position-id scaling are different Qwen2.5-VL failures." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Model loading failure for Qwen2.5-GGUF and missing `pad_token_id` on Llama4Config are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Batched-vs-single MIMI padding-mask mismatch and Gemma3 all-padding-window NaNs are different bugs." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` init arg and Float8 storage lookup are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device-mapping crash and Mistral tokenizer regex patch crash are different code paths." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "`torch.export`/`torch_compilable_check` and bfloat16 dtype mismatches are separate problems." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Backend packaging for pip extras and PaddleOCR-VL load failure in vLLM are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Initializer flag regression and dtype mismatch/OOM behavior are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 model-init regressions, but one is about `base_model_prefix` loading and the other about custom initialization; not clearly the same defect." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "`ModelOutput` field assignment and non-persistent buffer junk values are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and `init_empty_weights` argument handling are different issues." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and Perceiver resolution/interpolation failure are not the same bug." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights/lm_head, but one is a broken tie at model config time and the other is serialization inconsistency; different code paths." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Separate model-loading failures for different models." + }, + { + "left": "issue:43828", + "right": "issue:44683", + "accept": false, + "reason": "Autocast dtype mismatch and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Fine-grained FP8 config failure and GGUF loading failure are different problems." + }, + { + "left": "issue:44079", + "right": "issue:45072", + "accept": false, + "reason": "`ModelOutput` key assignment and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper loading failure and `torch.device(\"meta\")` loading regressions are different classes of bugs." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk values and `ModelOutput` key assignment are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multiple-images-per-prompt failure and video `vision_position_ids` bug are distinct Qwen2.5-VL issues." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both reports point to the Qwen2.5-VL position-id/rope-index path; one is the root-cause description and the other is a symptom on video inputs, so they plausibly collapse to one fix." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Int4 quantization memory growth and Sam3Video OOM are not the same underlying issue." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` and Qwen2.5-VL multi-image finetuning failures are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected init argument handling and strict config loading for `granite_speech` are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet: it treats the set as mostly unrelated, and the only accepted soft edge (45325/45381) is plausibly supported by the issue titles around the same Qwen2.5-VL position-id/rope-index path. The other pair judgments are conservative and do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 10, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43632", + "issue:43701", + "issue:43708", + "issue:43720", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44423", + "issue:44466", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:43526|issue:43883", + "issue:43317|issue:43873", + "issue:43606|issue:44265", + "issue:43881|issue:44991", + "issue:43701|issue:45325", + "issue:44186|issue:44265", + "issue:43632|issue:45563", + "issue:43262|issue:43746", + "issue:43606|issue:43819", + "issue:44610|issue:45325", + "issue:43454|issue:43550", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:40990|issue:45584", + "issue:43572|issue:45759", + "issue:43377|issue:44898", + "issue:39692|issue:40444", + "issue:44466|issue:45357", + "issue:43296|issue:44991", + "issue:43296|issue:44877", + "issue:43792|issue:44683", + "issue:43454|issue:43720", + "issue:43873|issue:45701", + "issue:41720|issue:44977", + "issue:45632|issue:45684", + "issue:43404|issue:45357", + "issue:44423|issue:45406", + "issue:44186|issue:45072", + "issue:43577|issue:43708", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:43873|issue:44756" + ], + "prepared_review_unit_hash": "2eded9273d7dc0f0f44cc945ade98ef2c3bcaf343aa321dd9654af051897cec6", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37537, + "estimated_input_tokens": 9385, + "estimated_eval_tokens": 19026 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a loose thematic bundle of unrelated Transformers bugs, not a true duplicate cluster. None of the soft edges look safe to merge; 43873 is the broadest and most active issue, but the overall cluster is too heterogeneous for a strong canonical.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43873 is the broadest open report here, with the most discussion/inbound references and an umbrella framing around offloading/quantization problems; it is the least-bad canonical issue choice for triage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best available issue to anchor the cluster because it is open, active, and general enough to serve as a catch-all for nearby offloading complaints, even though the rest of the set is not truly duplicate-related.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Different bugs: one is a BEiT image processor label-reduction error, the other is a Molmo tied-weights attribute error." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but one is a specific gpu+cpu offload load failure for a dequantized model while the other is a broader offloading complaint." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Bark CPU-offload device mismatch and torch.export failures with torch_compilable_check are unrelated code paths." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "A model load failure and a tokenizer loading regression are different failure modes." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL rope-index scaling on still images." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are not the same issue as export failures with torch_compilable_check." + }, + { + "left": "issue:43632", + "right": "issue:45563", + "accept": false, + "reason": "Transformers v5 flag regression and a stale generate warning are unrelated bugs." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Sampling-rate defaulting in audio chat templates is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC latent/STE mismatch are different audio-model bugs." + }, + { + "left": "issue:44610", + "right": "issue:45325", + "accept": false, + "reason": "Processor output resolution mismatch and Qwen2.5-VL temporal position scaling affect different paths." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied lm_head weights and torch.compile SDPA failures are not the same underlying defect." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Missing padding-mask support in MIMI is unrelated to OmDet-Turbo\u2019s image-size mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "A tied-weights serialization bug is not the same as bfloat16 dtype mismatches in CI." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription failures are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to AutoModelForCausalLM.from_config text_config unwrapping." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batch-padding behavior and Perceiver non-default-resolution behavior do not share the same bug." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc-example errors are not the same as Qwen2.5-VL IterableDataset multi-image fine-tuning failures." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "lm_head.weight serialization inconsistency and incorrect visual-encoder keys are different save_pretrained problems." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and tokenizer loading for est-roberta are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "A vLLM model load failure is not the same as strict config blocking granite_speech config loading." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper runtime failure and compiled flex_attention failing on torch>=2.9 are different issues." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Tied lm_head weights and unpacking packed BitNet weights during accelerate loading are separate bugs." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization behavior is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 auto device-map cuda asserts and Qwen3.5 flash-attention generation failures are different code paths." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions for local models and read-only permission propagation in save_pretrained are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 lm_head tying and Qwen3.5 visual-encoder key serialization are different model-specific bugs." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal serve crashes and Gemma4Processor missing _tokenizer are distinct failures." + }, + { + "left": "issue:43632", + "right": "issue:45563", + "accept": false, + "reason": "Transformers v5 initialization flag breakage and a stale paged-generate warning are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading complaints and disabling mmap on Strix Halo to avoid OOM are not the same defect." + } + ] + }, + "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": 16, + "review_unit_index": 11, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43450", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43881", + "issue:44186", + "issue:44292", + "issue:44361", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44991", + "issue:45059", + "issue:45161", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704" + ], + "soft_pairs": [ + "issue:43749|issue:44534", + "issue:43526|issue:43881", + "issue:44877|issue:44991", + "issue:42617|issue:42915", + "issue:43450|issue:45701", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:44387|issue:45704", + "issue:44479|issue:44918", + "issue:36331|issue:42617", + "issue:43316|issue:44913", + "issue:42915|issue:43317", + "issue:41720|issue:43322", + "issue:40990|issue:45701", + "issue:43550|issue:43606", + "issue:43295|issue:45701", + "issue:41720|issue:45161", + "issue:44671|issue:44743", + "issue:43531|issue:43572", + "issue:44292|issue:44479", + "issue:41720|issue:42617", + "issue:44186|issue:44361", + "issue:36010|issue:42617", + "issue:43540|issue:43782", + "issue:45406|issue:45464", + "issue:41720|issue:44292", + "issue:43421|issue:45701", + "issue:30064|issue:34634", + "issue:44492|issue:44509", + "issue:43388|issue:45059", + "issue:42915|issue:43322", + "issue:43606|issue:43720" + ], + "prepared_review_unit_hash": "0ae3c7367f13b2bf9837e92fb3cecb99bd43c72c7c1b8b30b4a99d24eddd666d", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 36943, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad semantic bucket of unrelated Transformers issues, mostly around model loading, tokenizers, processors, and device/offload behavior. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU/RAM-efficient loading vs non-persistent buffer corruption; different failure modes." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT label reduction bug vs GLM-4V loading failure; unrelated components." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Config strictness vs tokenizer-loading regression; same broad area, not same bug." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel runtime failure vs Qwen3-MoE FineGrainedFP8 loading issue." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video batching shape bug vs tokenization-version regression; different subsystems." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "SDPA torch.compile bug vs BitNet packed-weight unpacking bug; different code paths." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer argument mismatch vs Qwen3-MoE FP8 loading; unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "OmDet input-size mismatch vs Perceiver resize/interpolation issue; different models." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash vs OmDet processor resolution mismatch; unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 CUDA memory regression vs apex RMSNorm leak; different root causes." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression vs embedding unpacking/TRL trainer issue; different paths." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer loss signature bug vs 3d_parallel runtime failure." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3 config API mismatch vs GPTNeoX rotary_pct reload bug." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3-MoE FP8 loading vs dequantized model offload loading; distinct loading issues." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto-device-map CUDA assert vs Llava Next segfault; unrelated failures." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity/evaluation issue vs tokenizer-version behavior change." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba compile/SDPA bug vs Bark CPU-offload device mismatch." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression vs tokenization-version change; different concrete breakages." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto-device-map assert vs GPT-OSS MoE tensor-parallel issue." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT MLM output issue vs Qwen3 recurrent-state caching bug." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window MoE issue vs missing pad_token_idx config field." + }, + { + "left": "issue:44292", + "right": "issue:44479", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error vs Qwen3.5 video-input regression." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Auto device mapping assert vs 3d_parallel execution failure; different components." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding crash vs MLukeTokenizer task AttributeError." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import break vs 3d_parallel runtime failure; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-processing ValueError vs Qwen3VL weight-only loading error." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer vs Qwen3.5 streaming chat failure; different models and paths." + }, + { + "left": "issue:41720", + "right": "issue:44292", + "accept": false, + "reason": "Auto device-map CUDA assert vs NVFP4 runtime error; different quantization/device issues." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Runtime special-token/post-processor update bug vs tokenizer-version behavior change." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing vs Bark voice_preset issue; unrelated processors." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Cache-strategy typo vs docs mentioning removed pipeline tasks." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Mask2Former gather_for_metrics bug vs SAM3 text/bbox behavior; different data paths." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3-MoE FP8 loading vs Llava Next segmentation fault; unrelated failures." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Bark CPU-offload device mismatch vs BitNet packed-weight unpacking bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 12, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:33666", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43606", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45704", + "issue:45759" + ], + "soft_pairs": [ + "issue:44514|issue:44545", + "issue:43550|issue:43653", + "issue:43531|issue:45759", + "issue:43606|issue:43653", + "issue:43421|issue:43927", + "issue:34567|issue:35707", + "issue:44368|issue:45357", + "issue:44898|issue:45072", + "issue:43873|issue:45704", + "issue:44451|issue:44991", + "issue:41720|issue:43746", + "issue:44062|issue:44451", + "issue:43421|issue:43653", + "issue:42886|issue:44843", + "issue:44987|issue:45042", + "issue:45588|issue:45759", + "issue:33666|issue:35707", + "issue:43531|issue:44589", + "issue:43421|issue:44186", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:44918|issue:44936", + "issue:45081|issue:45356", + "issue:44625|issue:45479", + "issue:43525|issue:43531", + "issue:43782|issue:45381", + "issue:43994|issue:44671", + "issue:34634|issue:41720", + "issue:43381|issue:45704", + "issue:43596|issue:44220", + "issue:39692|issue:43873" + ], + "prepared_review_unit_hash": "8cb002688b153384541072a1b40781a2eb83e31cd3bb28dfe75fa08ad92e3d13", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37274, + "estimated_input_tokens": 9319, + "estimated_eval_tokens": 18894 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous tokenizer/model/runtime bug reports with one clear duplicate pair and a few loose semantic similarities, so only the exact duplicate should be merged.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 44514 is the earliest and clearest report of the exact Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False crash, making it the best canonical issue for the confirmed duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "44514 is the best representative because it precisely captures the concrete failure mode and is directly duplicated by 44545.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False; identical underlying bug." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems and failures: torch.compile+SDPA on Bamba vs tokenizer special-token registration." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen3-family configs, but one is sliding_window behavior and the other is text_config unwrapping; not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to BigBirdTokenizer mask-token decode output." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both touch token/special-token handling, but one is runtime post-processor updates and the other is save/load of custom token IDs." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Trainer token-count tracking and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings during LoRA fine-tuning is unrelated to incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation bug and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are different issues." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading expectations do not match a T5 RMSNorm memory-leak issue." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions, but for different models and likely different tokenizer code paths." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken constructor argument clash is a different failure from loading ScandiBERT." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Runtime special-token post-processor updates are unrelated to BigBirdTokenizer empty decode output." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve HF_HUB_OFFLINE, but 44843 is a specific _patch_mistral_regex/model_info regression while 42886 is a broader cache-load failure." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading physical-intelligence/fast and PIL-backend torchvision requirements are not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention aux-state crash and Qwen multimodal text_config unwrapping are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and progressive generation with inputs_embeds are unrelated topics." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the missing Float8 storage type error." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "TokenizersBackend special-token updates and LayoutLMv2 tokenizer NER/padding crashes are different code paths." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing limitation is unrelated to gradient blow-up under HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc/example errors and OmDet-Turbo processor size mismatch are different model-specific issues." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT unpacking of Qwen3.5 embeddings is unrelated to trainer.evaluate failing after trainer.train()." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention fix_mistral_regex/tokenizer regression, but one is a hard crash in Mistral loading and the other is a Kimi-K2.5 codec-handling regression with a warning issue; not clearly the same bug." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Missing num_labels propagation in Qwen3.5 configs is unrelated to zero-loss single-label classification behavior across models." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4Config pad_token_id missing and Qwen3-MoE sliding_window are different config bugs." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading and qwen2.5-vl video vision_position_ids are different multimodal bugs." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "SigLIP2 AutoModel/pipeline output mismatch and CamemBERT masked LM predictions are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping failures are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient-checkpointing eval-mode behavior is unrelated to T5 apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel index error and _torch_extract_fbank_features() are different failures." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 documentation/example errors are unrelated to quantization offloading behavior." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies only the clearly duplicated Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False pair (44514/44545) and rejects the rest as distinct or only loosely similar. No overstatement or mergeability issue is apparent." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 13, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:42915", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43577", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43873", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44448", + "issue:44488", + "issue:44561", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44756", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45759" + ], + "soft_pairs": [ + "issue:42915|issue:45759", + "issue:44220|issue:44661", + "issue:45183|issue:45479", + "issue:43618|issue:43697", + "issue:43540|issue:44008", + "issue:44077|issue:44625", + "issue:43720|issue:43819", + "issue:43575|issue:45704", + "issue:30064|issue:36010", + "issue:44756|issue:45759", + "issue:43716|issue:44008", + "issue:43335|issue:43756", + "issue:43653|issue:43720", + "issue:42915|issue:43746", + "issue:43746|issue:45381", + "issue:43746|issue:43873", + "issue:44843|issue:45081", + "issue:43550|issue:45072", + "issue:44186|issue:44898", + "issue:43421|issue:44811", + "issue:43550|issue:43819", + "issue:43577|issue:43818", + "issue:43643|issue:44877", + "issue:44062|issue:44488", + "issue:43531|issue:43643", + "issue:43540|issue:45381", + "issue:44448|issue:44671", + "issue:43653|issue:43819", + "issue:43782|issue:44977", + "issue:44561|issue:45020" + ], + "prepared_review_unit_hash": "efbfab781e704ddb17df5a177a2a93e46ff461c6a346818669fb1889e40e35c3", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36368, + "estimated_input_tokens": 9092, + "estimated_eval_tokens": 18440 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated model- or subsystem-specific bugs. A few are loosely adjacent (notably around tokenizer/Mistral helpers and remote_code regressions), but none of the soft pairs look like true duplicates of the same concrete bug/change.", + "confidence": 0.86, + "canonical_issue_reason": "If a canonical issue is needed, issue:45020 is the broadest umbrella-style report in the set (recent versions breaking remote_code models). It is not an exact duplicate of the others, but it is the closest general anchor for the cluster\u2019s theme of version-related regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45020 is the best representative issue because it is open, broadly scoped, and captures a recurring compatibility/regression class rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:45759", + "accept": false, + "reason": "Both mention Qwen configs, but one is FineGrainedFP8Config failure and the other is missing text_config unwrapping in composite multimodal configs; different code paths and fixes." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Different areas entirely: audio feature extraction vs tokenizer mapping/model registration logic." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "One is input validation/XOR error messaging, the other is a loss-function/label semantics bug; not the same defect." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP output attentions regression and RTDetrV2 output drift are unrelated model bugs." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video input handling in Qwen3OmniMoe is unrelated to the Gemma3n variable-name collision in forward()." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated configuration issues." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading in BitNet and DAC latent/STE mismatch are different concrete bugs." + }, + { + "left": "issue:43575", + "right": "issue:45704", + "accept": false, + "reason": "TP OOM when loading a Qwen model and T5 apex RMSNorm memory leak are distinct memory problems in different paths." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation map processing and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:44756", + "right": "issue:45759", + "accept": false, + "reason": "Strix Halo mmap/OOM behavior is unrelated to Qwen multimodal config unwrapping." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch and Gemma3n tensor attribute collision are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse encoder layer creation and Smollm3 RoPE layer dropping are different model-configuration mistakes." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration and BitNet packed-weight loading do not share the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Fine-grained FP8 config failure and GraniteSpeech PEFT checkpoint loading are separate issues." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "PEFT local checkpoint loading and Qwen2.5-VL video position ids are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "GraniteSpeech checkpoint loading and quantization offloading behavior are different code paths." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve _patch_mistral_regex, but one is offline model_info access and the other is an AttributeError on backend_tokenizer; same helper, different failures and fixes." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Bamba torch.compile+SDPA and SwitchTransformers/TimmWrapper dtype mismatches are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Perceiver interpolation failure are different model-specific bugs." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token/post-processor updates and Whisper batch_decode skip_special_tokens handling are related to tokenization, but not the same concrete bug." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile SDPA failure and DAC forward/from_latents mismatch are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing issues are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "trust_remote_code missing fields and strict granite_speech config loading are distinct configuration-loading problems." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument error and sleng-bert model loading failure are not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and trust_remote_code config field loss are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 output regressions, but they affect different models and likely different changes." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC latent conversion mismatch do not share a concrete underlying defect." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading failure and Qwen3.5 flash-attention generation issues are separate multimodal/runtime problems." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Removal of is_torch_fx_available is one specific remote_code breakage, while 45020 is a broad umbrella report that likely covers multiple unrelated failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 14, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43322", + "issue:43329", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44060", + "issue:44186", + "issue:44368", + "issue:44442", + "issue:44485", + "issue:44509", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45685", + "issue:45701" + ], + "soft_pairs": [ + "issue:43322|issue:45685", + "issue:43825|issue:43994", + "issue:44821|issue:45084", + "issue:43825|issue:43827", + "issue:30064|issue:36331", + "issue:44485|issue:44509", + "issue:43577|issue:43582", + "issue:44186|issue:44442", + "issue:43606|issue:45072", + "issue:43452|issue:44991", + "issue:34634|issue:36010", + "issue:44805|issue:44936", + "issue:42175|issue:45081", + "issue:44610|issue:45072", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:43650|issue:43906", + "issue:43720|issue:45072", + "issue:44671|issue:45701", + "issue:43404|issue:43782", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:45084|issue:45538", + "issue:43644|issue:43749", + "issue:43329|issue:45600", + "issue:43653|issue:44912" + ], + "prepared_review_unit_hash": "373ad9966817fedb29ff795a6da662d73628282dc5f4045969b40a3e1843c08f", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35991, + "estimated_input_tokens": 8998, + "estimated_eval_tokens": 18252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most items are unrelated bugs across different models, tokenizers, loading paths, and docs. No single duplicate cluster emerges; all soft edges should be rejected as non-equivalent underlying issues.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segmentation fault vs MoE MPS histogram/type error; different models and failure modes." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error-message regression vs SigLIP2 bad results with AutoModel/pipeline; not the same bug." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading issue vs template compilation TypeError; unrelated code paths." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both touch removed pipeline tasks, but one is a runtime error message and the other is docs cleanup." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation-map processing bug vs CustomTrainer loss signature mismatch; unrelated subsystems." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion vs v5 pipeline docs references; different changes." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype propagation bug vs Apple Silicon warmup TypeError; different failures." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash vs FastSpeech2Conformer tokenizer load failure; different tokenizer bugs." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Bark CPU offload device mismatch vs SwitchTransformers/TimmWrapper bfloat16 dtype mismatch; not the same code path." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file loading regression vs tokenizer loading failure for est-roberta; different loader paths and symptoms." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice preset behavior vs GenerationMixin import error; unrelated audio vs import issue." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape mismatch crash vs train-then-evaluate failure; no clear shared root cause." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Missing TensorFlow backend in torch install vs Mistral regex patch AttributeError; unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet input size mismatch vs dtype mismatch in other models; different bugs." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Tokenizer regex patch crash vs Gemma4Processor missing _tokenizer in serve; different processor internals." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-Next tied-weights warning vs Qwen3.5 LoRA warning; similar theme but not same concrete defect." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Placeholder issue vs reproduction of another issue; not a duplicate bug report." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight unpacking bug vs dtype mismatch bug; different loading logic." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT MLM prediction regression vs version-dependent tokenization changes; distinct symptoms and causes." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Mistral3 tied lm_head weights vs Qwen3VL weight_only load error; unrelated model-loading problems." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError vs LwDetrImageLoss AMP crash; different runtime contexts." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor chat-template sample-rate default vs DAC from_latents/STE mismatch; unrelated audio issues." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs RTDetrV2 output differences; different model components." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation failure vs CLIPTokenizer max length constant; unrelated tokenizer/template concerns." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk in v5 vs FSDP CPU RAM efficient loading broken; different loading mechanisms." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting video-branch bug vs auto_mappings stale config references; unrelated issues." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug vs MXFP4 quantization fallback; different tokenizer/quantization paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 15, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:41720", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45042", + "issue:45356", + "issue:45357", + "issue:45488", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:43638|issue:44936", + "issue:43746|issue:44811", + "issue:38175|issue:44610", + "issue:44589|issue:45042", + "issue:43854|issue:44977", + "issue:43454|issue:43577", + "issue:43526|issue:44554", + "issue:36010|issue:43645", + "issue:44568|issue:45488", + "issue:39692|issue:44912", + "issue:34634|issue:36331", + "issue:43257|issue:43329", + "issue:43819|issue:43927", + "issue:43720|issue:44610", + "issue:43749|issue:44291", + "issue:43550|issue:44912", + "issue:43262|issue:44811", + "issue:44568|issue:45356", + "issue:43531|issue:45042", + "issue:36010|issue:36331", + "issue:43643|issue:45759", + "issue:34567|issue:40990", + "issue:43329|issue:43450", + "issue:43329|issue:44479", + "issue:44849|issue:45701", + "issue:43257|issue:43931", + "issue:43697|issue:45357", + "issue:43452|issue:43582", + "issue:41720|issue:43540" + ], + "prepared_review_unit_hash": "efa187047fa892e688b66e665d351be5e263451715dcf1968e82788c51be2033", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36755, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items form a loose collection of unrelated Transformers bugs. The suggested soft pairs share broad subsystems at best, but not the same concrete root cause, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43749 is the strongest representative of the cluster because it is a broad, high-impact loading regression with multiple references and discussion, making it the best anchor issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the most central and widely impacted bug report in the set; it is the best issue to keep as the representative anchor, though it does not subsume the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Both mention trainer behavior, but one is a zero-size index error under ZeRO3 with a non-pretrained model and the other is evaluate() failing after train(); different failure modes and code paths." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters and Whisper batch_decode skip_special_tokens are unrelated features and bugs." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero probabilities and OmDet-Turbo processor/model size mismatch are different model-specific problems." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and PIL backend requiring torchvision are separate runtime dependency issues." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7 test loading failure and Qwen3.5 flash-attention generation issue do not share the same concrete defect." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight tying and BLIP2 dtype propagation are distinct model-loading bugs." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label reduction and an MPS attention correctness issue are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import breakage and notebook custom-model initialization failures are both v5 regressions, but not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is add_special_tokens/BOS-EOS handling and the other is tokenizer.json pre-tokenizer overriding; different root causes." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation/example problems for SigLIP2 and MXFP4 quantization fallback in git-oss are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss kwarg handling are unrelated API bugs." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and multimodal video token counting use different code paths and symptoms." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC from_latents/STE mismatch and DiaConfig save-load token ID loss are different model/serialization bugs." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading and OmDet processor output-size mismatch are not the same underlying issue." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both concern loading, but FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized are separate regressions." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile with SDPA on Bamba and MXFP4 fallback on git-oss are unrelated model/runtime bugs." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sample-rate defaults and Whisper batch_decode token skipping are separate processor behaviors." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different parts of the tokenization pipeline." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing GenerationMixin and passing num_items_in_batch to compute_loss are separate incompatibilities." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading and composite Qwen config unwrapping are both config-related, but not the same concrete defect." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token accounting and high perplexity on gpt-oss-20b are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined video-token helper names and batched video processor shapes are different video pipeline bugs." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "The video-token helper bug and the v5.3 video-input regression overlap only at a high level; the concrete root causes differ." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states output and version-dependent tokenization changes are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE accelerate/deepspeed weight conversion and Qwen3-VL weight-shape mismatch are different loading problems." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key mismatch are separate regressions." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file/from_pretrained breakage and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both involve Qwen3-family video/device issues, but one is CUDA assert under auto device mapping and the other is a video-input ValueError in Qwen3OmniMoe; 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": 2, + "component_count": 16, + "review_unit_index": 16, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:33357", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43696", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44737", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44912", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45137", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538", + "issue:45588" + ], + "soft_pairs": [ + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:33357|issue:34567", + "issue:43317|issue:45538", + "issue:44987|issue:45538", + "issue:44479|issue:45381", + "issue:43927|issue:44912", + "issue:43540|issue:44560", + "issue:42915|issue:44821", + "issue:43257|issue:43756", + "issue:43577|issue:45072", + "issue:42915|issue:45538", + "issue:43540|issue:44479", + "issue:43257|issue:43696", + "issue:45137|issue:45405", + "issue:38175|issue:44898", + "issue:44737|issue:45588", + "issue:44062|issue:44991", + "issue:43742|issue:44291", + "issue:43906|issue:45381", + "issue:43646|issue:43749", + "issue:43749|issue:44756", + "issue:36010|issue:42175", + "issue:44062|issue:45081", + "issue:34567|issue:36331", + "issue:43643|issue:45375", + "issue:43493|issue:43994", + "issue:42175|issue:43824", + "issue:43452|issue:44488", + "issue:43526|issue:45479", + "issue:44291|issue:44821", + "issue:44792|issue:44964" + ], + "prepared_review_unit_hash": "7a4afd73b2344db050c82714bcdb3496455ebeb3ea8d4f25666480d2fc2e0d36", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37440, + "estimated_input_tokens": 9360, + "estimated_eval_tokens": 18976 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and does not look like a single duplicate family. I only found two soft-edge pairs that plausibly describe the same underlying bug; the rest are different models, different subsystems, or different failure modes.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue fits: most items are unrelated bugs across different models/subsystems, with only a couple of tight duplicate-style pairs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44964 is the clearest representative user-facing loading regression, with a specific model and reproducible failure in the current transformers version.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different models and failures: Qwen3Moe FP8 config vs MobileLLM key error." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated bugs: init_empty_weights arg handling vs PIL backend torchvision dependency." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP loading vs TrainerState token-count tracking bug." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Different areas: dequantized model offload failure vs tokenizer max_length constant." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model-loading regression for physical-intelligence/fast vs CLIPTokenizer max_length issue." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen video-input regression in transformers 5.3.0, centered on incorrect video/vision position handling." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load corruption is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related but on different Qwen model paths and different errors." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 failure is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different model families and bugs: weight conversion with accelerate/deepspeed vs RoPE-layer omission." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype mismatches, but they affect different models and code paths." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe quantization bug vs tokenizer max_length bug." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Similar domain, but different Qwen models and not clearly the same underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE conversion issue is unrelated to GPT-oss OOM." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error vs PEFT version metadata problem." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model bugs, but they are different models and different failure modes." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU device bug is unrelated to flash-attention aux-state crash." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer-related, but one is an AddedToken TypeError and the other is a model-specific tokenizer load failure without enough evidence they are the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different failures: MobileLLM key error vs unexpected _is_hf_initialized argument." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Isolated reproduction of a different issue vs Qwen2.5-VL video-position regression." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both concern loading/memory, but one is FSDP-specific and the other is mmap OOM on Strix Halo." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to missing TensorFlow in the torch extra." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken error and Mistral regex patch crash are different code paths." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState num_input_tokens_seen and custom compute_loss signature are separate trainer API regressions." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config fields, but the failures are different and model-specific." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both are SigLIP2 correctness bugs on the same model; one reports JAX/HF discrepancy and the other nonsensical outputs from the same implementation." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Missing TensorFlow backend and missing Qwen2.5-VL export/import are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file/from_pretrained breakage is not the same as a specific model failing to load." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to sequence-classification zero loss." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus test failure and Phi-4-multimodal load failure are different multimodal bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. It correctly treats the cluster as mostly heterogeneous, and the two accepted soft-edge pairs are plausible same-bug families based on the issue titles and version/model overlap. I don\u2019t see a clear overstatement in the rejected pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 17, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:34689", + "issue:38175", + "issue:41762", + "issue:42175", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43819", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44704", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44977", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45381", + "issue:45405", + "issue:45600" + ], + "soft_pairs": [ + "issue:28282|issue:34689", + "issue:45042|issue:45081", + "issue:44484|issue:44704", + "issue:45405|issue:45600", + "issue:43756|issue:45325", + "issue:43742|issue:44589", + "issue:43697|issue:45216", + "issue:28282|issue:29127", + "issue:44514|issue:45381", + "issue:43643|issue:44561", + "issue:43531|issue:44821", + "issue:44625|issue:44877", + "issue:43582|issue:44977", + "issue:43452|issue:43577", + "issue:43720|issue:44898", + "issue:44514|issue:45290", + "issue:43452|issue:44843", + "issue:42175|issue:44488", + "issue:44466|issue:45005", + "issue:43819|issue:44811", + "issue:43295|issue:45356", + "issue:41762|issue:44936", + "issue:43653|issue:44568", + "issue:24643|issue:29127", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43653|issue:44361" + ], + "prepared_review_unit_hash": "67fe28b40af45649a84f4e03bcd7c5dccd48987266bce7857149413edca7114d", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35540, + "estimated_input_tokens": 8885, + "estimated_eval_tokens": 18026 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated model-loading, tokenizer, config, and backend regressions. I only see one plausible duplicate edge around tied-weights serialization in v5; the rest should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45005 is the broadest statement of the tied-weights regression and best captures the shared underlying problem; issue:44466 looks like a more specific manifestation of the same v5 serialization bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the best representative issue for the only likely duplicate subgroup because it describes the core tied-weights problem at a higher level.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Both are model-loading failures, but one is a missing PyTorch dependency and the other is a specific Llama 3.2 Vision regression; different causes and fixes." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "These are unrelated: one is a torchvision dependency regression in PIL image processors, the other is a Mistral regex/tokenizer attribute crash." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "One is about the default `max_shard_size` in `save_pretrained`, the other about forwarding kwargs in `AutoProcessor.from_pretrained`; not the same bug." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Different maintenance issues: PEFT version pinning versus stale auto-mapping references to removed configs." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both involve position/rope-related behavior, but they affect different models and different code paths; not the same concrete defect." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "A key error while loading MobileLLM is unrelated to the Float8 storage lookup failure." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions in different model families: RTDetrV2 output changes versus Qwen3.5 checkpoint saving." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch in the environment is not the same as poor error messaging for LayoutLMv3 boxes." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both mention chat/processor pipelines, but one is a batched chat-template crash and the other is a Qwen2.5-VL video position-id bug." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "One is missing fields from `AutoConfig.from_pretrained` with `trust_remote_code`, the other is a v5 breakage from removing `is_torch_fx_available`." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "A Qwen3-MoE sliding-window bug and an AutoImageProcessor URL-loading issue are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Different config propagation problems affecting different model families." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "One is a gguf/loader regression, the other is dtype propagation on BLIP-2; they do not share the same underlying bug." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Packed-weight handling in accelerate loading is unrelated to Perceiver positional interpolation at non-default resolution." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same general API area, but the failures are different edge cases: batched padding behavior versus assistant tool-call messages without content." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve loading helpers, but one is gguf loading and the other is an offline-mode regression in `_patch_mistral_regex`." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend selection and a specific model-load failure are not the same concrete issue." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both point to the same tied-weights/save_pretrained regression in v5 for translation models; one is the broad issue, the other a specific manifestation." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent conversion mismatch and Whisper batch_decode special-token handling are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different regressions: processor/tokenizer access in custom model code versus codec and warning behavior in Kimi-K2.5 tokenization." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading failure for Gemma3 is unrelated to `trainer.evaluate()` failing after training." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBird special-token registration and mDeBERTa BOS/EOS insertion are different tokenizer bugs." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed `'weight' must be 2-D` is a training/runtime error, not a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 zero probabilities and the processor.tokenizer regression are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they affect different tokenizer classes and do not appear to share a single code path." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "A special-token registration bug in BigBird and an AttributeError in MLukeTokenizer are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and is appropriately conservative. The only accepted duplicate edge, issue:44466 \u2194 issue:45005, is plausibly the same tied-weights / v5 save_pretrained regression, while the other pair rejections avoid overstating similarity and mostly distinguish different model families or code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 18, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:28282", + "issue:30064", + "issue:32090", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43825", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44913", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45084", + "issue:45325", + "issue:45356", + "issue:45357", + "issue:45440", + "issue:45588" + ], + "soft_pairs": [ + "issue:44464|issue:44743", + "issue:30064|issue:33666", + "issue:43577|issue:43697", + "issue:44843|issue:44991", + "issue:41720|issue:43906", + "issue:44479|issue:44936", + "issue:44977|issue:45356", + "issue:43688|issue:45440", + "issue:43577|issue:45588", + "issue:43531|issue:43742", + "issue:43653|issue:43927", + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:43122|issue:43906", + "issue:43504|issue:43720", + "issue:32090|issue:34567", + "issue:43504|issue:43550", + "issue:32090|issue:33666", + "issue:28282|issue:35141", + "issue:43504|issue:44610", + "issue:43452|issue:44451", + "issue:43688|issue:43749", + "issue:43329|issue:45325", + "issue:43742|issue:44821", + "issue:43756|issue:44913", + "issue:33666|issue:36010", + "issue:43525|issue:43572", + "issue:41720|issue:44464", + "issue:43493|issue:43825", + "issue:44849|issue:45357", + "issue:43262|issue:45084" + ], + "prepared_review_unit_hash": "126633ec37d95f89458e6c23d746d96ba3f643a00c520b6ec7377784d4003c45", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37415, + "estimated_input_tokens": 9354, + "estimated_eval_tokens": 18964 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformer bugs/regressions across different models and subsystems; I did not find any true duplicate pairs. I picked the broadest model-loading regression as the canonical issue.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43452 is the broadest, most central regression report here: it affects both AutoTokenizer.from_pretrained and AutoModelForCausalLM.from_pretrained via gguf_file handling, making it a good cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43452 is concrete, reproducible, and broadly scoped enough to represent the loading-path regressions in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/runtime behavior, but they describe different failures in different code paths: compiled forward inconsistency vs cache/reset behavior in modular_qwen3_5." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Completely different problems: segmentation-map preprocessing versus Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Different models and symptoms: BLIP2 dtype propagation vs RTDetrV2 output mismatch in v5." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/loading regressions, but the titles point to different concrete failures and models; not enough to treat as the same bug." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Different failures: Qwen3 auto device mapping CUDA assert vs an isolated reproduction of another issue." + }, + { + "left": "issue:44479", + "right": "issue:44936", + "accept": false, + "reason": "Video-input regression in VLMs versus trainer lifecycle failure; unrelated code paths." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Flash-attention generation bug in Qwen3.5 versus tokenizer codec/regex regression in Kimi-K2.5." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE-related at a high level, but they target different models and different implementation mismatches." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype issue and flash_attention crash on s_aux=None are unrelated bugs." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the MobileLLM loading KeyError." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration versus config custom-token persistence; different underlying defects." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different generation failures with different triggers: compiled forward versus flash-attention." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to DiaConfig save/load token-ID loss." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different subsystems and failures: compile-time SDPA issue versus tokenizer AttributeError on tasks." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenization-difference regression and an isolated reproduction issue are not clearly the same bug." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field model-loading bug versus packed-weight handling in accelerate loading; different code paths." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast TypeError and num_input_tokens_seen not updating are distinct trainer bugs." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated model-loading preset bug versus compile/SDPA failure." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer NoneType broadcast error is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "ImportError for missing PyTorch and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different models and failure modes: legacy field on load versus processor/model input-size mismatch." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are loading issues, but one is gguf_file handling for AutoTokenizer/AutoModelForCausalLM and the other is a model-specific load failure." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Different MoE/train-loading issues: auxiliary-loss normalization versus FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal token/position bugs, but they affect different branches and different concrete calculations." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Model KeyError on load versus AutoImageProcessor-from-URL failure; unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "RoPE-layer dropping in a specific model versus a config field resetting on reload." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training bug versus missing GenerationMixin import; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config fields after 5.0, but they concern different models and different fields, so not the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to chunked generation with compiled forward." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and pipeline translation-message regression are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states bug versus incorrect visual encoder keys on save_pretrained; different issues." + }, + { + "left": "issue:43262", + "right": "issue:45084", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default bug is unrelated to template compilation TypeError." + } + ] + }, + "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": 16, + "review_unit_index": 19, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45701", + "issue:45704", + "issue:45759" + ], + "soft_pairs": [ + "issue:43540|issue:43716", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43334|issue:43572", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:43577|issue:44554", + "issue:43688|issue:45704", + "issue:39692|issue:43493", + "issue:33666|issue:36331", + "issue:43720|issue:44361", + "issue:43334|issue:45759", + "issue:44964|issue:45405", + "issue:44479|issue:44625", + "issue:43540|issue:44977", + "issue:44488|issue:44843", + "issue:43493|issue:43844", + "issue:43756|issue:45083", + "issue:45200|issue:45229", + "issue:43257|issue:43299", + "issue:43278|issue:43844", + "issue:43824|issue:44589", + "issue:43646|issue:44466", + "issue:44589|issue:45520", + "issue:39692|issue:43295", + "issue:43688|issue:45701", + "issue:33357|issue:33666", + "issue:43504|issue:43606", + "issue:44423|issue:44734", + "issue:43572|issue:44291", + "issue:43927|issue:44361", + "issue:43504|issue:43653", + "issue:43575|issue:45405", + "issue:44625|issue:45759" + ], + "prepared_review_unit_hash": "f6594de271c2ecde4c4f34328ada6d53608fd59986ce71910646e74a82dc2128", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38212, + "estimated_input_tokens": 9553, + "estimated_eval_tokens": 19362 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues spanning Qwen multimodal loading, dtype/device regressions, tokenizers, training, and docs. I do not see a single underlying bug that unifies the set, and none of the soft-edge pairs look mergeable as true duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "No strong canonical issue: the items cover many distinct code paths and model families, so one issue cannot represent the whole cluster cleanly.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative must be chosen, issue 43299 is the closest to a recurring theme around Qwen3/Qwen3-VL MoE loading regressions, but it is still only a partial fit for the mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:43716", + "accept": false, + "reason": "Different bugs: Qwen3OmniMoe video-processing failure vs Mistral-3 image-preprocessor/model dtype mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Unrelated failures: BitNet packed-weight loading vs DiaConfig token-ID persistence." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU-offload device mismatch is unrelated to DiaConfig save/load token-ID loss." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are config attribute issues, but for different models and different missing fields; not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to Trainer GPU broadcast rejecting NoneType." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Different symptoms and code paths: missing PyTorch vs MacOS bus error on a CLIP model." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to T5/apex memory leak behavior." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both touch SigLIP2, but one is a docs example problem and the other is an implementation discrepancy; not the same concrete bug." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training request is unrelated to the custom trainer compute_loss signature regression." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task failure are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is missing pad_token_id and the other is from_config not unwrapping text_config; distinct bugs." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal is unrelated to the PEFT version bump issue." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression and num_labels propagation are different issues." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen models and different failures: video processing vs flash-attention generation." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading a specific model failing is unrelated to the offline-mode mistral regex patch issue." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch and ZeRO-3 gradient inflation are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE-layer discrepancy is unrelated to the qwen3_omni_moe helper function behavior." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting mm_token_type_ids and a Gemma4 multi-GPU OOM are not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen3 MoE loading regressions, but they affect different paths and failure modes; too broad to treat as one duplicate." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to the ZeRO-3 gradient issue." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2_5_VL import and missing Float8 storage type are unrelated runtime errors." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to inconsistent lm_head.weight serialization." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and flash_attn KeyError on Python 3.13 are different compatibility issues." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs example errors are unrelated to the processor.tokenizer / image-to-tokenizer regression." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization is unrelated to tokenization changes." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field model loading failure and CPU-offload device mismatch are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but with different root causes and code paths; not mergeable as one PR." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and unexpected _is_hf_initialized argument are separate regression types." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig token-ID persistence and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Beit legacy-field loading and BigBirdTokenizer special-token registration are different bugs." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM and a release-version pin issue are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and AutoModelForCausalLM.from_config text_config unwrapping are related only broadly, not the same concrete defect." + } + ] + }, + "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": 16, + "review_unit_index": 20, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:15354", + "issue:29942", + "issue:30333", + "issue:37428", + "issue:38175", + "issue:39401", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43606", + "issue:43688", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44315", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45405", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45701" + ], + "soft_pairs": [ + "issue:44792|issue:45405", + "issue:43606|issue:44112", + "issue:44521|issue:45290", + "issue:43994|issue:44493", + "issue:29942|issue:30333", + "issue:44464|issue:45584", + "issue:45084|issue:45520", + "issue:43844|issue:44964", + "issue:44554|issue:45446", + "issue:44568|issue:45701", + "issue:43688|issue:43873", + "issue:43540|issue:45200", + "issue:15354|issue:38175", + "issue:45072|issue:45198", + "issue:43232|issue:44849", + "issue:39401|issue:44568", + "issue:43278|issue:43701", + "issue:44315|issue:44849", + "issue:44554|issue:45356", + "issue:45200|issue:45325", + "issue:43295|issue:44610", + "issue:43334|issue:43525", + "issue:44898|issue:45412", + "issue:44466|issue:45127", + "issue:43493|issue:43701", + "issue:37428|issue:43957" + ], + "prepared_review_unit_hash": "a523895b82e2194eef7029e3cfb6650db7ad33b16932b7880862f3cc31d8402c", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35090, + "estimated_input_tokens": 8773, + "estimated_eval_tokens": 17802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous; the soft links are only surface-level similarities across tokenizer/chat-template, attention, or loading regressions. I did not find any pair that clearly represents the same underlying bug or change.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 45701 is the broadest umbrella-like report in the set and the best anchor if one must be chosen, but the cluster itself is not a clean duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "45701 is open, general, and has inbound references, so it is the most suitable representative issue despite weak evidence that the other items are true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A test failure in Janus is unrelated to a PEFT version pin issue; no shared bug or code path." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention device-related CI failures, but they affect different models and likely different execution paths." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but one is about zero assistant masks for multimodal inputs and the other is a crash on tool-call messages." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "These are different correctness problems: one is SigLIP2 inference quality, the other is unexpected position-id keys." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention CI failures and MLFlow job-reporting issues are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward and Whisper empty-transcription handling are different failures." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "A compilation error in template nodes and a Python 3.13 import_utils KeyError are not the same bug." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient inflation and a model-loading regression are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version-check bug in flex_attention are different issues." + }, + { + "left": "issue:44568", + "right": "issue:45701", + "accept": false, + "reason": "Both concern tokenization behavior, but one is a specific BOS/EOS regression and the other is a broad version-change complaint; not the same concrete bug." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization and quantization/offloading behavior are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Both are multimodal/model-input issues, but one is video processing in Qwen3OmniMoe and the other is Gemma 4 token-type defaults." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp support and SigLIP2 zero probabilities are unrelated." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "These are different regressions: dtype mismatch in inference versus Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and Qwen3.5 hidden-states output are distinct generation bugs." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer issues, but offset_mapping and add_special_tokens are separate concrete behaviors." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "A dtype drift between train/eval and a resume_from_checkpoint key mismatch do not describe the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel application and Qwen3.5 hidden-states output are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Attention correctness on MPS and Kimi-K2.5 tokenizer codec handling are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both involve multimodal metadata, but mm_token_type_ids defaults and RoPE position scaling are different code paths." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression and OmDet-Turbo image-size mismatch are not the same underlying bug." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "The errors look similar, but they affect different model configs and there is no evidence of a shared root cause beyond missing pad_token_id access." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied lm_head weights and LoRA merge collapse with extended vocab are different problems." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "An import error for flash attention helpers and meta-device model loading failures are different 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": 16, + "review_unit_index": 21, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43957", + "issue:43975", + "issue:43994", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44442", + "issue:44464", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44936", + "issue:44987", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45593" + ], + "soft_pairs": [ + "issue:43572|issue:44987", + "issue:43572|issue:43957", + "issue:43873|issue:44464", + "issue:43824|issue:43975", + "issue:43295|issue:43450", + "issue:43844|issue:44936", + "issue:43295|issue:43873", + "issue:38175|issue:45412", + "issue:44514|issue:44521", + "issue:44442|issue:45198", + "issue:43278|issue:43856", + "issue:43295|issue:43994", + "issue:37428|issue:43824", + "issue:38175|issue:43493", + "issue:42915|issue:43824", + "issue:43827|issue:43901", + "issue:43653|issue:44112", + "issue:43450|issue:43493", + "issue:44360|issue:44561", + "issue:43450|issue:43575", + "issue:44792|issue:45563", + "issue:45127|issue:45245", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:43819|issue:44112", + "issue:43262|issue:43450", + "issue:37428|issue:43425", + "issue:44610|issue:44857", + "issue:44857|issue:45593", + "issue:43278|issue:43825", + "issue:45290|issue:45381", + "issue:43606|issue:45083" + ], + "prepared_review_unit_hash": "083439898bcdce58b3e1b29b202f19a931da9d9c9607dda6491ad41862fa064c", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36646, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated bugs in import compatibility, model-specific inference regressions, processor/chat-template issues, training/memory problems, and docs/test cleanups. None of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a safe canonical: the items span unrelated regressions across import paths, processors, training, and documentation, and the proposed soft pairs do not describe the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative is needed, issue 44521 is the closest umbrella for the chat-template/multimodal subset, but it should not be treated as a cluster-wide duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Both involve v5-related model/config loading regressions, but one is a missing StableLmConfig pad_token_idx and the other is a transformers>=5.1.0 load failure for a specific checkpoint; different bugs." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "These are separate v5 loading/config issues: missing pad_token_idx vs meta-device model loading breakage." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization/offload behavior and chunked generation with compiled forward are different code paths and failure modes." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a missing Qwen2.5-VL symbol is unrelated to DeepSeek detokenization output corruption." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer/image handling regression is distinct from batched video processor shape errors." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 gradient explosion and trainer.evaluate() failing after train() are separate training-state problems." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor API regression and quantization/offloading failure are not the same underlying bug." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero probabilities and RT-DETR memory not being released are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template on multimodal inputs, but one is a batched padding=False crash while the other is assistant_mask generation returning zeros; different concrete failures." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure and Wav2Vec2 save/tokenization failure are distinct tokenizer bugs." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in evaluate() and Qwen3 MoE memory inefficiency are unrelated training/runtime issues." + }, + { + "left": "issue:43295", + "right": "issue:43994", + "accept": false, + "reason": "Processor/tokenizer regression is not the same as SigLIP2 nonsensical model outputs." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols in different modules and unrelated fixes." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 zero probabilities and HF-vs-JAX discrepancy are related by model family, but they are not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and missing Qwen2.5-VL import are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs around pipeline deprecations, but they cover different task pages and different stale references." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech device-override CI failure are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Batched video shape bug and SigLIP2 implementation discrepancy do not share the same underlying code path." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A DSA indexer activation issue and the removal of is_torch_fx_available breaking remote-code models are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video batch-shape handling and Qwen2-57B tensor-parallel OOM are different problems." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A janus test failure and a stale paged-generate warning are not the same bug." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings and a 2^24 category limit runtime error are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC from_latents/forward mismatch and a qwen3_omni_moe helper behavior issue are different model-specific bugs." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor and Whisper empty-transcription failure after token alignment are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent-path mismatch and GraniteSpeech CI device override issues have no common code path." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and batched video shape handling are unrelated processor bugs." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Flash-attention import breakage and Torch 2.10 incompatibility are separate compatibility issues." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch and LwDetrImageLoss AMP crash are different vision bugs." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA loss crash and D-FINE auxiliary-loss omission are unrelated model-training issues." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype regression and pipeline error-message/docs mismatch are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template crashes on tool-call messages and qwen2.5-vl vision_position_ids errors are different multimodal bugs." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and a qwen3_omni_moe helper function 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": 2, + "component_count": 16, + "review_unit_index": 22, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:43335", + "issue:43388", + "issue:43404", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43931", + "issue:44112", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45372", + "issue:45459", + "issue:45478", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712" + ], + "soft_pairs": [ + "issue:44448|issue:44743", + "issue:45200|issue:45588", + "issue:43335|issue:43550", + "issue:44462|issue:44561", + "issue:44561|issue:44779", + "issue:37428|issue:44351", + "issue:43611|issue:43931", + "issue:43388|issue:43526", + "issue:39692|issue:43526", + "issue:43819|issue:44493", + "issue:45310|issue:45478", + "issue:43335|issue:43653", + "issue:29942|issue:32090", + "issue:43404|issue:45200", + "issue:44855|issue:45083", + "issue:44292|issue:45520", + "issue:39692|issue:44493", + "issue:43335|issue:43504", + "issue:43550|issue:44112", + "issue:43335|issue:45083", + "issue:44448|issue:44779", + "issue:38175|issue:44493", + "issue:43335|issue:45072", + "issue:44977|issue:45229", + "issue:43720|issue:44112", + "issue:45459|issue:45712", + "issue:43335|issue:45593", + "issue:44568|issue:45491", + "issue:44448|issue:44977", + "issue:29127|issue:32090", + "issue:43606|issue:44857", + "issue:40444|issue:43526", + "issue:44857|issue:45072", + "issue:45372|issue:45588", + "issue:34689|issue:35141", + "issue:44977|issue:45563" + ], + "prepared_review_unit_hash": "46f1592943c14f0202b34c0f0dace142d75a82c29ab3854622a93b1c5a12e0cd", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38872, + "estimated_input_tokens": 9718, + "estimated_eval_tokens": 19692 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a mix of unrelated issues across different models and subsystems. Only one soft pair looks like a true duplicate: the repeated Qwen3.5 MoE from_pretrained error report.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45310 is the earlier, clearer report of the same Qwen3.5 MoE from_pretrained regression as 45478, and it already has inbound reference activity.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the best representative issue because it is the earliest duplicate in the only true duplicate pair and has slightly stronger discussion/reference signals.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different models and different failure modes: Pegasus output drift vs Qwen3.5 recurrent-state reset." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Both mention attention-related code paths, but the bugs are unrelated: Gemma4 token-type handling vs flash_attention.py handling of s_aux=None." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different architectures and bugs: SwitchTransformers config creates sparse layers incorrectly, while Bamba fails under torch.compile with SDPA." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer file resolution and removal of is_torch_fx_available are unrelated issues." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "One is a trust_remote_code break from a removed helper; the other is DeepSeek tokenizer behavior in v5." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different code paths; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading failures, but one concerns base_model_prefix compatibility and the other a concrete Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Mask2Former metric gathering and BEiT label reduction are different components with different defects." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation example errors in SigLIP2 are unrelated to BEiTImageProcessorFast label reduction." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent decoding mismatch and unexpected position-id keys are different model behaviors." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE from_pretrained error, same version range, same underlying regression." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a Trainer GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45200", + "accept": false, + "reason": "Mistral3 lm_head tying and Gemma4 mm_token_type_ids are different model-specific issues." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 decorator parsing failure is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and flash_attn import lookup on Python 3.13 are different problems." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc example errors are unrelated to the widespread unexpected position-id key issue." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers config and BEiT preset loading fail for different reasons and in different code paths." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba compile/SDPA failure and GraniteSpeech CI device-override flakiness are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Sparse-layer config bug is unrelated to qwen3_omni_moe output-length helper behavior." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different models and different regressions: Pegasus v4/v5 output drift vs DeepSeek tokenizer correctness in v5." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to the position-id key warning across many models." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers config bug is unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug and Gemma4 multi-GPU OOM are different failure modes." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight loading in BitNet and GraniteSpeech CI device override are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Protobuf error masking in tokenizers and dummy_pt_objects cleanup are different maintenance bugs." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and D-FINE auxiliary-loss disabling are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token insertion and Gemma3 NaN embeddings are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 vision loading breakage and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and a stale warning for num_return_sequences are not the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The selected duplicate pair (issue:45310, issue:45478) is well supported by the packet: identical titles, same model area, close timing, and asymmetric inbound reference activity. The rejected soft pairs are phrased conservatively and do not overclaim duplicate status. No PR-pair mergeability issue applies here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 23, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:25251", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:35141", + "issue:36010", + "issue:37428", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43550", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44493", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45083", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45698" + ], + "soft_pairs": [ + "issue:43701|issue:45083", + "issue:43927|issue:45698", + "issue:43550|issue:45083", + "issue:43066|issue:44462", + "issue:43412|issue:45588", + "issue:45245|issue:45563", + "issue:43873|issue:44493", + "issue:29942|issue:35141", + "issue:45372|issue:45459", + "issue:36010|issue:37428", + "issue:44448|issue:44466", + "issue:43065|issue:45412", + "issue:25251|issue:32090", + "issue:43278|issue:43381", + "issue:44857|issue:45588", + "issue:44451|issue:45520", + "issue:43653|issue:44743", + "issue:44186|issue:45198", + "issue:43976|issue:45440", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:44361|issue:45198", + "issue:43421|issue:45491", + "issue:42915|issue:42994", + "issue:44871|issue:44977", + "issue:43065|issue:43994", + "issue:29942|issue:30064", + "issue:44206|issue:44479" + ], + "prepared_review_unit_hash": "ee8e090beb1c57afed43952a9641959346ea7ee2ef41f76bd84d28c11a9b868d", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36055, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a false-positive cluster: the issues span unrelated tokenizer, export, quantization, Flash Attention, and model-specific regressions. None of the soft-linked pairs look like true duplicates or the same underlying fix.", + "confidence": 0.28, + "canonical_issue_reason": "Issue 45083 is the weakest-but-most-central anchor in the soft-similarity graph, but the surrounding issues are not actually duplicates; this cluster is heterogeneous rather than a single bug family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45083 is the best available representative only because it has repeated soft links; however, it should not be treated as a true canonical for deduping.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Different failures: checkpoint resume key mismatch vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one loses custom token IDs while the other loads the wrong custom module; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA model regression is unrelated to a qwen helper function output-length issue." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder type mismatch and ignoring tokenizer.json are different load-path bugs." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executable export failure and flash_attention AttributeError on s_aux=None are unrelated code paths." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality runtime error is unrelated to a stale warning for num_return_sequences." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization/offloading bug and unexpected position-id key are different issues." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures do not match a post_init embedding reinitialization bug." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "One is a missing dependency import error; the other is error-masking in tokenizer exception handling." + }, + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and different fixes." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Model output drift and lm_head serialization inconsistency are related only at a high level, not the same concrete bug." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to an RT-DETR memory leak." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting and trainer _gpu_broadcast_one NoneType errors are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval-mode dtype change and gradient checkpointing in eval are separate training/eval regressions." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Float16 AMP CUDA crash in loss code is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model loading failure for one repo and Python 3.13 flash_attn import lookup failure are different problems." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration and recurrent cache-state reset are not the same issue." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/saving failures affecting different model families and paths." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepSeekV3 implementation divergence are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference regression and RT-DETR memory retention are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different model-specific bugs." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor updates and Gemma3 NaN embeddings are different subsystems." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Quantization config failure and quantized model saving failure are both quantization-related but not the same underlying bug." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Inconsistent eos_token_id config and flash-attention generation regression are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and SigLIP2 bad outputs are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing failure are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in a feature extractor and Qwen video-input regression are different regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 24, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43329", + "issue:43334", + "issue:43381", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43756", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44464", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45593" + ], + "soft_pairs": [ + "issue:44734|issue:45406", + "issue:33357|issue:39692", + "issue:44610|issue:45412", + "issue:29127|issue:34567", + "issue:45103|issue:45372", + "issue:43873|issue:45229", + "issue:43756|issue:45440", + "issue:45372|issue:45406", + "issue:43723|issue:44554", + "issue:43278|issue:43575", + "issue:43278|issue:43329", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:41720|issue:45229", + "issue:45440|issue:45593", + "issue:29942|issue:36010", + "issue:43824|issue:44279", + "issue:32090|issue:33357", + "issue:43334|issue:43531", + "issue:43526|issue:44186", + "issue:44977|issue:45245", + "issue:43526|issue:44857", + "issue:42915|issue:43931", + "issue:43441|issue:45588", + "issue:44464|issue:45491", + "issue:43262|issue:44206", + "issue:44743|issue:44811", + "issue:43526|issue:44610", + "issue:44442|issue:45072" + ], + "prepared_review_unit_hash": "dd8bf60ae46b839da652151f4049d4f56f0205e93fa3911e49404b61079e531f", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36482, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not contain any strong duplicate pairs: the issues span unrelated models, processors, attention paths, tokenizer/import problems, and memory/loading regressions. All soft edges were rejected. There are no PRs in the set.", + "confidence": 0.97, + "canonical_issue_reason": "No real duplicate canonical stands out because the issues are unrelated; if one issue must be chosen as the anchor, issue #43873 is the broadest and most active item, but it is not actually representative of the others as a duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43873 is the best single representative only because it is open, discussion-heavy, and broadly framed; however, it is not a true cluster canonical since the rest of the items do not describe the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different subsystems and failures: KV-cache continuation indexing in serve vs Gemma4 processor initialization missing _tokenizer." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Both are CLIP/SigLIP-adjacent only at a high level; one is a Mac bus error, the other is a doc example/model-processor mismatch and quantization failure." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor output size mismatch versus a model memory leak are unrelated bugs." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 box-content error messaging and TrainerState token counting are unrelated issues." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring future-annotations crash is unrelated to Gemma4 processor loading/import failure." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both mention memory/placement, but one is quantization offloading behavior and the other is multi-GPU OOM for a specific model; not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different models and different correctness problems: RoPE layer selection versus DeepSeekV3 implementation divergence." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4, but one is a mistral_common import dependency issue and the other is a serve-time processor attribute error." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading regression versus an MPS attention correctness issue; no shared code-path." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in eval mode is unrelated to tensor-parallel OOM on Qwen2-57B." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Different bugs: dtype change in evaluate versus undefined video-token helper/merge_size in multimodal token counting." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related, but one is a BigBird special-token registration issue and the other is AutoTokenizer failing for a specific tokenizer class." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Different model families and symptoms: Qwen3 auto device mapping asserts on A800, while Gemma4 hits multi-GPU OOM." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 implementation divergence is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "FlashAttention test failures and GenerationMixin import errors are unrelated regressions." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific missing symbol import versus a vague dependency issue; not enough evidence of the same underlying bug." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer NoneType broadcast error and MacOS CLIP bus error are unrelated failures." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id attribute error and Qwen3-MoE sliding_window behavior are different code paths." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BEiT label reduction bug and LayoutLMv2 NER padding/truncation crash are different processor/tokenizer issues." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug and category-count runtime limit are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BEiT label handling and LwDetrImageLoss AMP/CUDA crash are not the same defect." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different loading/configuration problems." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but they describe different failures, models, and triggers; too broad to merge as one bug." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Gemma3 sliding-window NaN embeddings." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate default and a feature extractor unsupported argument are different audio-processing bugs." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset bug and Whisper batch_decode skip_special_tokens bug are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44610", + "accept": false, + "reason": "Different image-processing/model-loading bugs; no shared underlying defect." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "AutoTokenizer loading failure for one tokenizer class is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel inference." + } + ] + }, + "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": 16, + "review_unit_index": 25, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:29127", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42907", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45216", + "issue:45229", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698" + ], + "soft_pairs": [ + "issue:43452|issue:45588", + "issue:43575|issue:43701", + "issue:29127|issue:35141", + "issue:43646|issue:44077", + "issue:45072|issue:45229", + "issue:43575|issue:44387", + "issue:44977|issue:45584", + "issue:45588|issue:45600", + "issue:33357|issue:38175", + "issue:43316|issue:43525", + "issue:44479|issue:45290", + "issue:44964|issue:45440", + "issue:43761|issue:44079", + "issue:43931|issue:45216", + "issue:42907|issue:45698", + "issue:39692|issue:45491", + "issue:33290|issue:34567", + "issue:34689|issue:43611", + "issue:44442|issue:44898", + "issue:43761|issue:44188", + "issue:43493|issue:43827", + "issue:43381|issue:43873", + "issue:44568|issue:45479", + "issue:43550|issue:44743", + "issue:43295|issue:45584", + "issue:43994|issue:44206" + ], + "prepared_review_unit_hash": "b511ce5408a86b15c38fcb41f3f09ae15e8100554fb9f86b962b2f472e8903d0", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35627, + "estimated_input_tokens": 8907, + "estimated_eval_tokens": 18070 + }, + "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-loading, tokenizer, regression, or memory issues. None of the soft edges look like true duplicates or mergeable PR-equivalents, so all soft links should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the closest thing to a hub because it has the most inbound references and is the broadest memory/quantization/offloading report; still, it is only a weak canonical since the cluster is mostly unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single representative by breadth and reference count, but only narrowly so because the surrounding issues span many different subsystems and bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "Different bugs: gguf/from_pretrained tokenizer loading vs flash-attention crashing on sink-less models." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "One is tensor-parallel OOM on model load; the other is a resume_from_checkpoint key mismatch. Different code paths." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging on bad boxes is unrelated to token embedding resize reinitialization in post_init." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both mention init/post_init, but one is a broad custom model init regression and the other is a patchtsmixer-specific post_init API constraint. Not the same bug." + }, + { + "left": "issue:45072", + "right": "issue:45229", + "accept": false, + "reason": "dtype mismatch in bfloat16 inference and multi-GPU CUDA OOM are different failure modes and likely different fixes." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both involve OOM, but one is TP load OOM for Qwen2 and the other is increased reserved memory under int4 quantization. Too broad to be duplicates." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue and Whisper empty-transcription failure are unrelated model-specific bugs." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "flash_attention.py sink-less-model crash is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "Both are SigLIP/CLIP-family, but bus error on macOS and zero probabilities are distinct symptoms and code paths." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and missing pad_token_id on Llama4Config are different config-level regressions." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression for Qwen variants is unrelated to apply_chat_template crashing on tool-call assistant messages with no content." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal load failure and DeepSeekV3MoE implementation divergence are different model families and different bugs." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Hidden_states not returned in CLIPVisionModel.forward and ModelOutput key assignment semantics are different layers of the stack." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on model load and save_pretrained producing incorrect Qwen3.5 checkpoints are related only broadly to loading/saving, not the same defect." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are separate persistence bugs." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "Docs/example errors for SigLIP2 and Gemma3 NaN embeddings are unrelated issues." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Adafactor+DeepSpeed OOM and TrainerState.num_input_tokens_seen not updating are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading regressions, but one is a specific Llama3.2 vision model issue and the other is a generic base_model_prefix handling change." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading and Perceiver non-default-resolution inference are unrelated model/tokenizer bugs." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to attention-kernel divergence under torch.compile." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs docs still referencing pipeline() are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization/offloading memory behavior are different concerns." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token insertion bug and zero-loss classification behavior are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and recurrent-state reset in Qwen3.5 modular code are different bugs." + }, + { + "left": "issue:43295", + "right": "issue:45584", + "accept": false, + "reason": "Custom processor/tokenizer regression and Whisper empty-transcription failure are not the same underlying issue." + }, + { + "left": "issue:43994", + "right": "issue:44206", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and LasrFeatureExtractor unsupported center arg crash are different failures." + } + ] + }, + "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": 16, + "review_unit_index": 26, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:36010", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43720", + "issue:43742", + "issue:43825", + "issue:43856", + "issue:43873", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45137", + "issue:45200", + "issue:45372", + "issue:45584", + "issue:45656", + "issue:45759" + ], + "soft_pairs": [ + "issue:43316|issue:45759", + "issue:41628|issue:45372", + "issue:43720|issue:44442", + "issue:43643|issue:44913", + "issue:32090|issue:33290", + "issue:44190|issue:44496", + "issue:43873|issue:44871", + "issue:34689|issue:36010", + "issue:43381|issue:43856", + "issue:44077|issue:44479", + "issue:44855|issue:45137", + "issue:33290|issue:45656", + "issue:43540|issue:44514", + "issue:43316|issue:44877", + "issue:29127|issue:33357", + "issue:43381|issue:43742", + "issue:42175|issue:43316", + "issue:43404|issue:43441", + "issue:33290|issue:34689", + "issue:44162|issue:44792", + "issue:25251|issue:28282", + "issue:41950|issue:43475", + "issue:43232|issue:43388", + "issue:43295|issue:43825", + "issue:44871|issue:45584", + "issue:45127|issue:45200", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:43295|issue:44871" + ], + "prepared_review_unit_hash": "5f37eb78e498b445b52d0d1600773fa0ed878f7d7bf8c4d3a8181fde4ab45350", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36559, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: it mixes unrelated regressions in config loading, multimodal processors, generation, and distributed training. None of the soft edges look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.92, + "canonical_issue_reason": "If one issue must anchor the cluster, issue 43316 is the best fit because it is a concrete config/API mismatch and is the most central item among the few config-loading similarities in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43316 is the strongest representative of the repeated config/model-loading theme and appears in multiple soft similarities, even though the overall cluster is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Related to multimodal config handling, but one is a Gemma3TextConfig API discrepancy and the other is a Qwen composite-config unwrap issue; different models and failure modes." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import-related, but AutoImageProcessor import failure and missing ReasoningEffort in Gemma 4 processor loading are separate dependency/path problems." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight loading in accelerate versus AutoTokenizer failing to load a specific tokenizer are unrelated code paths." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both concern config objects, but missing fields with trust_remote_code and rotary_pct resetting on reload are different bugs." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType GPU broadcast in Trainer and OOM with Adafactor/DeepSpeed are distinct training failures." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "A local dataset loading script issue and an unrecognized model/config.json issue are not the same underlying bug." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma eos_token_id config inconsistency are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "One is a Llama vision model-loading regression; the other is a GenerationMixin import error. Same library area, different problem." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing in eval mode and Qwen3 MoE memory inefficiency are different training/runtime issues." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init restrictions and Qwen video-input regression are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing failure and DeepSpeed ZeRO3 deque pop error are separate defects." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both involve DeepSpeed/optimizers, but OOM with Adafactor and optimizer.step being called twice are different bugs." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both hit multimodal/video processing, but Qwen3OmniMoe video-input ValueError and Qwen2_5_VL batched chat-template crash are different code paths." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading issues, but Gemma3TextConfig API mismatch and strict loading of granite_speech config are not the same bug." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-content error messaging and a MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43742", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior and MobileLLM loading key error are separate issues." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Pip extras/backend packaging for TensorFlow versus Gemma3TextConfig API discrepancy are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Both are Mistral-family, but weight tying in Mistral3ForConditionalGeneration and FlashAttention failure in Ministral-3 are different concrete problems." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "DeepSpeed OOM with Adafactor and Llama 3.2 Vision model loading regression are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus test failure for image generation do not share the same underlying bug." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting bug and AutoModel missing PyTorch import are completely unrelated." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Both concern video/image processor behavior, but video-classification using image processors and missing fpn_position_embeddings in SAM3Video are different defects." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "update_model_kwargs_for_generation after sync_gpus and gather_for_metrics dropping labels are separate distributed-training bugs." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor.tokenizer/images regression and pipeline translation-task error messaging are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure after align_special_tokens are different tokenization/generation issues." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and missing mm_token_type_ids default zeros are different multimodal/model-update bugs." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are different issues." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "A processor/tokenizer regression and a Gemma eos_token_id config inconsistency do not describe 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": 2, + "component_count": 16, + "review_unit_index": 27, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:33290", + "issue:35141", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43335", + "issue:43452", + "issue:43575", + "issue:43646", + "issue:43673", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44936", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698" + ], + "soft_pairs": [ + "issue:43673|issue:44743", + "issue:43761|issue:44479", + "issue:33290|issue:35141", + "issue:33290|issue:36331", + "issue:43065|issue:44617", + "issue:43452|issue:44496", + "issue:43575|issue:43742", + "issue:44936|issue:45698", + "issue:43646|issue:44913", + "issue:42617|issue:43575", + "issue:43761|issue:44242", + "issue:43575|issue:43873", + "issue:44077|issue:44534", + "issue:43931|issue:44060", + "issue:44464|issue:44871", + "issue:44479|issue:44734", + "issue:44617|issue:45584", + "issue:43065|issue:44610", + "issue:43827|issue:43994", + "issue:43906|issue:45290", + "issue:44792|issue:44977", + "issue:44534|issue:44913", + "issue:41720|issue:45245", + "issue:44190|issue:44964", + "issue:44792|issue:45600", + "issue:44855|issue:45588", + "issue:44521|issue:45381", + "issue:45127|issue:45357", + "issue:43335|issue:44855" + ], + "prepared_review_unit_hash": "a4f1e2ac804a00a5d2fcc38305b8c908f2315909b33f88f44ccb93d579ac988f", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35846, + "estimated_input_tokens": 8962, + "estimated_eval_tokens": 18180 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items cover unrelated model-loading, generation, trainer, multimodal, and docs regressions. None of the soft-pair candidates look like true duplicates, and there are no PRs in the set.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43646 is the broadest, most general regression title in the set and is the closest representative umbrella, but the other issues still describe distinct bugs rather than one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single representative for the cluster because it is a general v5 initialization regression, but it does not actually subsume the rest of the issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Different code paths: missing cache in GenerationMixin during chunked prefill vs recurrent state reset in modular_qwen3_5." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to the Qwen video-input regression." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed is a training-memory issue; token-embedding reinitialization in post_init is a model-init bug." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "Optimizer OOM and CustomTrainer kwarg TypeError are unrelated failures." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy conv in Sam3PixelDecoder is a model-architecture issue, while Sam3Video OOM is a memory-capacity problem." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading regression and missing model_type in config.json are different loader failures." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM for a large Qwen model is not the same as a key error when loading MobileLLM." + }, + { + "left": "issue:44936", + "right": "issue:45698", + "accept": false, + "reason": "trainer.evaluate() after train() is a trainer-state bug; wrong custom module loaded after save_pretrained is a serialization/import bug." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Broad v5 custom-init breakage is not the same as GPTNeoXConfig rotary_pct resetting on reload." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen tp OOM are different issues with no shared code path shown." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden_states bug is unrelated to load balancing loss not being added in MoE routing." + }, + { + "left": "issue:43575", + "right": "issue:43873", + "accept": false, + "reason": "Large-model tp OOM and quantization offloading behavior are distinct memory-management problems." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init enforcement for patchtsmixer and non-persistent buffer junk in v5 are separate regressions." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to the Qwen3-Next tied-weights warning involving dt_bias." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Compiled-forward chunked-generation inconsistency and Gemma eos_token_id config mismatch are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen models and serve KV-cache continuation indexing are separate code paths." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video CUDA OOM is unrelated to Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() and Siglip2 nonsensical outputs are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "Isolated reproduction of another issue and chat-template tool-call crash are not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different model-specific regressions." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Junk-filled non-persistent buffers and GPTNeoX rotary_pct reload behavior do not share the same failure mechanism." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto-device-map cudaErrorAssert and category-count overflow are unrelated runtime errors." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in an example script and Phi-4 multimodal model loading are separate problems." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure and stale auto_mappings references are unrelated CI/model-loading issues." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 JIT parsing/IndentationError and flash_attention s_aux=None crash are different bugs." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in multimodal chat templates are unrelated to wrong vision_position_ids in Qwen2.5-VL video input." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocab/tied embeddings and incorrect visual encoder keys on save_pretrained are distinct save/merge regressions." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and the DebertaV2 Python 3.13 import/parsing error are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 28, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43643", + "issue:43644", + "issue:43650", + "issue:43761", + "issue:43976", + "issue:44077", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44464", + "issue:44466", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44743", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45362", + "issue:45375", + "issue:45406", + "issue:45446", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632" + ], + "soft_pairs": [ + "issue:44938|issue:45542", + "issue:44077|issue:44877", + "issue:43976|issue:44855", + "issue:43644|issue:44913", + "issue:43550|issue:44190", + "issue:43761|issue:44743", + "issue:43540|issue:44734", + "issue:43650|issue:44220", + "issue:45276|issue:45584", + "issue:44112|issue:45600", + "issue:43116|issue:44190", + "issue:43295|issue:45276", + "issue:43335|issue:44190", + "issue:45245|issue:45584", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:43479|issue:45375", + "issue:44933|issue:45362", + "issue:44734|issue:45632", + "issue:44464|issue:45563", + "issue:44186|issue:44734", + "issue:38175|issue:43065", + "issue:44561|issue:45632", + "issue:44683|issue:45446", + "issue:44466|issue:44913", + "issue:44246|issue:45003", + "issue:36246|issue:38617", + "issue:45406|issue:45632", + "issue:43643|issue:44496", + "issue:45563|issue:45584" + ], + "prepared_review_unit_hash": "4b81ed433996f093d0290cebef2c8ccb23432f38ee5e3f3aff4d943e1d00a266", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36765, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are unrelated bugs/regressions across different models, configs, and runtime paths. None of the soft-similarity pairs are strong enough to be treated as duplicates, so all should be kept separate.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated import errors, config regressions, generation bugs, CI failures, and model-specific issues, so any choice would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global duplicate target for the cluster because there is no shared underlying bug/change across the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Different failures in different areas: Python 3.14 import/load issue vs tensorboard-without-TensorFlow backend error." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "One is about disallowing optional post_init in PatchTSMixer; the other is a strict-config loading problem for granite_speech." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Unrelated runtime incompatibilities: version support regression vs a Python 3.13 IndentationError in DebertaV2Model import." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Different state-persistence bugs: non-persistent buffers in v5 vs GPTNeoXConfig rotary_pct not round-tripping." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba SDPA/torch.compile failure is unrelated to local-dataset loading in the image-classification example script." + }, + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "Different model paths and symptoms: CLIPVision hidden_states regression vs Qwen3.5 recurrent-state reset with cache." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Both involve multimodal/serve code, but the concrete bugs differ: Qwen3OmniMoe video processing vs KV-cache tensor indexing in serve." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Vague data-related complaint vs a specific _torch_extract_fbank_features() bug; no shared underlying defect." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings tying issue is not the same as Whisper failing on empty transcription after align_special_tokens." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Different CI/runtime issues: stale GraniteSpeech device override test vs broken auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Classification example bug and local dataset loading bug are separate example-script failures with different code paths." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to Gemma4 token embedding resize propagation." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer initialization bug is unrelated to the image-classification local dataset loader issue." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-cardinality runtime error and Whisper empty-transcription failure are unrelated generation/input-processing bugs." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and modules; no shared code-path is evident." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight-tying in Mistral3ForConditionalGeneration is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Phi4Multimodal default-config initialization is a different bug from Qwen3_5MoeVisionConfig losing a field under @strict." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing image_utils import and Qwen3.5 chat crash are unrelated, despite both touching model-loading paths." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve KV-cache indexing crash is unrelated to trust_remote_code cache-path collisions." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as a stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/truncation crash and serve KV-cache indexing bug affect different components and failure modes." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Siglip2 zero probabilities and Sam3PixelDecoder dummy Conv2d are unrelated model-specific issues." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is unrelated to local-model cache-path collisions." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention, but one is a torch>=2.9 compile failure and the other is an incorrect version check for AuxRequest import; different bugs." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Different serialization behaviors: tied lm_head.weight inconsistency vs GPTNeoXConfig rotary_pct not persisting." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import performance issue is not the same as unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Two import errors, but they involve different missing exports in different modules and do not indicate the same root cause." + }, + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to trust_remote_code cache-path collisions." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields with trust_remote_code in AutoConfig is a different issue from an unrecognized model/config.json model_type error." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate() is not the same as Whisper failing on empty transcription after token alignment." + } + ] + }, + "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": 16, + "review_unit_index": 29, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:41950", + "issue:42175", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43827", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44683", + "issue:44933", + "issue:44964", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45759" + ], + "soft_pairs": [ + "issue:41950|issue:44016", + "issue:44964|issue:45600", + "issue:42907|issue:43441", + "issue:43388|issue:43688", + "issue:43295|issue:45335", + "issue:44112|issue:44964", + "issue:44496|issue:45042", + "issue:43854|issue:44964", + "issue:44016|issue:44220", + "issue:43673|issue:44336", + "issue:43299|issue:45216", + "issue:43531|issue:45600", + "issue:42175|issue:44279", + "issue:43526|issue:43901", + "issue:45335|issue:45584", + "issue:44075|issue:44368", + "issue:43381|issue:45593", + "issue:43299|issue:45357", + "issue:44496|issue:45759", + "issue:41950|issue:45020", + "issue:43901|issue:44496", + "issue:44016|issue:44062", + "issue:44242|issue:45200", + "issue:43577|issue:45216", + "issue:43976|issue:45405", + "issue:44351|issue:45278", + "issue:43824|issue:44933", + "issue:43388|issue:43827", + "issue:43479|issue:43525", + "issue:44683|issue:45542" + ], + "prepared_review_unit_hash": "bbf5891558fe2f0cb875d59460942d80c0b8712b3cf0fe873fdfa799328dcf79", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36067, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated Transformers regression reports that only share broad subsystem or model-family similarity. I found no soft-edge pair that clearly represents the same concrete bug or change, so I would not merge any of the candidates as duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45020 is the best umbrella candidate: it is open, broad, and captures the recurring theme of recent-version regressions affecting model loading and remote-code paths better than the narrower one-off reports.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the most representative issue for the cluster, but it is still too broad to serve as a true duplicate target for many of the more specific model/config regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Different bugs: one is a pipeline processor lookup problem, the other is a notebook syntax error." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated model-load failure vs stale auto-mappings reference; same repo area, different concrete issue." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both involve Ministral, but one is save/export of dequantized models and the other is FlashAttention loading; not the same bug." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Distinct training/evaluation issues affecting different code paths and model families." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Both are regressions, but one is a processor/tokenizer API break and the other is a resize_token_embeddings bug in t5gemma." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI device-override test failure is not the same as a Phi-4 multimodal loading regression." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: generic model-type resolution vs PIL image processor torchvision dependency regression." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading issues, but they involve different models and different failure modes." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and fbank feature extraction bug are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression and ANSI output formatting are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both touch Qwen models, but one is MoE loading and the other is save_pretrained serialization." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to stale auto_mappings references." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Package/backend dependency complaints, but not the same dependency or code path." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Label reduction in BeitImageProcessorFast is unrelated to a pipeline doc mismatch." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Token embedding resize bug and Whisper empty-transcription generation failure are different code paths." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling and a config warning about tied embeddings are not the same defect." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior and D-FINE auxiliary-loss handling are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but the first is a load regression and the second is a save_pretrained key serialization bug; not clearly the same fix." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both involve model/config resolution, but one is an unrecognized model error and the other is unwrapping text_config for multimodal configs." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Broad Transformers regressions, but one is a specific pipeline processor lookup bug and the other is a generic remote_code complaint." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Pipeline docs mismatch and model type recognition failure are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different model/training features: router-logit load-balancing loss vs Gemma 4 multimodal token type IDs." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP-2 dtype propagation and Qwen3.5 save_pretrained serialization are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility and an unreleased dependency pin are different release-management problems." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "HybridCache missing import is a specific symbol regression; 45278 is a broad import-errors report, not the same concrete bug." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Specific Qwen2.5-VL import failure vs a different missing image_utils import; too different to merge." + }, + { + "left": "issue:43388", + "right": "issue:43827", + "accept": false, + "reason": "Metric gathering logic bug and docs referencing removed pipeline APIs are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi-4 multimodal config defaulting and Llama4 missing pad_token_id are different config bugs." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch 2.9 and TensorBoard/TensorFlow backend packaging are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 30, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43650", + "issue:43653", + "issue:43723", + "issue:43784", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44297", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45081", + "issue:45276", + "issue:45290", + "issue:45325", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45712" + ], + "soft_pairs": [ + "issue:44462|issue:45081", + "issue:44279|issue:45405", + "issue:43299|issue:43854", + "issue:39692|issue:43901", + "issue:41950|issue:43650", + "issue:32090|issue:35141", + "issue:44297|issue:44462", + "issue:43295|issue:44779", + "issue:38175|issue:44617", + "issue:43976|issue:44279", + "issue:44462|issue:44779", + "issue:44521|issue:45325", + "issue:43976|issue:44987", + "issue:45600|issue:45712", + "issue:43450|issue:44279", + "issue:43065|issue:44898", + "issue:42994|issue:43317", + "issue:44466|issue:45276", + "issue:44261|issue:44263", + "issue:43441|issue:44683", + "issue:43650|issue:45290", + "issue:43723|issue:44162", + "issue:44623|issue:45397", + "issue:43784|issue:45542", + "issue:44623|issue:44749", + "issue:44671|issue:44779", + "issue:43653|issue:45593", + "issue:44987|issue:45542", + "issue:43901|issue:43994", + "issue:43122|issue:43650", + "issue:44361|issue:45593" + ], + "prepared_review_unit_hash": "666c747a61bcd5f39d86eca2a3a8df835a3456f370841a6c42012f690001f4be", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36959, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the soft pairs span unrelated tokenizer, processor, model-loading, attention, quantization, dependency, and CI/docs problems. No pair looks like a true duplicate that should be merged.", + "confidence": 0.91, + "canonical_issue_reason": "No safe canonical issue: the set mixes multiple unrelated regressions, so collapsing them into one issue would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the strongest standalone report in the set: it is active, well-discussed, and has a concrete multimodal assistant_masks reproduction.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading bug vs regex-patch crash; different code paths and failure modes." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue vs PEFT version bump; unrelated problems." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different models and failures: Qwen3VL load regression vs GLM-4.7-Flash unit-test loading issue." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs, but they cover different pipelines and different mistakes." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Video-classification processor bug vs a nonspecific placeholder issue; not the same bug." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error vs embedding reinitialization after resize; unrelated code paths." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs AutoTokenizer ignoring tokenizer.json; separate save/load bugs." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor.tokenizer regression vs Deepseek tokenization change; different concrete failures." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero-probabilities bug vs Sam3Video CUDA OOM; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python-version support regression vs dependency issue; not the same problem." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related, but one is tokenizer.json loading and the other is Deepseek tokenization behavior." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "assistant_masks all-zero bug vs Qwen2.5-VL rope-index scaling; distinct multimodal paths." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python 3.9/3.10 compatibility bug vs loading physical-intelligence/fast; unrelated." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "auto_mappings cleanup failure vs leftover dummy classes; different CI/code-hygiene issues." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor shape bug vs generic dependency issue; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs Perceiver non-default-res interpolation failure; different models." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized save failure vs dequantized offload load failure; same broad area but different concrete paths." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "lm_head serialization inconsistency vs resize_token_embeddings not updating outputs; different weight-handling bugs." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM-related issues: missing rms_norm_eps precision drift vs torch.split return handling." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Different attention backend regressions: FlashAttention on Ministral-3 vs compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Nonspecific placeholder issue vs chat-template crash on tool-call messages; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading bug vs ESM2 model breakage; not the same issue." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "processor.save_pretrained missing files vs gemma-4 zero3 from_pretrained; different save/load failures." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import-time NameError in sentence-transformers vs tensorboard/TensorFlow backend error; unrelated dependency issues." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save regression vs filtering slowdown after upgrade; not the same bug." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM prediction bug vs Deepseek tokenizer output regression; model bug vs tokenizer bug." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token bug vs D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model-load regression vs tensorboard/TensorFlow backend error; unrelated." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch in TextClassificationPipeline vs a real SigLIP2 model/pipeline output bug; different issues." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer behavior change vs placeholder issue; unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs D-FINE denoising-loss 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": 2, + "component_count": 16, + "review_unit_index": 31, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:43262", + "issue:43295", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43673", + "issue:43761", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44291", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44462", + "issue:44485", + "issue:44496", + "issue:44521", + "issue:44561", + "issue:44589", + "issue:44617", + "issue:44661", + "issue:44857", + "issue:44871", + "issue:44964", + "issue:45250", + "issue:45356", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45759" + ], + "soft_pairs": [ + "issue:44016|issue:44291", + "issue:43262|issue:44521", + "issue:43475|issue:44016", + "issue:44297|issue:45397", + "issue:43673|issue:43761", + "issue:43525|issue:45759", + "issue:44188|issue:44336", + "issue:43525|issue:43881", + "issue:44589|issue:45362", + "issue:43295|issue:44617", + "issue:42491|issue:43299", + "issue:41628|issue:43976", + "issue:43901|issue:44246", + "issue:43352|issue:45250", + "issue:44336|issue:44373", + "issue:16998|issue:22355", + "issue:44242|issue:45593", + "issue:44295|issue:45397", + "issue:44661|issue:45542", + "issue:41950|issue:44220", + "issue:44246|issue:44496", + "issue:44462|issue:45356", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44336|issue:44485", + "issue:43673|issue:44561", + "issue:43824|issue:43976", + "issue:43976|issue:44964", + "issue:44246|issue:44871", + "issue:44242|issue:44857" + ], + "prepared_review_unit_hash": "d34538227e459fff30a4ed761785172771e73a3eef476d347531b181f372a528", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36530, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues were grouped together; the only real commonality is broad transformer import/loading regressions. No soft pair looks like the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43824 is the strongest representative: it has the highest discussion/reference activity and is a concrete, user-facing import regression.", + "canonical_pr_reason": null, + "best_issue_reason": "43824 is the most actionable and widely-reported issue in an otherwise heterogeneous set, so it is the best single issue representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated failures." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is an audio sampling-rate default and the other is multimodal assistant masks; different bugs." + }, + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "SAM 3 video attribute error is unrelated to a notebook syntax error." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch and gemma-4 Zero3 from_pretrained failure are different problems." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing and CLIPVision hidden_states regression affect different code paths." + }, + { + "left": "issue:43525", + "right": "issue:45759", + "accept": false, + "reason": "Both touch model configs, but one is missing pad_token_id and the other is about unwrapping text_config; not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence and ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading failures with different missing attributes/models." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44617", + "accept": false, + "reason": "Processor/tokenizer regression and SAM3Video OOM are not the same issue." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3/MoE, but they describe different regressions in different model variants." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for AutoImageProcessor and Python-version incompatibility are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores and slow import are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Generic flash-attention topic and a specific unsupported-model error are not the same concrete bug." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI output and a wrong docstring are different issues." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length question and missing transformers.onnx module are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern missing loss terms, but they are for different models and different gating flags." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access error and gemma-4 Zero3 loading failure are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45542", + "accept": false, + "reason": "Tokenizer mapping/new-model helper bug and undefined tf backend error are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup and fbank feature extraction are different pipelines." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import latency and unrecognized model config are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer file selection and Kimi-K2.5 codec/regex regression are not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors from different packages and symbols." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing exports and different modules." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading-report ANSI output and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Missing cache in generation and removed is_torch_fx_available are separate v5 regressions." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Top-level import error and Python-version support issue are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Python version incompatibility and Phi-4 multimodal load failure are different problems." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowness and eos_token_id config mismatch are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing load-balancing loss and LwDetrImageLoss AMP crash are different failures." + } + ] + }, + "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": 16, + "review_unit_index": 32, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43441", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:43901", + "issue:44162", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45656", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:45362|issue:45375", + "issue:44162|issue:45200", + "issue:43441|issue:43540", + "issue:44295|issue:44749", + "issue:44779|issue:45292", + "issue:45292|issue:45584", + "issue:44877|issue:45375", + "issue:36246|issue:43596", + "issue:44987|issue:45459", + "issue:45292|issue:45701", + "issue:41628|issue:41950", + "issue:45561|issue:45563", + "issue:44779|issue:45701", + "issue:43901|issue:45003", + "issue:45375|issue:45759", + "issue:43065|issue:43408", + "issue:43232|issue:44336", + "issue:43257|issue:45137", + "issue:43526|issue:45003", + "issue:44995|issue:45200", + "issue:44496|issue:45003", + "issue:43262|issue:44246", + "issue:42886|issue:45229", + "issue:43475|issue:43540", + "issue:44466|issue:45335", + "issue:44995|issue:45588", + "issue:43653|issue:44162", + "issue:44368|issue:45563", + "issue:44368|issue:44977", + "issue:45397|issue:45656", + "issue:43673|issue:44734" + ], + "prepared_review_unit_hash": "4f8ed742d48140099d78ad85814e303c769c92d1e8b0650783f300d79cd1d603", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37082, + "estimated_input_tokens": 9271, + "estimated_eval_tokens": 18798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: most items are distinct regressions across unrelated models, tokenizers, configs, generation paths, and deepspeed/flash-attention code. None of the soft-edge pairs look like the same underlying bug, so I would reject all of them. If a single issue must anchor the cluster, issue 45003 is the broadest open infra bug, but it is not a true duplicate of the others.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 45003 is the broadest open infrastructure bug in the set and has enough discussion to serve as a loose anchor, but the overall cluster is not a duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45003 is the best representative only in the sense that it is broad and active; it is still not a duplicate of the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a runtime chat crash and the other is a missing config field; different failures." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific bugs." + }, + { + "left": "issue:43441", + "right": "issue:43540", + "accept": false, + "reason": "Ministral FlashAttention failure and Qwen3OmniMoe video-input ValueError affect different code paths." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer handling and tokenization slowdown are different problems." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenization regression is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings bug and Whisper empty-transcription failure are different model paths." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both mention config loading, but the models and concrete missing fields are different." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5-VL processor import error and BertModel ZeRO3 index error are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model-loading failure for physical-intelligence/fast and protobuf-tokenizer error masking are different issues." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Resize-token-embeddings mismatch is not the same as version-dependent tokenization changes." + }, + { + "left": "issue:41628", + "right": "issue:41950", + "accept": false, + "reason": "AutoImageProcessor import failure and video-classification pipeline misselection are related only at a broad processor level." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race and stale generate() warning are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45701", + "accept": false, + "reason": "Both concern tokenization regressions, but they affect different models and likely different root causes." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Pipeline docs mismatch and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field in one composite config and text_config unwrapping in another are distinct configuration bugs." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "SAM3 dummy Conv2d and sam3_video vs sam3_tracker warning are different SAM3 issues." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs after sync_gpus and ANSI codes in loading_report have no concrete overlap." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE conversion under accelerate+deepspeed and ZeRO3 deque underflow are different deepspeed failures." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to modeling_utils sys.modules access." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache and Gemma 4 token-id defaults are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config parsing and unsafe sys.modules lookup are different code paths." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default and slow import are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are different failure modes." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 missing attribute and Qwen3OmniMoe video-input error are distinct multimodal bugs." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization inconsistency for tied weights and t5gemma resize_token_embeddings behavior are different issues." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "GlmMoeDsa stale cache and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are not the same bug." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Tie_word_embeddings warning and stale num_return_sequences warning are different warnings." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3.5 FlashAttention generation failure is unrelated to the tied-weights warning." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 from_pretrained failure and double optimizer step under deepspeed are different bugs." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and serve KV-cache tensor indexing are different generation bugs." + } + ] + }, + "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": 16, + "review_unit_index": 33, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42994", + "issue:43232", + "issue:43452", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43704", + "issue:43827", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:45003", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45656" + ], + "soft_pairs": [ + "issue:44060|issue:44077", + "issue:45003|issue:45561", + "issue:45137|issue:45600", + "issue:43931|issue:44368", + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:44297|issue:44623", + "issue:43646|issue:44162", + "issue:44361|issue:44749", + "issue:43232|issue:43673", + "issue:28282|issue:30990", + "issue:44623|issue:45656", + "issue:43673|issue:43827", + "issue:43452|issue:45003", + "issue:42994|issue:43482", + "issue:44749|issue:45310", + "issue:43475|issue:43643", + "issue:44749|issue:45656", + "issue:45230|issue:45397", + "issue:42371|issue:45092", + "issue:44038|issue:44623", + "issue:43475|issue:45381", + "issue:45081|issue:45103", + "issue:41628|issue:44933", + "issue:45375|issue:45478", + "issue:43475|issue:44661", + "issue:42673|issue:43704", + "issue:42994|issue:43525", + "issue:45310|issue:45375", + "issue:42222|issue:45200" + ], + "prepared_review_unit_hash": "ac506b01d68824f56dc2ce9121211639aa61bdfebd76c0e7493f8b7665b22b33", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36048, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab bag of unrelated Transformers regressions and model-specific bugs. Only one soft edge is a clear duplicate: the Qwen3ForCausalLM VRAM leak report.", + "confidence": 0.88, + "canonical_issue_reason": "issue:42673 is the earlier, fuller report of the same Qwen3ForCausalLM multi-dataloader VRAM leak as issue:43704.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best representative because it predates the duplicate and has the richer discussion/reproduction context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different problems: a misleading tied-weights warning in Qwen3-Next vs a PatchTSMixer post_init API constraint." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated bugs: unsafe sys.modules access in modeling_utils vs a pytest-xdist race on captured_info.txt." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Different failures in different code paths: DeepSpeed ZeRO3 deque pop error vs stale auto_mappings references." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Different model families and symptoms: Qwen3-VL weight mismatch vs a Qwen3.5 LoRA tie_word_embeddings warning." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Import error from image_utils vs tokenizer error masking when protobuf is absent; not the same bug." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi-K2.5 tokenizer regression are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but one is tokenizer_class metadata mismatch and the other is processor file omission." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "One is a broad custom-model init regression in v5; the other is an ESM2-specific breakage." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and a post-upgrade slowdown are different issues." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs missing GenerationMixin cache in chunked_prefill are distinct failures." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch import error and SentenceTransformers loading hang are not the same underlying bug." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file loss vs optimizer step being called twice under deepspeed are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache issue vs docs still referencing removed pipeline() APIs; different artifact types and bugs." + }, + { + "left": "issue:43452", + "right": "issue:45003", + "accept": false, + "reason": "gguf_file loading breakage and unsafe sys.modules access are separate code-path problems." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure vs Qwen2.5-GGUF loading failure are different operations." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Performance regression after upgrading vs a Qwen3.5 Moe from_pretrained error; not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 Video output attribute error and missing fields under trust_remote_code are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Slow filtering after upgrade vs duplicate optimizer stepping under deepspeed are different symptoms." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs gemma-4 zero3 from_pretrained failure; no shared underlying defect." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings migration issue and InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe model bug and processor.save_pretrained missing files do not match." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal models and different failure modes: SAM3 Video vs qwen2.5-vl position IDs." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and auto_docstring annotations crash are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Missing AutoImageProcessor import and nonexistent image_utils import are both import-related but not the same bug." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Related Qwen3.5/Moe area, but one is a missing config field in vision config and the other is a from_pretrained error." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM3 Video output issue vs add-new-model-like handling of TOKENIZER_MAPPING_NAMES are different code paths." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same Qwen3ForCausalLM VRAM-leak report; 42673 is the fuller earlier ticket and 43704 is a duplicate." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 Moe from_pretrained error vs missing deepstack_visual_indexes in a vision config; similar family, different bug." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Vitpose model breakage and Gemma 4 mm_token_type_ids defaulting are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The only accepted soft edge, issue:42673 vs issue:43704, is strongly supported by identical titles and the earlier ticket being the fuller report. The remaining rejections are phrased cautiously and do not overclaim duplication or mergeability." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 34, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44060", + "issue:44079", + "issue:44164", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44295", + "issue:44351", + "issue:44373", + "issue:44448", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44964", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45656", + "issue:45712" + ], + "soft_pairs": [ + "issue:42831|issue:44222", + "issue:41628|issue:44351", + "issue:44222|issue:45310", + "issue:42994|issue:44164", + "issue:42175|issue:45712", + "issue:43377|issue:44242", + "issue:36010|issue:41628", + "issue:44038|issue:45310", + "issue:44496|issue:45561", + "issue:45561|issue:45600", + "issue:44964|issue:45137", + "issue:42898|issue:44568", + "issue:30990|issue:35141", + "issue:43901|issue:45561", + "issue:43232|issue:44792", + "issue:43232|issue:44188", + "issue:43784|issue:43824", + "issue:43278|issue:45137", + "issue:44188|issue:44373", + "issue:44623|issue:45310", + "issue:44734|issue:45103", + "issue:30333|issue:33290", + "issue:42898|issue:45356", + "issue:43723|issue:44568", + "issue:44060|issue:45125", + "issue:45405|issue:45712", + "issue:42898|issue:44779", + "issue:43874|issue:45092", + "issue:42898|issue:44448", + "issue:43479|issue:44079", + "issue:44188|issue:44964", + "issue:44295|issue:45656" + ], + "prepared_review_unit_hash": "f1eafe935c77f67c730dad1c977ccbc01fa5dc81718b23986af672b47ec1fc94", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37273, + "estimated_input_tokens": 9319, + "estimated_eval_tokens": 18894 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are separate Transformers regressions around imports, tokenizers, serialization, multimodal models, or DeepSpeed/FP8 behavior. I do not see a single underlying duplicate bug/change tying them together.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue: the items span unrelated failure modes (imports, tokenizer behavior, save/load, model-specific regressions, and training/runtime issues) rather than one duplicate thread.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative. If forced, issue 42898 is the broadest v5 tokenizer regression, but it still does not explain the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy regression and the other is a save_pretrained failure for MoE; different bugs and code paths." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols (AutoImageProcessor vs HybridCache) with no clear shared root cause." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen/MoE-ish loading or saving problems, but one is FP8 save_pretrained and the other is a from_pretrained error for a different model/version path." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Both are save/load issues, but 42994 is about quantized model saving while 44164 is about extra_state handling; too different to merge." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Both touch packaging/backend availability, but one is torch extra installation missing TensorFlow backend and the other is dummy_pt_objects cleanup; different underlying problems." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "One is a batching/padding-mask correctness bug in MIMI Encoder; the other is an MoE load-balancing-loss condition. Not the same change." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports for different classes; these are separate export/regression issues." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both concern Qwen models on v5, but one is a Qwen3-VL-Moe bug and the other is a Qwen3.5 MoE from_pretrained error; not the same concrete defect." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "An unrecognized model/config issue is unrelated to a pytest-xdist race on a captured_info.txt test artifact." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "One is a parallel test-file race; the other is stale auto_mappings references breaking CI. Different failures." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal is unrelated to the DeepSpeed ZeRO3 deque IndexError." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior regressions in v5, but they concern different APIs and symptoms: cleanup spaces vs add_special_tokens/BOS-EOS." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-Transformers loading hangs and token embedding reinitialization are unrelated bugs." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Pipeline doc mismatch is unrelated to the xdist captured_info.txt race." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and a janus image-generation test failure are not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Different generation/attention code paths: sync_gpus kwargs handling vs torch.compile branching in attention kernels." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors from latest transformers, but they break different downstream symbols and do not share a specific fix path." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to the ZeRO3 deque IndexError." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "A kernel divergence bug and a docstring issue are not the same underlying problem." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing files in processor.save_pretrained is unrelated to Qwen3.5 MoE from_pretrained failures." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache indexing crash and an auto_docstring annotations crash are completely different subsystems." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs and DeepSpeed OOM with Adafactor are unrelated training issues." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about cleanup_spaces behavior while the other is codec handling and a warning mismatch for Kimi-K2.5." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading in v5 and add_special_tokens BOS/EOS behavior are separate problems." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing _tp_plan for tensor parallelism are different Qwen3.5 MoE issues." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A dependency version pin issue is unrelated to leftover dummy classes and dir(transformers) leakage." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and behavior changes; no single shared bug is evident." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing get_number_of_image_patches in GLM46V and InternVL2 meta-initialization incompatibility are distinct multimodal loading issues." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenizer cleanup behavior and Pegasus output differences across v4/v5 are related only at a broad version level, not the same concrete bug." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Phi4 multimodal config initialization and ModelOutput key assignment are unrelated object-construction bugs." + }, + { + "left": "issue:44188", + "right": "issue:44964", + "accept": false, + "reason": "Attention kernel divergence under torch.compile is unrelated to a Phi-4 multimodal model loading failure." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "A position_ids buffer read error and an optimizer step being called twice under DeepSpeed are different training/runtime 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": 16, + "review_unit_index": 35, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:38175", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42898", + "issue:42994", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44623", + "issue:44869", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44945", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45459", + "issue:45656", + "issue:45712" + ], + "soft_pairs": [ + "issue:42898|issue:43295", + "issue:44933|issue:45712", + "issue:42175|issue:44933", + "issue:41628|issue:45459", + "issue:43976|issue:44933", + "issue:44222|issue:44297", + "issue:44297|issue:45656", + "issue:43479|issue:44869", + "issue:44206|issue:45103", + "issue:42831|issue:44623", + "issue:44222|issue:44623", + "issue:30333|issue:36331", + "issue:41628|issue:42757", + "issue:43723|issue:44977", + "issue:30333|issue:34689", + "issue:44297|issue:45310", + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:44483|issue:45406", + "issue:43873|issue:44945", + "issue:44222|issue:44484", + "issue:44263|issue:44360", + "issue:44263|issue:45092", + "issue:44514|issue:45103", + "issue:43479|issue:43644", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:43723|issue:44871", + "issue:45092|issue:45357", + "issue:44261|issue:45092", + "issue:43479|issue:44913", + "issue:30990|issue:38175", + "issue:41628|issue:43824", + "issue:42886|issue:42994" + ], + "prepared_review_unit_hash": "5847d2c109db3ca3054bd3286af6c1c13fe9de85224d0d4b359d5b72a275dd03", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37707, + "estimated_input_tokens": 9427, + "estimated_eval_tokens": 19110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it contains many unrelated import, loading, saving, config, and runtime regression reports. The soft similarities are mostly broad subsystem overlap, not the same underlying bug or change, so no soft pair should be merged.", + "confidence": 0.86, + "canonical_issue_reason": "No true canonical issue: the cluster is too mixed. If a representative is needed, issue 43723 is the broadest load/regression report in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43723 is the best single representative because it is a generic loader regression, but it should not be treated as an umbrella duplicate for the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Different bugs: tokenization cleanup behavior vs processor/tokenizer image-passing regression." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both touch import exposure, but one is an image_utils import problem and the other is dummy_pt_objects leakage; not the same issue." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "PyTorch backend install coverage vs image_utils import exposure; unrelated root causes." + }, + { + "left": "issue:41628", + "right": "issue:45459", + "accept": false, + "reason": "AutoImageProcessor import failure vs protobuf-dependent tokenizer error masking; different code paths." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility regression vs missing import from image_utils; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained failure vs tokenizer_class metadata mismatch; different functionality." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata bug vs deepspeed optimizer-step behavior; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config initialization bug vs Whisper decode crash; not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Unsupported feature-extractor arg crash vs auto-docstring annotations crash; different subsystems." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs processor.save_pretrained missing files; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MOE save bug vs processor serialization bug; different concrete failures." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on failed jobs vs CustomTrainer.compute_loss signature mismatch; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they affect different modules and dependency layers; not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attention generation failure; different code paths." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Failed-training MLflow reporting vs model loading import regression; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config mismatch vs Qwen3.5 MoE from_pretrained error; not the same failure." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "PyTorch-missing import error vs MLflow reporting bug; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job reporting bug vs embedding resize/post_init reinitialization; different issues." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "OpenAI chat endpoint rejection vs Gemma4Processor missing _tokenizer attribute; different server-side problems." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading issue vs pipeline-parallelism output issue; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained bug vs max_shard_size question; not the same issue." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both involve DSA/GLM-MoE naming, but one is torch.split return handling and the other is a missing ReLU; distinct bugs." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GLM-MoE indexer bug vs remote-code checkpoint/meta-init incompatibility; unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Processor batching crash vs auto-docstring AttributeError; different features." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config defaulting bug vs non-persistent buffer junk-fill regression; unrelated." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring mismatch for position_ids vs RoPE implementation discussion; not the same underlying bug." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer read error vs missing processor save_pretrained files; different code paths." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading regression vs eos_token_id configuration inconsistency; unrelated." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen/remote-code vision models, but one is v5 meta-init incompatibility and the other is incorrect save_pretrained keys; not mergeable as one fix." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "RMS norm epsilon precision bug vs remote-code checkpoint meta-init incompatibility; different failures." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Loading hang in Sentence Transformers vs zero-probability output issue in SigLIP2; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Import errors for different classes and causes; not the same underlying bug." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache tokenizer load failure vs quantized model saving failure; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 36, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:33357", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43576", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44485", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:45200", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45593", + "issue:45600", + "issue:45753" + ], + "soft_pairs": [ + "issue:22355|issue:28282", + "issue:42831|issue:45310", + "issue:44945|issue:45753", + "issue:44263|issue:44373", + "issue:42831|issue:44038", + "issue:42757|issue:45278", + "issue:43576|issue:43784", + "issue:42886|issue:43066", + "issue:43232|issue:45593", + "issue:44117|issue:44704", + "issue:30990|issue:33357", + "issue:42371|issue:44263", + "issue:44704|issue:45290", + "issue:43756|issue:44060", + "issue:42907|issue:44945", + "issue:43122|issue:44514", + "issue:44295|issue:44297", + "issue:43232|issue:45245", + "issue:43723|issue:44779", + "issue:43408|issue:43475", + "issue:43723|issue:44442", + "issue:43122|issue:44521", + "issue:43784|issue:45600", + "issue:42907|issue:43937", + "issue:41628|issue:45278", + "issue:44360|issue:44485", + "issue:44261|issue:44373", + "issue:43232|issue:44743", + "issue:43116|issue:45200", + "issue:44625|issue:44829" + ], + "prepared_review_unit_hash": "9e1f738dcda9eefb185df1a4d094435a62597900fe7d49c8cb770d5973335eae", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36295, + "estimated_input_tokens": 9074, + "estimated_eval_tokens": 18404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose collection of distinct transformers regressions; the soft-similarity pairs are not strong enough to collapse, so I would keep them separate. The best anchor issue is the broad v5 import-regression report.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45278 is the broadest umbrella item in this set, covering multiple import failures after the 4.57.0 -> 5.5.0 upgrade.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best triage anchor because it most naturally represents the shared import/error regression theme across several nearby reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is about `transformers.onnx` and the other is missing PyTorch; different missing dependency paths." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Different model-specific bugs: FineGrainedFP8 accuracy vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption and a Qwen3_5 image-specific infinite loop are unrelated symptoms." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "One is a runtime tensor-splitting issue; the other is a docstring typo." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Separate Qwen/FP8 issues with different failure modes; not the same code-path bug." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "`is_offline_mode` removal is one specific import breakage; 45278 is a broad report with no proof it is the same root cause." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI/env-command breakage and an import NameError in sentence-transformers are different problems." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure and wrong tokenizer decoder type are distinct tokenizer bugs." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs/state handling and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping lookup vs AutoProcessor kwargs forwarding are different call sites and failures." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both involve loading, but one is a hang and the other is a macOS bus error with a specific CLIP model." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and a DSA indexer tensor bug are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cache-file kwargs and chat-template tool-call crashes are separate code paths." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE layer count and Qwen3-Next tied-weights warning are different model implementation issues." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and pipeline-parallel output errors do not share a concrete root cause." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer output drift across versions and chat-template batching crashes are different behaviors." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a bufferized `position_ids` tensor and mismatched tokenizer_class metadata are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation sync-gpu state handling and a 2^24 category-limit runtime error are not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer problems in v5, but one is a generic load failure and the other is Deepseek tokenization correctness; no shared concrete fix is evident." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Model-type warning and missing `fpn_position_embeddings` are different SAM3 issues." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Generic AutoTokenizer load regression and a FastSpeech2ConformerTokenizer-specific failure are not the same underlying bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer behavior drift and multimodal assistant-mask generation are separate problems." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError from latest transformers and stale auto_mappings references are different breakages." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Model save/dequantization failure and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Missing `AutoImageProcessor` is one import regression, but 45278 is too broad to prove the same root cause." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation are different code paths." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Precision/eps config bug in MLA q_a_layernorm vs a wrong docstring are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both touch generation/cache behavior, but one is sync_gpus bookkeeping and the other is recurrent-state reset in Qwen3.5 modular code." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script multi-label output bug and Gemma 4 mm_token_type_ids defaulting are different issues." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 label-propagation and flash-attention-3 training degeneration are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 37, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:29127", + "issue:30990", + "issue:33453", + "issue:36296", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43441", + "issue:43452", + "issue:43493", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45216", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45753" + ], + "soft_pairs": [ + "issue:29127|issue:30990", + "issue:43122|issue:44779", + "issue:42907|issue:44964", + "issue:44038|issue:44297", + "issue:42907|issue:43452", + "issue:44038|issue:44295", + "issue:39401|issue:44488", + "issue:36296|issue:43116", + "issue:43824|issue:44351", + "issue:44038|issue:44222", + "issue:43066|issue:44779", + "issue:39401|issue:44521", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43122|issue:44977", + "issue:43992|issue:44704", + "issue:42907|issue:44222", + "issue:43784|issue:45446", + "issue:43937|issue:44485", + "issue:42222|issue:43441", + "issue:42371|issue:43874", + "issue:43976|issue:45446", + "issue:43493|issue:45753", + "issue:42831|issue:45753", + "issue:44075|issue:44936", + "issue:43116|issue:43825", + "issue:44222|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43493", + "issue:43064|issue:43673", + "issue:45083|issue:45446", + "issue:42175|issue:44938", + "issue:43937|issue:45563", + "issue:33453|issue:39401", + "issue:39401|issue:44779" + ], + "prepared_review_unit_hash": "c38befd95bf576cf8e5c04597bd299788e49aaf4eddbda6364bcbad82ce5f79c", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37060, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: tokenizer regressions, model import/load failures, training issues, save_pretrained regressions, and a few model-specific bugs. I don\u2019t see any pair that clearly describes the same concrete underlying bug/change.", + "confidence": 0.41, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the broadest representative here, covering a version-wide tokenization regression rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "Unrelated: LayoutLMv3 box/error messaging vs Sentence Transformers loading hang." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but the reports are too generic/species-specific to confirm the same concrete code-path bug." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Different areas: dequantized model saving vs loading Phi-4 multimodal." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe load issue vs tokenizer save_pretrained class metadata mismatch; different failure modes." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Save/dequantization failure vs gguf_file loading path break; not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Model loading/regression vs position_ids buffer read error; separate code paths." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/model topics: Qwen3 offset mapping vs loading a specific BERT model." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug vs example script multi-label output issue; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports/imports: Qwen2.5-VL class vs HybridCache." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Different model families and symptoms: Qwen3-VL-Moe load issue vs vitpose breakage." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer decoder-type mismatch in v5 vs Deepseek tokenization regression; not enough evidence of one root cause." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping bug vs multimodal assistant_mask bug; distinct tokenizer/template behavior." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 and v5.4.0, but one is save_pretrained checkpoint corruption and the other is from_pretrained load failure." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different import errors from different packages/symbols." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Both mention v5 tokenization changes, but one is general regression and the other is Deepseek-specific generation/tokenization behavior." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5 weight loading bug vs AutoProcessor cached_file kwargs forwarding; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both are save-related, but quantization format/model differ; no shared concrete bug shown." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import NameError vs flex_attention PyTorch version check; unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 generation config validation vs GLM-5 RoPE implementation; different defects." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose model loading breakage vs Ministral flash-attention failure; different models and paths." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings warning vs missing image-patch helper AttributeError; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility issue vs flex_attention import guard; different scope." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs Qwen3.5 infinite loop on one image; unrelated symptoms." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy regression vs Qwen3.5 image-specific infinite loop; different bugs." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer arguments ignored vs trainer.evaluate() failure after train(); not the same underlying issue." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script empty multi-label outputs vs pipeline translation-task error message; different features." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and code paths despite both involving MoE/loading." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL-Moe vs Qwen3.5-Moe; too different to merge as one bug." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example classification output bug vs SigLIP2 model discrepancy; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state bug vs GenerationMixin cache missing in chunked prefill; different training vs generation paths." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Helper length behavior in qwen3_omni_moe vs flex_attention import version check; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Dependency/backend packaging issue vs Python 3.14 load failure; different compatibility problems." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GLM-5 generation config validation vs stale warning for num_return_sequences; different generation issues." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression vs offset_mapping bug; both tokenizer-related but not the same failure." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is offset_mapping and the other is output correctness for Deepseek; insufficient evidence of one root cause." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 38, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:43012", + "issue:43066", + "issue:43122", + "issue:43381", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43577", + "issue:43742", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44496", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45656" + ], + "soft_pairs": [ + "issue:38617|issue:45278", + "issue:44117|issue:45588", + "issue:22355|issue:29127", + "issue:43827|issue:45446", + "issue:43381|issue:44945", + "issue:43937|issue:44977", + "issue:43450|issue:43986", + "issue:45405|issue:45446", + "issue:39401|issue:43421", + "issue:44117|issue:45081", + "issue:42673|issue:45072", + "issue:38617|issue:41628", + "issue:44829|issue:45216", + "issue:43408|issue:43742", + "issue:44410|issue:45310", + "issue:42222|issue:45542", + "issue:44291|issue:45071", + "issue:42175|issue:42222", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:44483|issue:45464", + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:44964|issue:45278", + "issue:43012|issue:43577", + "issue:38617|issue:44220", + "issue:42371|issue:44261", + "issue:42222|issue:45459", + "issue:44484|issue:45478", + "issue:44410|issue:45478" + ], + "prepared_review_unit_hash": "5ae0cea70dad86aec872ebd98684d316e72b0abf3fd734ce2c14a4effb11985f", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36622, + "estimated_input_tokens": 9156, + "estimated_eval_tokens": 18568 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated Transformers issues; the only plausible duplicate pair is the tokenizer regression pair (43066/43122). No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45278 is the broadest open issue in the set and best matches the cluster's recurring v5 import-breakage theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single representative because it covers the widest user-facing regression class in this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific missing symbol and the other is a broad umbrella for many import failures; not the same bug." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling and flash-attention sink handling are different code paths and symptoms." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "A missing module import and a LayoutLMv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referencing removed pipeline APIs and a flex_attention version-check bug are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Gradient checkpointing in eval mode and pipeline-parallelism output corruption are different bugs." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation and flash-attention generation failure are distinct problems." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video processor shapes and missing-torchvision crash are different failure modes." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A released-version dependency bump and a PyTorch version guard bug do not describe the same issue." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Wrong offset mapping and runtime post-processor updates are different tokenizer bugs." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and Mistral regex patching are separate tokenizer failures." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded generation and bf16 dtype mismatch are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different removals." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training with flash_attention_3 and a save_pretrained regression are different concrete bugs." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A sam3 model-type warning and a MobileLLM key error are unrelated model-loading issues." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing Qwen3Next projections and Qwen3.5 MoE from_pretrained errors are different model families and failure points." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Broken VitPose models and undefined TF backend after installing tensorboard are unrelated backend/setup issues." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "An unexpected init argument during empty-weight loading and PreTrainedConfig type-checking breakage are different API regressions." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Missing TensorFlow in a torch-only install and broken VitPose models are not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Max shard size behavior and Qwen3.5 MoE from_pretrained errors are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig and missing model_type in config.json are different load-time failures." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both touch chat/completions, but one is a generic API regression and the other is model-specific streaming failure; not enough to call them duplicates." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args being ignored and deepspeed calling optimizer.step twice are different optimizer bugs." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": true, + "reason": "Both describe the same tokenizer regression across v4.57.3 to v5.0; the decoder-type change plausibly explains the tokenization difference." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Loading Phi-4 multimodal and broad import errors after upgrade are different issues." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch precision warning during compile and BLIP2 dtype persistence are different dtype-related but distinct bugs." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "A missing configuration_utils symbol and _torch_extract_fbank_features() are unrelated import vs feature-extraction issues." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 behavior settings and MLA rms_norm_eps precision are different numerical configuration issues." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose breakage and tokenizer protobuf error masking are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Shard-size behavior and Qwen3.5 MoE from_pretrained error are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing Qwen3Next projections and Qwen3.5 MoE loading errors are different model-loading failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The representative issue choice is defensible, and the rejected soft pairs are mostly clearly distinct. The only accepted duplicate pair (43066/43122) is supported by the issue titles and stays appropriately cautious. No PR-pair mergeability concerns apply because there are no PRs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 39, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42831", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43577", + "issue:43873", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44464", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45071", + "issue:45103", + "issue:45245", + "issue:45341", + "issue:45375", + "issue:45542", + "issue:45588" + ], + "soft_pairs": [ + "issue:43097|issue:44493", + "issue:43874|issue:44261", + "issue:44263|issue:44485", + "issue:43012|issue:43408", + "issue:43441|issue:44829", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:42673|issue:44977", + "issue:42371|issue:42831", + "issue:42673|issue:43906", + "issue:43986|issue:44484", + "issue:44117|issue:44987", + "issue:43097|issue:43452", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43976|issue:44945", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:44829|issue:45245", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:44464|issue:45071", + "issue:44410|issue:45375", + "issue:44062|issue:44117", + "issue:43097|issue:45588", + "issue:42673|issue:43577", + "issue:38617|issue:44351", + "issue:44704|issue:45103", + "issue:44038|issue:44410", + "issue:43931|issue:44410", + "issue:43986|issue:44117", + "issue:44261|issue:44485", + "issue:44964|issue:45341", + "issue:43502|issue:43992", + "issue:43097|issue:43873" + ], + "prepared_review_unit_hash": "7dc4e338122a1b128cb3b1b9127b1f92d8b9bdd5c9934695d224aaa688fc78ae", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38164, + "estimated_input_tokens": 9541, + "estimated_eval_tokens": 19338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items cover unrelated import errors, model-specific bugs, configuration warnings, and regression reports. None of the soft-similarity pairs look like the same underlying bug or change, so no duplicate merges are justified.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the set is a mix of unrelated import errors, model-specific bugs, configuration warnings, and regression reports.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for deduping; 43873 is the broadest/most active, but it is not the same bug family as the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Different problems: removed `tie_embeddings_and_encoder_decoder` API vs unexpected position-id key warnings." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different code paths: missing `get_number_of_image_patches` on GLM46VImageProcessorFast vs MLA rms norm epsilon precision issue." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "`torch.split` return handling in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Float32 precision warning while compiling bf16 models is unrelated to the sam3_video/sam3_tracker type warning." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention flash attention, but one is a Ministral-3 load failure and the other is a degenerate-training bug in sequence classification." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Importing `AutoImageProcessor` and `PretrainedConfig` type-checking are different regressions." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PretrainedConfig type-checking breakage is unrelated to the TensorBoard/TensorFlow backend error." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM loading is unrelated to Qwen3.5 flash-attention generation failures." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API-setting guidance and FineGrainedFP8 accuracy issues are different numerical concerns." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "The VRAM leak report is not the same as an isolated reproduction of a different issue." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor crashing without torchvision is unrelated to the default `max_shard_size` question." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping returning None and a model-loading failure for `physical-intelligence/fast` are not the same bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie-embedding API warning is unrelated to `gguf_file` loading failures." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Qwen3-VL-30B weight-shape mismatch is unrelated to the Qwen3.5/Qwen3-VL-Moe bug." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and PretrainedConfig type-checking are different defects." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility for Transformers 5.1.0 is unrelated to pipeline-parallelism producing incorrect outputs." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "sam3 model-type mismatch warning and Qwen3.5 tie_word_embeddings warning are different config issues." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing image-patch helper in GLM46V and torch.split return handling in GlmMoeDsaIndexer are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "FlashAttention-3 training degeneration is unrelated to the category-count runtime limit." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Missing `layer_type_validation` in transformers and missing `is_offline_mode` in huggingface_hub are different import errors." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to Liger Kernel not being applied with `model_init`." + }, + { + "left": "issue:44464", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to PretrainedConfig type-checking." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing qwen3next projections and missing Qwen3_5MoeVisionConfig field are different model-definition bugs." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "`AddedToken(..., special=...)` argument duplication is unrelated to tokenizer mapping returning None." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Tie-embedding API removal and flash_attention crash on `s_aux=None` are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "VRAM leak in multi-threaded loading is unrelated to Blip2 dtype propagation." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports: `layer_type_validation` vs `HybridCache`." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and `_process_kwargs_parameters` crashing under future annotations are separate issues." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe failure and qwen3next missing attention projections are distinct model bugs." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Weight-shape mismatch on Qwen3-VL-30B is unrelated to missing qwen3next projections." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "AutoProcessor torchvision crash and tokenizer-mapping None handling are different failure modes." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA epsilon precision error is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "A specific model load failure is unrelated to a small bug in testing_utils.py." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Ignoring `local_files_only=True` and missing `embed_tokens.weight` are unrelated loading problems." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Tie-embedding API removal and quantization offloading behavior are different concerns." + } + ] + }, + "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": 16, + "review_unit_index": 40, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43381", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43618", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43901", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44220", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:45216", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45381", + "issue:45561", + "issue:45588", + "issue:45753" + ], + "soft_pairs": [ + "issue:43066|issue:43906", + "issue:43986|issue:45372", + "issue:43825|issue:44655", + "issue:43986|issue:45290", + "issue:45341|issue:45561", + "issue:43986|issue:45341", + "issue:43097|issue:43901", + "issue:42617|issue:45341", + "issue:43992|issue:44484", + "issue:45341|issue:45588", + "issue:43012|issue:44368", + "issue:42886|issue:43381", + "issue:43012|issue:43550", + "issue:43208|issue:43550", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43531|issue:45341", + "issue:44483|issue:44514", + "issue:43208|issue:43526", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "issue:43618|issue:43761", + "issue:44483|issue:45290", + "issue:43064|issue:44380", + "issue:44038|issue:44230", + "issue:43299|issue:43867", + "issue:38617|issue:43502", + "issue:44483|issue:45381", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:44220|issue:44655", + "issue:43867|issue:45216", + "issue:43352|issue:43937", + "issue:42994|issue:44655", + "issue:43066|issue:45381" + ], + "prepared_review_unit_hash": "077dd4e16df49bd0321b1a5983db3144f6bb0ebf4be49ffc28e35889e1495ae2", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37888, + "estimated_input_tokens": 9472, + "estimated_eval_tokens": 19200 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated Transformers regressions across different subsystems; the proposed soft pairs look like false positives, so I rejected them all. I selected a precise versioned serialization regression as the best issue anchor.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45216 is the clearest standalone bug report here: it has a specific regression boundary (since 5.4.0), a concrete affected API (`save_pretrained`), and a narrowly defined failure mode, making it a strong representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45216 is the most suitable global issue to keep because it is specific, reproducible, and actionable, with a clear change in behavior tied to a version.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Both involve model-loading/tokenizer behavior, but one is a decoder-type regression and the other is an isolated reproduction of a different issue; not the same bug." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both mention loading processors, but the failures are different import/crash causes in different model paths." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "One is an error-message/docs issue for `pipeline()`, the other is about saving `Pipeline` objects; different code paths and symptoms." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "Processor loading crash versus chat-template crash on tool-call messages; too different to be the same underlying bug." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utils, but one is a vague bug report and the other is a specific xdist race on `captured_info.txt`; not enough evidence of the same defect." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Processor loading issue and a generic testing-utils bug are unrelated subsystems." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "Removed API warning versus stale docs text; similar theme of version drift, but not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Running `3d_parallel.py` and a testing-utils bug do not appear to share the same code path." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing `embed_tokens.weight` during load is unrelated to the `max_shard_size` default question." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Testing-utils bug versus a flash-attention crash in `integrations/flash_attention.py`; different components and failure modes." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both are warning-related, but one is a PyTorch precision warning during compile and the other is a config warning about `tie_word_embeddings`; not the same issue." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading and gradient checkpointing in eval mode are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Warning emitted during compilation is not the same as a Bamba SDPA compile failure." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and a Bamba torch.compile/SDPA bug are different model-specific problems." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models and an infinite-loop image-generation bug are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Model saving failure after dequantization is not the same as saving `Pipeline` objects." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and a testing-utils bug do not match." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "OpenAI-compatible chat completions rejection and a Qwen2.5-VL batched chat-template crash are different request paths." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs versus BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "PyTorch precision warning and compiled flex attention failure are not the same defect." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different packages and different root causes." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is missing attentions and the other is missing hidden states; different outputs and likely different fixes." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Different chat-related failures: one is an endpoint acceptance issue, the other is a tokenizer/template crash." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Trainer/FSDP/PEFT optimizer-state mismatch is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both are Qwen3-VL/MoE-related, but one is a general v5 bug and the other is fp8 inference support; not the same concrete problem." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-MoE loading regression and a state_dict-sorting load error are different failure modes." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "An import-name breakage and local-files-only network requests are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "OpenAI chat endpoint behavior and Qwen2.5-VL video `vision_position_ids` are different issues." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Stale docs about `return_all_scores` and inability to save pipelines are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing `vocab_size` on Gemma3Config and missing `fpn_position_embeddings` on Sam3VisionEncoderOutput are different attribute regressions." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "Feature-extraction bug and pipeline serialization bug do not share the same code path." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both concern loading/saving checkpoints, but one is a sorted-state_dict load error while the other is a save_pretrained regression for Qwen3.5; not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention 2 support issue for Nemotron and a GLM-5 generation-config validation error are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and pipeline object serialization are distinct serialization paths." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Wrong tokenizer decoder type and wrong video vision position ids are different model-component bugs." + } + ] + }, + "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": 16, + "review_unit_index": 41, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42757", + "issue:42890", + "issue:43064", + "issue:43097", + "issue:43299", + "issue:43352", + "issue:43441", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43756", + "issue:43867", + "issue:43881", + "issue:43906", + "issue:43976", + "issue:43992", + "issue:44077", + "issue:44117", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44484", + "issue:44485", + "issue:44492", + "issue:44655", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44977", + "issue:45216", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45479", + "issue:45561", + "issue:45588", + "issue:45753" + ], + "soft_pairs": [ + "issue:36010|issue:42757", + "issue:44263|issue:45440", + "issue:43756|issue:44485", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:43906|issue:45753", + "issue:36683|issue:44242", + "issue:36683|issue:43881", + "issue:43299|issue:45753", + "issue:43352|issue:43976", + "issue:43992|issue:45310", + "issue:41669|issue:44246", + "issue:43441|issue:44380", + "issue:43352|issue:44380", + "issue:44380|issue:45479", + "issue:43867|issue:45375", + "issue:43064|issue:44492", + "issue:43618|issue:44380", + "issue:43352|issue:45478", + "issue:44355|issue:44855", + "issue:36683|issue:44117", + "issue:42890|issue:45561", + "issue:43097|issue:43352", + "issue:43867|issue:45357", + "issue:43976|issue:44938", + "issue:43992|issue:45478", + "issue:44360|issue:45440", + "issue:43064|issue:44655", + "issue:36296|issue:43575", + "issue:44077|issue:44380", + "issue:43618|issue:44857", + "issue:43618|issue:45588", + "issue:43867|issue:44484", + "issue:28282|issue:33453", + "issue:43618|issue:44977" + ], + "prepared_review_unit_hash": "d208824ed889c71c3e5b8c2a4ecb3cc917474671d7642ea8a6481e73de24a8d5", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37796, + "estimated_input_tokens": 9449, + "estimated_eval_tokens": 19154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab-bag of loading/import/model-specific regressions; none of the soft-similarity pairs look like true duplicates, so all soft edges are rejected.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45310 is the best representative of the actionable bug reports here: it is a concrete, versioned `from_pretrained` regression with a specific model family and a nearby closely related follow-up report.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the clearest single issue to anchor triage because it is specific, reproducible, and tightly scoped compared with the many broader or unrelated loading/import complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different libraries and likely unrelated regressions." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Different components and bugs: a `torch.split()` return-value issue versus a DeepSeekV3 implementation divergence." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they are different models and different implementation defects." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing-attribute config errors, but on different config classes and different fields; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "One is an attentions output assignment regression; the other is an incorrect checkpoint save regression." + }, + { + "left": "issue:43906", + "right": "issue:45753", + "accept": false, + "reason": "The former is a reproduction of another issue; the latter is an infinite-loop multimodal generation bug with different symptoms." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Different model/config failure versus MoE load-balancing-loss behavior; only a broad ML theme is shared." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Both are loading/config errors, but they concern different models and missing attributes, not one underlying defect." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and Qwen3_5 image infinite loop are distinct model-specific failures." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support for a model versus a Python-version compatibility issue; unrelated root causes." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are `from_pretrained` problems, but they affect different model families and different missing/invalid artifacts." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-time performance regression and intermittent slow import are related in theme, but not clearly the same bug." + }, + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "FlashAttention support failure for Ministral-3 versus GPT2 attention scaling being ignored; different code paths and symptoms." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "One is unsupported FlashAttention on a specific causal LM, the other is backend-specific attention scaling being ignored." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention-scaling backend behavior and a sequence-classification zero-loss bug are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict sorting load error and a missing vision config field are both loading-related, but not the same failure." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Tensor-parallel optimizer-state corruption and a cache-strategy typo are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Different model/output regression versus GPT2 attention scaling bug; no shared concrete code path." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and different reported failures; same broad FlashAttention/loading area only." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both involve import/compile-time errors, but one is about compiled Python files and the other is a TorchScript decorator parsing issue." + }, + { + "left": "issue:36683", + "right": "issue:44117", + "accept": false, + "reason": "Different missing-attribute/config bug versus tokenizer mapping assumption bug." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Test flakiness due to missing seeds and pytest-xdist file races are different test-infrastructure issues." + }, + { + "left": "issue:43097", + "right": "issue:43352", + "accept": false, + "reason": "A removed config option and FlashAttention support for a model are unrelated changes." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Sorting-related load failure and incorrect visual encoder keys in save_pretrained are separate save/load bugs." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python compatibility issues, but one is a Transformers/Python version matrix bug and the other is a generic Python 3.14 load failure." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both are model-loading issues, but they concern different models and different missing keys/error modes." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and a DeepSeekV3 implementation divergence are different algorithmic bugs." + }, + { + "left": "issue:43064", + "right": "issue:44655", + "accept": false, + "reason": "Optimizer-state corruption in training and inability to save Pipeline objects are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and TP-related OOM when loading a specific model are not the same underlying problem." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "A model config contract issue and GPT2 attention scaling being ignored are different bugs." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP attentions assignment regression and AMP/CUDA crash in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "Both touch attention/flash-attention code, but the affected models and failure modes differ." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Different load/save semantics: state-dict ordering failure versus a shard-size default question." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Both are loading-related, but one is a missing PyTorch dependency import error and the other is a tokenizer-loading regression." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: missing attentions assignment versus Qwen3.5 flash-attention generation failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 42, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43299", + "issue:43502", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44938", + "issue:44961", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45341", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45600", + "issue:45656" + ], + "soft_pairs": [ + "issue:43901|issue:44938", + "issue:42890|issue:44964", + "issue:44655|issue:44938", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:42890|issue:45341", + "issue:43010|issue:44075", + "issue:44222|issue:45125", + "issue:42548|issue:44351", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:30990|issue:31795", + "issue:45125|issue:45478", + "issue:45125|issue:45375", + "issue:43010|issue:45278", + "issue:44387|issue:44556", + "issue:43723|issue:44556", + "issue:30333|issue:33453", + "issue:43010|issue:44368", + "issue:43502|issue:44222", + "issue:44315|issue:44360", + "issue:43502|issue:44961", + "issue:44355|issue:44655", + "issue:30333|issue:36296", + "issue:42831|issue:43874", + "issue:44355|issue:45071", + "issue:44222|issue:44230", + "issue:43827|issue:44961", + "issue:43010|issue:45656", + "issue:33453|issue:34689", + "issue:43299|issue:44556", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:43010|issue:43976", + "issue:44961|issue:45468", + "issue:38617|issue:43576", + "issue:31795|issue:38617" + ], + "prepared_review_unit_hash": "b7713366d892173d575ecc4f7a3b54cbd9a28540fb02f006c6ad997dd857f516", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39162, + "estimated_input_tokens": 9791, + "estimated_eval_tokens": 19838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: version-upgrade regressions, import/load failures, FP8/tensor-parallel bugs, docs issues, and test flakes. None of the soft pairs look like true duplicates or mergeable into one PR-equivalent change.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45278 is the broadest umbrella for the recurring v5 upgrade/import-loading regressions in the set; the other issues are either narrower, different subsystems, or unrelated test/docs bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "If a single issue must represent the cluster, issue:45278 is the closest match because it captures the general import-breakage theme seen across several items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44938", + "accept": false, + "reason": "Docs confusion about return_all_scores vs a Python 3.14 load failure; different problem and code path." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky integration test in sam_hq is unrelated to a Phi-4 multimodal model loading failure." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "Saving Pipeline objects and Python 3.14 import/load failure are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different test failures in different models; no shared underlying bug." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Set_seed flakiness in one test is not the same as stale auto_mappings references breaking CI." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leakage and AddedToken keyword collision are different bugs." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Both mention tests, but the underlying failures are not shown to be the same." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "no_grad decoration for cache updates is unrelated to SGD argument handling." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained for MoE and missing _tp_plan for tensor parallelism are different code paths." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export regressions." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Avoiding remote requests and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and slower filtering after upgrade are different issues." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Stuck loading Sentence Transformers vs confusing forward docs; different bug class." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is a tensor-parallelism missing plan and the other is a broader from_pretrained failure; not enough to treat as the same concrete bug." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing _tp_plan and missing config field deepstack_visual_indexes are separate model-definition problems." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache/layer update semantics and broad import errors after upgrade are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "int4 memory/OOM regression is not the same as checkpoint reload failure after upgrading." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading and checkpoint reload breakage are different loading paths." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting after failed training and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "no_grad decoration for update methods is unrelated to a warning about tie_word_embeddings." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Network access with local_files_only and FP8 save_pretrained for MoE are different bugs." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application in model_init and a DSA indexer ReLU discussion do not share the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only request leakage and an unrelated racoon issue are clearly different." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors and Pipeline save_pretrained failure are separate problems." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow failure handling and tensor parallel training are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy and a missing image-processor method are different model bugs." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled file execution errors are unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8 and MoE, but one is save_pretrained and the other is inference support; not the same concrete bug." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and a racoon issue are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45656", + "accept": false, + "reason": "Cache update/no_grad decoration and optimizer step being called twice under deepspeed are different bugs." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 model loading breakage are different failures." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading failure and checkpoint reload after version upgrade are not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub symbol and broken transformers env command are different regressions." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command and PretrainedConfig type checking are different code paths." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command and Qwen2.5 VL import failure are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "no_grad update behavior and Python 3.9/3.10 compatibility are different issues." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "racoon and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "ImportError for layer_type_validation and broken env command are different issues." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion in model.forward and an import error 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": 2, + "component_count": 16, + "review_unit_index": 43, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:36296", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43232", + "issue:43352", + "issue:43408", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45341", + "issue:45478", + "issue:45542", + "issue:45753" + ], + "soft_pairs": [ + "issue:41628|issue:42548", + "issue:43576|issue:44351", + "issue:44908|issue:44961", + "issue:43010|issue:43232", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:44261|issue:44360", + "issue:44273|issue:45003", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:44393|issue:45071", + "issue:44038|issue:45125", + "issue:44556|issue:45092", + "issue:44961|issue:45092", + "issue:44704|issue:44908", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44297|issue:45230", + "issue:43673|issue:44492", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:41669|issue:44492", + "issue:44393|issue:45478", + "issue:44315|issue:44829", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:42371|issue:44492", + "issue:43576|issue:44273", + "issue:44655|issue:44861" + ], + "prepared_review_unit_hash": "400c5c1491947c6fc56b62c218b4687acf87f6d07224c12c5e916f6aec526827", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39325, + "estimated_input_tokens": 9832, + "estimated_eval_tokens": 19920 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformer issues; the only clear duplicate subcluster is lazy-loading/import regressions around `import transformers` and `sys.modules` access.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45003 is the most root-cause-oriented report in the only real subcluster (lazy loading/import behavior) and is a better umbrella target than the broader symptom reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45003 is the best issue to keep as canonical because it names a concrete code-path problem and can absorb the related lazy-loading/import symptom reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import failures, but they are for different symbols and likely different export paths." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "CLI/env regression vs missing `HybridCache` export; same package area, not the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "A scheduler kwargs bug and an unrelated placeholder issue." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Different generation/cache defects with different code paths." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug vs documentation mismatch for pipeline args." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Top-level import error vs errors when running compiled Python files; not the same underlying cause." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallelism and BeitImageProcessorFast label handling are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "Layernorm precision/config issue vs DSA indexer activation bug." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": true, + "reason": "Both point to lazy-loading/import machinery being broken; unsafe `sys.modules` access is a plausible root cause." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading/import slowdown is unrelated to the TensorFlow backend detection error." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Specific `save_pretrained` file omission vs an unspecified bug report." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen vision models, but the symptoms and concrete failures differ." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Env command breakage vs checkpoint reload incompatibility after v5 upgrade." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance issue vs missing cache in chunked prefill generation." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen2D output bug vs PretrainedConfig typing regression." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Different model-family regression and a tensor-parallel plan omission; not the same bug." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 compatibility problems, but they concern different failure modes." + }, + { + "left": "issue:44961", + "right": "issue:45092", + "accept": false, + "reason": "No meaningful overlap beyond being issues." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Different kwargs-related bugs in different subsystems." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Flaky integration tests vs scheduler kwargs handling." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": true, + "reason": "Both describe import/lazy-loading problems causing slow or broken imports." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning vs Liger Kernel/model_init behavior." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version support issue vs Qwen vision-model output failure." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support warning vs Qwen hallucination/bbox output bug." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata bug vs unspecified bug report." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing cache behavior vs a typo in cache strategies." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug vs type-checking regression." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position-id buffer read error vs vague bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star performance issue vs missing `HybridCache` export." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance issue vs a testing_utils bug." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import performance issue vs a typo issue." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model regressions and different failure signatures." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel/model_init issue vs flash_attention_3 degenerate training." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy vs tied-weights crash." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs for removed pipeline API vs scheduler kwargs bug." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Forward-doc confusion vs tokenizer loading regression." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import performance issue vs scheduler kwargs bug." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings guidance vs typo in cache strategies." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained bug vs tied-weight-key AttributeError." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The grouping is grounded in the packet and stays conservative. The canonical choice of issue:45003 is reasonable as the most code-path-specific report, and the two accepted soft-edge pairs are limited to the import/lazy-loading subtheme without overstating a definite shared root cause. The rejected pairs are also appropriately cautious given the different titles and failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 44, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37428", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43704", + "issue:43827", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45092", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468" + ], + "soft_pairs": [ + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:43827|issue:44492", + "issue:44273|issue:44908", + "issue:43519|issue:44485", + "issue:41669|issue:43704", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:43704|issue:45341", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:41669|issue:44998", + "issue:43704|issue:44998", + "issue:43525|issue:44861", + "issue:43066|issue:44998", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44360|issue:44998", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "a6ad1e2874831f916a6d0fa0c75f8e4a2fb68560c9c438783566ce958c1abb97", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 38, + "item_count": 38, + "soft_pair_count": 37, + "serialized_chars": 32374, + "estimated_input_tokens": 8094, + "estimated_eval_tokens": 16444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a bag of unrelated issues: loading regressions, tokenizer/config problems, docs typos, scheduler behavior, model-specific bugs, and a few feature requests. The soft pairs are largely superficial matches on words like \"loading\", \"model_init\", or \"v5\", but they point to different code paths and should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out; the items cover many unrelated subsystems and bug classes rather than one shared underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45092 is the best representative of the cluster\u2019s strongest recurring theme: a concrete model-loading / initialization incompatibility with a clear version-specific failure mode and actionable repro context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Different bugs in different models/components: DSA indexer ReLU vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained error; no shared concrete failure." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Docs still referencing pipeline() removal vs a cache-strategy typo; unrelated changes." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure and inverse_sqrt scheduler kwargs handling are separate subsystems." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation vs GLM-5 RoPE implementation; different model-specific logic." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf issue vs a VRAM leak in multithreaded dataloader use." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp math bug vs scheduler kwarg propagation bug; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about inputs vs a tokenizer/model-loading regression in Llama 3.2." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Docs wording issue vs ImportError from flash-attention utility; different code paths." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both involve model creation/loading, but one is Liger Kernel not applied under model_init and the other is remote-code/meta-init incompatibility; not the same bug." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak under multithreaded dataloaders vs RoPE implementation details." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation vs Gemma-4 audio positional encoding; distinct model-specific implementations." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings API change vs VRAM leak; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Network requests despite local_files_only vs Qwen3VL timestamp calculation; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation bug vs processor.save_pretrained missing files; different behavior entirely." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation vs VRAM leak in dataloader threads; no overlap." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in a DSA indexer vs Gemma-4 audio positional encoding; different bugs." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in CI for bark-small vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm precision/config issue vs Gemma-4 audio positional encoding; unrelated models." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak vs a bug in testing_utils.py; no shared underlying defect." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer v5 behavior, but one is broad behavior drift and the other is a specific decoder-type mismatch; too different to treat as duplicates." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs an unrelated placeholder issue titled \"Unemployment\"." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights key handling crash vs chat-template tool-call crash; different code paths." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-star cleanup/perf issue vs unrelated placeholder issue." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "VRAM leak vs unrelated placeholder issue." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config vs tied-weight key handling AttributeError; different failures." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Tokenizer decoder-type issue vs unrelated placeholder issue." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig vs tied-weight key crash; config field bug is unrelated." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading vs an ImportError for layer_type_validation; performance issue versus import regression." + }, + { + "left": "issue:44360", + "right": "issue:44998", + "accept": false, + "reason": "DSA indexer ReLU bug vs unrelated placeholder issue." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request for qwen3-vl/qwen3.5 moe vs processor.save_pretrained missing files; unrelated features/bugs." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting failure on training job failure vs slow from_pretrained checkpoint loading; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading performance vs tensor-parallel training bug; different areas." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading slowdown vs documentation confusion about forward args; unrelated." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request vs a Qwen3.5 MoE from_pretrained failure; one is a feature ask, the other a loading bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Both mention loading, but one is slow checkpoint loading and the other is a tokenizer-loading regression; not the same defect." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching missing audio-model support vs FP8 support for Qwen3-VL/Qwen3.5 MoE; unrelated feature requests." + } + ] + }, + "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": 16, + "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": "2770400a9e467b8f30b6d6d65fa3cd3d0a8edbfab7eb4a7129a90ad1be3ca6ee", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community feature requests, not duplicates: one asks for Flash Attention 2 support for more architectures, the other for GGUF support for more architectures. The soft similarity signal is too broad to treat them as the same underlying issue.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature areas and codepaths (Flash Attention 2 vs GGUF); they share only a broad \u2018more architectures\u2019 theme, so they are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 16, + "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-27088-4", + "nodes": [ + "issue:27088", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "6ce48d1491b884fcc9c0ee1936c7fddc7cc03167a8eb6addbd4efed853a5a838", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4454, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4454, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are issue-template style requests for translating docs, but they appear to target different languages rather than the same underlying task. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "issue:27088 is the only specific, fully named request (Turkish) and is the most concrete representative of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:27088 is the clearest issue to keep as the representative because it is specific and not a placeholder-style template title.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Both are translation-request issues, but they do not indicate the same target language or the same concrete change; this looks like template similarity only." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Same broad i18n-docs theme, but no evidence they refer to the same language or duplicate request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "The titles suggest different language-specific translation requests, so they should not be merged as duplicates." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Highly similar template structure, but no proof they are the same translation task rather than separate language requests." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "These look like repeated template issues, not the same underlying bug/change." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "No concrete overlap beyond the generic translation-docs template; reject as duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 16, + "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-36817-14", + "nodes": [ + "issue:36817", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:37015|issue:42503", + "issue:37015|issue:45027", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:45322", + "issue:43837|issue:43909", + "issue:43909|issue:44205", + "issue:43671|issue:43909", + "issue:44121|issue:45322", + "issue:43837|issue:44121", + "issue:43837|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "19087cc10efede8e85b35f9957c304b1f327961cbb2b15e296c0015728584579", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17649, + "estimated_input_tokens": 4413, + "estimated_eval_tokens": 9082 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17649, + "estimated_input_tokens": 4413, + "estimated_eval_tokens": 9082 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are distinct model-request issues spanning different architectures, model families, or modalities. There is no true duplicate cluster here; the closest pair is Qwen3-TTS vs Qwen3-ASR, but those are separate code paths and should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model families (EuroBert vs DEIMv2); same broad request type only." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config request vs Qwen3-TTS support; unrelated models." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model requests and code paths." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs weight-sparse transformer; different architectures." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT vs LFM2.5 Audio; unrelated model families." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model additions." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT vs Voxtral TTS; different model targets." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture request vs Qwen3-ASR support; not the same change." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 vs sparse-transformer request; different concrete model work." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 vs Voxtral TTS; unrelated model families." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 vs Qwen3-TTS; separate model additions." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT vs Qwen3-ASR; different model targets." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT vs Qwen3-TTS; distinct requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT request vs a generic BERT-like RoPE proposal; not the same issue." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "Generic BERT-like RoPE discussion vs Voxtral TTS support; unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Same Qwen3 family, but TTS vs ASR are different modalities and likely separate code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS vs Voxtral TTS; different model families." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS vs DeepSeek-OCR2; unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS vs weight-sparse transformer; different changes." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR support vs LFM2.5 Audio; separate audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR vs sparse-transformer request; not the same bug/change." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR vs Voxtral TTS; different models and tasks." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR vs DeepSeek-OCR2; unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR vs EUPE; different model families." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio vs SAM3-LiteText; distinct model support requests." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS vs LFM2.5 Audio; different audio models and code paths." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse transformer request vs EUPE; unrelated model additions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 16, + "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-37934-6", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:42936|issue:43668", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813" + ], + "prepared_review_unit_hash": "04e2237cec87510ce1e840ce44f7f7109d957411609a42436a0b0b5f7864c5a4", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6294, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6294, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No duplicate cluster here: the issues span unrelated bugs across different models and tokenizer/config code paths. All soft links look like false positives from superficial wording overlap.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical duplicate stands out; these six issues describe different problems in different components rather than the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44031 is the broadest and most impactful report in the set, with the most discussion and the clearest user-facing regression, so it is the best representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different problems: one questions Llama4TextL2Norm semantics, the other is a ModernBERT config type-hint issue." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former's ignore_value handling and missing kwargs in loss calculation are separate training bugs with different code paths." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Unrelated areas: model-specific ignore_value usage versus a tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to a quantization typo in a different component." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Different subsystems and bug types: Mask2Former behavior versus a ModernBERTConfig annotation error." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Missing kwargs in loss computation is not the same as an incorrect config type hint." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config type-hint bug and a tokenizer regex warning are distinct issues affecting different paths." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERTConfig typing and a typo in orig_conversion.quantization_operation are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 16, + "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": "72dd3f4e2809d48ad23ef35083a350e95413d8ad40a0658e58ddd96f64918f47", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated feature requests: one about block decoding and the other about DeepSeek v3.2 support. They do not describe the same underlying bug or change, so this cluster should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different requests affecting different areas: block decoding vs model support. No shared code-path, explicit target, or concrete duplicate behavior." + } + ] + }, + "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": 16, + "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": "f8cd2e0d1413e2e4edde95a4a79432b7ed2b2e8c11921d12706e9f32cfb3388e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related to custom trainer support, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. I would not merge them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "No true canonical issue: the reports point to separate fixes in Trainer behavior, so they should remain distinct.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43598 is the broader customizability discussion and is the better representative of the cluster theme, if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They share a general Trainer/custom-trainer theme, but the underlying bugs are different: column removal behavior vs FLOPS estimation logic." + } + ] + }, + "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": 16, + "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": "ac7721c472cca869f1db6fc83d974a20f8a39fba28d7bf51c8e9960e043276fd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related only by the Qwen ecosystem, but they request different capabilities: one is about registering Qwen3-Omni with AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They are not duplicates of the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43684 is the broader, more central request around model registration and auto-class support, making it the best representative issue in this small cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43684 is the strongest issue to keep as the cluster representative because it targets a core registration gap rather than a narrower task-specific addition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model variants and different auto-class targets: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 sequence-classification support. They do not look like the same underlying fix." + } + ] + }, + "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": 16, + "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": "fc28462ff87a90654ab3fe0d45e8016496c6df5db65099ad863a74bbfe5f6ed0", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues share the exact title \"huggingface \" and appear to be duplicates; the \"Fett\" issue is unrelated by title and should remain separate.", + "confidence": 0.78, + "canonical_issue_reason": "Issue #43845 is the earliest of the identical-title \"huggingface \" issues, making it the best representative for the duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43845 is the cleanest canonical choice because it is earliest and matches the other near-identical issues exactly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles with no shared target or code evidence; not enough to treat as the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles with no shared target or code evidence; not enough to treat as the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles with no shared target or code evidence; not enough to treat as the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same exact title and very close timing strongly suggest the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and same topic strongly indicate a duplicate report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and same topic strongly indicate a duplicate report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: three issues have the exact same title, and #43845 is the earliest among them. The soft-edge decisions are conservative enough given the limited evidence, and the unrelated 'Fett' issue is correctly kept separate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 16, + "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-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "188c3a1f9cc64a40eff79ff8f53f947ffeebfa5859770ac13a8bc48440c4b596", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated low-information spam/issues. The only plausible duplicates are the three exact \"\" reports; the documentation suggestion and \"Google LLC\" post look separate.", + "confidence": 0.77, + "canonical_issue_reason": "issue:44371 is the best representative of the exact \"\" trio: it is one of the identical spam-style reports, appears earliest, and sits at the center of the strongest soft matches.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44371 is the best issue to anchor the cluster because it matches the other two exact spam items and is the earliest of that duplicate-like set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": true, + "reason": "Same exact spam-style issue: identical title pattern and strongest token overlap; likely the same duplicate report." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": true, + "reason": "Same exact spam-style issue as the other \"\" reports; no meaningful distinction is visible." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Different subject matter: one is spam-like, the other is a documentation enhancement request." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Different titles and apparent intent; \"Check out \\\"Google LLC\\\"\" is a separate promotional/spam-like post, not the same report." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement and spam placeholder are not the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement and spam placeholder are not the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": true, + "reason": "Both are identical \"\" reports with matching high similarity, so they look like duplicates." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Both may be low-quality posts, but they are not the same concrete issue or report." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Both may be low-quality posts, but they are not the same concrete issue or report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: the three \"\" issues are the only clearly duplicate-like items, and the documentation/\"Google LLC\" entries are conservatively treated as separate. The soft-edge accepts/rejects are appropriately cautious given the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 16, + "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": "6efd60e378117c5052bbd8ed701f0af63c471165fe99f0ac392aaba79fbb3375", + "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": "These two closed issues look highly similar from metadata alone: identical titles, close body lengths, and a soft-similarity signal. That supports treating them as likely duplicates, but the available evidence is not strong enough to confidently say they are the same underlying issue without body text, targets, or file-level detail.", + "confidence": 0.74, + "canonical_issue_reason": "#45145 is the better canonical anchor because it has the inbound reference, so it appears to be the more linked of the two otherwise similar issues.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue candidate for the cluster because it is the referenced thread and serves as the most visible anchor among the two similar issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The metadata suggests a likely duplicate, but we do not have the actual body content, targets, or filenames. With only identical titles, similar body sizes, and a soft-similarity signal, the evidence is too thin to accept this edge deterministically." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate-cluster conclusion is directionally reasonable, but the analyst is a bit too confident for the evidence available. The packet only shows identical titles, similar body lengths, and a soft-similarity signal; it does not expose the actual body content, targets, or filenames, so calling them the same underlying issue is stronger than the metadata alone supports. The canonical choice for #45145 is grounded by its inbound reference, but the soft-edge acceptance should be more conservative given deterministic_accept=false." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 16, + "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-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "51149c8c814def8804a0702c4e49d266c1cafa1343b015421b5a4e293a42c355", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate 4-bit inference bugs: one in Gemma4 audio modules hitting `torch.finfo()` on `uint8` weights, and another in `BitsAndBytesConfig` where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an `AssertionError`.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #45674 is the more general, configuration-specific regression with a clear failure mode and likely broader user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45674 is the clearest and most actionable representative of the cluster, with a concrete repro path tied to a specific config interaction.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different bugs and code paths: Gemma4 audio-module dtype handling vs. BitsAndBytes skip-module exclusion logic. They both occur in 4-bit inference, but the failure mechanisms 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": 15, + "component_count": 16, + "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": "46188964ce8bf866e3c536ae40922be35335041a2a8382f91452962492905c00", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1472, + "estimated_input_tokens": 368, + "estimated_eval_tokens": 992 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1472, + "estimated_input_tokens": 368, + "estimated_eval_tokens": 992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are both bare name/date strings, but there is no evidence they describe the same problem or request. They look like unrelated entries with only superficial format similarity.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue has enough context to serve as a meaningful canonical representative; if forced, issue #45762 is marginally earlier, but there is no substantive duplicate relationship to justify canonization.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Reject: the only shared signal is a superficial name/date pattern. There is no description, link, filename, or issue target indicating 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": 16, + "component_count": 16, + "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": "1c4180a1559a6c85cebce89f7eb770779d609f8ee264e6ccaa0c9520d6a7ee2f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open issues with unrelated personal-name/date titles and no body or linking evidence. They do not appear to describe the same underlying bug or request, so this is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the two issues are unrelated and contain only distinct name/date strings with no shared problem statement or linking evidence.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong canonical representative; both are effectively empty and unrelated, so there is no meaningful best issue for deduplication.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Titles are different personal-name/date entries with no body, references, or shared targets; they do not look like the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-13", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:45770" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45770", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45770", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45655", + "pull_request:43823|pull_request:44827", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:45655|pull_request:45770", + "pull_request:44827|pull_request:45770", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "3d05a1c6a1a0d5cb306f7052f87c99c030a1843dcd708e2602959b2672a51b70", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 22, + "serialized_chars": 36471, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 22, + "serialized_chars": 36471, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous PRs (new models, refactors, tests, docs). The only true duplicate-like pair is the two fixed_cross_entropy patches, which target the same loss-utils code path and can plausibly be merged into one change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical PR for the shared loss-utils fix because it explicitly targets issue #43240 and directly updates `fixed_cross_entropy`; PR 43254 is an alternate formulation of the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest representative of the only real duplicate pair in this cluster: same function, same bug, same file, and explicit issue linkage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different changes: VideoPrism model/docs implementation vs an Executorch dynamic-shapes test. No shared bug or code path." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer utility additions for MistralCommon vs adding a new MobileLLM model. Unrelated artifacts." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer method fix vs Executorch export test; different subsystems and problems." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor-pretrained robustness work vs a new model implementation. Same broad area of Transformers, but not the same change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix vs adding MobileLLM. Completely different code paths." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss-utils fix vs Mistral4 test/model cleanup. Different problem and files." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shapes test vs Mistral4 test/model changes. Similar testing theme only, not the same bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch export test vs new model addition. No concrete overlap." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45770", + "accept": false, + "reason": "MobileLLM model addition vs auto_factory text_config unwrapping. Different features and code paths." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model implementation vs config-resolution ordering fix. Unrelated changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New MobileLLM model vs Falcon output-collection refactor. Different models and behaviors." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45770", + "accept": false, + "reason": "Falcon forward refactor vs auto_factory config unwrapping. Both touch infra, but not the same concrete bug." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor vs a draft model-creation skill PR. Not the same artifact type or change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon refactor vs Mistral4 test fixes. Different models and goals." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model adjustments vs `layrnorm`->`layernorm` weight-renaming conversion. Different code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 tests vs config resolution order fix. No shared underlying change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:44827", + "accept": false, + "reason": "MobileLLM model addition vs Mistral4 tests/model changes. Different models and different kinds of work." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes vs draft model-creation skill content. Not a duplicate change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM implementation vs draft AI skill scaffolding. Completely unrelated." + }, + { + "left": "pull_request:45655", + "right": "pull_request:45770", + "accept": false, + "reason": "Config resolution order fix vs auto_factory text_config unwrapping. Related area, but not the same bug or mergeable into one PR." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45770", + "accept": false, + "reason": "Mistral4 test/model work vs auto_factory unwrap logic. Different concrete issues." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both patch `fixed_cross_entropy` in the same file for the same loss-path bug, adding supported kwargs/weight/label_smoothing handling. They could be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The verdicts are conservative and grounded in the packet. The only clearly mergeable duplicate-like pair is PR 43251/43254: both modify `src/transformers/loss/loss_utils.py`, the same `fixed_cross_entropy` function, and both target issue #43240 with the same loss-kwargs fix. The remaining pairs are reasonably rejected as different bugs or different subsystems, despite broad thematic similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "5c7ec5a4a2ce320d67b14e25831f82ee43a6dcc801cf34dc2b7d45e5ad79fa36", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both touch VibeVoice, but they are not the same change: #40546 is the base VibeVoice implementation, while #42781 is a later draft adding VibeVoice Realtime and an acoustic tokenizer. The overlap is expected, but the concrete scope differs enough to keep them separate.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the original, broader VibeVoice implementation and has substantial review activity; #42781 is a later draft extension focused on realtime and tokenizer support, so #40546 is the better canonical anchor for the core feature.", + "best_issue_reason": null, + "best_pr_reason": "#40546 is the most complete and established PR for the underlying VibeVoice codebase, making it the best representative PR in this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: #42781 is not a duplicate of #40546. It adds VibeVoice Realtime plus acoustic tokenizer work and additional generation changes, whereas #40546 implements the base VibeVoice model integration. Shared filenames reflect reuse in the same subsystem, not the same concrete fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 27, + "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": "d4b6b801d1b09e922902670e492368c6f5185ea0f882eb1f9ffdec34bc9c1aeb", + "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 PRs are not duplicates: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They touch different model families and unrelated code paths.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are distinct changes with different models, filenames, and implementation goals.", + "best_issue_reason": null, + "best_pr_reason": "No best PR for a duplicate cluster; neither PR is a substitute for the other or could reasonably be merged into one change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different features in different subsystems: TimesFM forecasting with covariates vs DINOv3 image classification support." + } + ] + }, + "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": 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-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": 5, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-2", + "nodes": [ + "pull_request:41797", + "pull_request:45186" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186" + ], + "prepared_review_unit_hash": "d28fa2e9638844d0cb56a0dc6951d321396c2b8045fbdd44363e4709e4a942aa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6723, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6723, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate model-integration PRs (DeepSeek OCR vs Isaac). They share the usual Transformers scaffolding files, but they target different models and different code paths, so they should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 41797 is the more established model-addition PR, with substantially more review activity and a complete DeepSeek OCR integration footprint.", + "best_issue_reason": null, + "best_pr_reason": "PR 41797 is a solid representative of this cluster because it is a full, reviewed model integration PR; however, it is not a duplicate of PR 45186.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different models and implementations (DeepSeek OCR vs Isaac). The overlap is only shared boilerplate for adding a new Transformers model, not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 27, + "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": "9a61d2f8785a4a5bc634474ebaf95476bbf87d0c5398062e793e2b96eadcc0fe", + "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 open PRs both modernize GitHub Actions workflow references, but they target different upgrade surfaces: one is a broad Node 24 compatibility refresh across many workflows, the other is a focused bump of docker/build-push-action in build pipelines. They overlap in some files but are not the same underlying change and would not naturally merge into one PR.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical PR because it represents the broader, more cohesive workflow-maintenance change: upgrading core GitHub Actions versions for Node 24 compatibility across many repository workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative of the cluster since it has the clearest unifying intent and wider impact, while 42976 is narrower and more specialized to Docker build actions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow dependency bumps, but they fix different things: 42975 updates multiple generic GitHub Actions to Node 24-compatible versions, while 42976 only bumps docker/build-push-action in build-related workflows. Shared files are incidental overlap, not the same code-path 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": 7, + "component_count": 27, + "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-42978-5", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:45490|pull_request:45630" + ], + "prepared_review_unit_hash": "5992bb0ec2410ef325bf0e546d2d8acf55090c81cca10896b3704ec17968d80d", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 17567, + "estimated_input_tokens": 4392, + "estimated_eval_tokens": 9040 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 17567, + "estimated_input_tokens": 4392, + "estimated_eval_tokens": 9040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All five items are distinct model-addition PRs, not duplicates: ViT NEPA, Molmo, Molmo2, CTSM, and Kimi2-6 touch different model families and code paths. The shared patterns are only generic scaffolding for adding a new model (docs, auto mappings, tests).", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43451 (Molmo2) is the strongest representative of the cluster by scope and review activity, with broad multimodal model/processor/auto-mapping updates.", + "best_issue_reason": null, + "best_pr_reason": "PR 43451 is the best single representative for triage purposes because it is the most substantial and well-developed of the model-addition PRs here, but it is still not duplicate-equivalent to the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families: ViT NEPA vs Molmo. Similar repository scaffolding does not make them the same change or bug fix." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model families and code paths: ViT NEPA vs Molmo2. Shared auto/doc/test plumbing is only generic model-addition work." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Unrelated domains: vision model addition vs CTSM time-series model addition. Not the same underlying change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model additions with different configs/processors and different code paths; they are not the same concrete fix." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo multimodal model addition and CTSM time-series model addition are unrelated beyond generic new-model boilerplate." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different model families with different runtime behavior and implementation details; no same-bug/same-change evidence." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45630", + "accept": false, + "reason": "CTSM time-series model addition is unrelated to Kimi2-6 multimodal model addition; shared files are just common auto/doc registry updates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 27, + "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-43291-5", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:45747", + "pull_request:45749" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:45747", + "pull_request:43665|pull_request:45749", + "pull_request:44815|pull_request:45747" + ], + "prepared_review_unit_hash": "5d31ad6992cc268646a3ef0a1ef07193f9da6766f6272e8158cc8ddb740fddf4", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 6, + "serialized_chars": 10367, + "estimated_input_tokens": 2592, + "estimated_eval_tokens": 5440 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 6, + "serialized_chars": 10367, + "estimated_input_tokens": 2592, + "estimated_eval_tokens": 5440 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs do not appear to be duplicates: they cover different concerns (Whisper tokenizer/tests, CLIP/ViT test stubs, FP8 dequantization, split batch size, and a docstring typo). The only seemingly related pair (43665 vs 44815) is still too different in code path and intent to merge as one PR.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the strongest standalone candidate because it makes a concrete code-path change in core loading and FP8 integration, with clear functional scope and associated tests. The others are either test-only, typo-only, or too underspecified to serve as a better canonical representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different areas and purposes: Whisper tokenizer/test fix versus CLIP/ViT test edits. No shared underlying bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding/tokenization changes are unrelated to FP8 dequantization and model loading." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Both touch tests or model-related code, but they address different problems and code paths; not plausibly one merged fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:45747", + "accept": false, + "reason": "CLIP/ViT test modifications are unrelated to split batch size logic." + }, + { + "left": "pull_request:43665", + "right": "pull_request:45749", + "accept": false, + "reason": "Test stubs in vision model tests are unrelated to a docstring spelling correction." + }, + { + "left": "pull_request:44815", + "right": "pull_request:45747", + "accept": false, + "reason": "FP8 dequantization/model loading changes are unrelated to split batch size behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45476" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532", + "pull_request:43488|pull_request:45476", + "pull_request:43532|pull_request:45476" + ], + "prepared_review_unit_hash": "43c45c92b0f7b8f46a4437d7642a22c64dedb55e871d36c91d9d264c24683b87", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7468, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7468, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are unrelated synthetic changes; none appear to be duplicates or mergeable as the same underlying fix/change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43532 is the most coherent representative of the cluster because it is a single workflow/testing-utils change, whereas the other two mix unrelated packaging or tokenizer/test edits.", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the best standalone PR candidate here because its diff is internally focused and more plausibly a single change set than the other two, which contain extra unrelated edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different changes: 43488 updates packaging/versioning and adds pytest-random-order, while 43532 rewrites CI workflow paths and testing utilities. Shared vit test filename is incidental." + }, + { + "left": "pull_request:43488", + "right": "pull_request:45476", + "accept": false, + "reason": "Different code paths and intent: 43488 is packaging/test-dependency related, while 45476 adds a CI workflow caller plus unrelated tokenizer and test file edits." + }, + { + "left": "pull_request:43532", + "right": "pull_request:45476", + "accept": false, + "reason": "Both touch workflows/tests, but they are not the same fix: 43532 refactors self-comment CI behavior, while 45476 adds a CI caller workflow and unrelated CLIP/chinese-CLIP code changes." + } + ] + }, + "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": 27, + "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": "0b592281172c5346e7ee08a733affa145c1e0aa047e80f947e6a95d2a3359ca7", + "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": "Both PRs add new promptable segmentation pipelines, but they target different tasks and model stacks: concept segmentation vs visual segmentation. They are related, not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43613 is the broader and more integrated pipeline addition, but it is not the same change as #43612; the two PRs implement different segmentation tasks.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the better representative of this cluster because it covers a larger, more established segmentation pipeline with more model/test integration, while #43612 is a separate concept-segmentation pipeline.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different concrete additions: promptable concept segmentation vs promptable visual segmentation. They touch some of the same infrastructure, but 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": 11, + "component_count": 27, + "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": "ee4a15a89a130867c7875c7c94f2e6d69111407c540ac4c21f3da5e86fedffc9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same trainer file but fix different behaviors: one changes gradient-accumulation loss scaling, the other makes signature-column filtering overridable. They are not duplicate fixes.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "If one PR must anchor the cluster, #43651 is the more concrete behavior change and closer to a bug fix; #43663 is a separate refactor/overrideability change in a different code path.", + "best_issue_reason": null, + "best_pr_reason": "#43651 is the best representative only by impact and specificity: it changes training loss scaling logic directly, whereas #43663 is an independent column-filtering helper extraction.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Both modify trainer.py, but they target unrelated mechanisms: gradient-accumulation loss scaling vs. signature-column filtering for dataset preprocessing. They do not look like the same underlying bug or 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": 12, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-3", + "nodes": [ + "pull_request:43656", + "pull_request:43836", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842", + "pull_request:43836|pull_request:43842" + ], + "prepared_review_unit_hash": "01688a72c23ba521ee2e7264a63e26e27cb954a52cbefd6b599adc603c2479aa", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "#43836 and #43842 are the same underlying TypeAdapter NameError fix in `src/transformers/cli/serve.py` and share the explicit issue target #43824. #43656 also touches `serve.py`, but its evidence is weaker and it targets a different issue (#43576), so it should not be merged into the same PR cluster as the explicit TypeAdapter fix.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the best canonical PR: it most directly and narrowly fixes the TypeAdapter NameError in `serve.py`, and its diff is the clearest expression of the runtime import/annotation problem.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the best representative of the cluster because it is the most explicit and focused fix for the concrete bug, with the cleanest scope and matching issue target #43824.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "The overlap is too weak: #43656 only shows soft similarity and a different issue target (#43576), and its diff preview reads as broader annotation cleanup rather than a direct TypeAdapter NameError fix." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both PRs clearly address the same concrete `serve.py` TypeAdapter NameError fix and explicitly target the same issue (#43824), so they are plausibly the same change." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates the evidence for PR #43656. In the packet, #43842 and #43836 clearly relate to the same explicit issue target (43824), but #43656 only has soft_similarity with #43842 and a different issue target (43576). The provided diff preview for #43656 shows broader annotation cleanup in serve.py, not an explicit TypeAdapter NameError fix. Because of that, treating all three PRs as the same bugfix and marking the pair #43656/#43842 as mergeable is too strong for the available evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "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-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": 14, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44071", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44059|pull_request:44068", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44073|pull_request:44161", + "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:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "adad217cbe6138340ff894c57bab802ea473c89c286e836ef9ae01f2e147c987", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84503, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76935, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad set of model-specific output-tracing refactors, mostly linked to #43979. I kept duplicate acceptance conservative: only the GPT-J/CodeGen overlaps that share the same concrete code path look mergeable; most other pairs share only the refactor theme or tracking issue and stay separate.", + "confidence": 0.72, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue node is present, so there is no canonical issue to choose. Among PRs, pull_request:44722 is the best anchor because it is the most complete and explicit GPT-J/CodeGen output-tracing refactor and best represents the central code-path change in the cluster.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:44722 is the best single PR anchor for the cluster: it is explicit, later, and covers the main GPT-J/CodeGen output-tracing change in a concrete way without implying the whole cluster is one duplicate fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Same tracking issue and output-tracing theme, but different model families and no shared concrete code path." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families; only the standardized output-tracing refactor pattern overlaps." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": false, + "reason": "Related GPT-J work, but the packet support is only soft similarity and not enough to call it the same fix." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model code paths; same refactor theme only." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families; the shared output-tracing initiative is too broad to merge as one fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen versus EfficientNet; same initiative, but not the same underlying bug or change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa V2 are unrelated implementations sharing only the refactor pattern." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Different models and code paths; the shared output-tracing theme is not enough." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": false, + "reason": "Both are GPT-Neo refactors, but the packet support is only soft similarity, so this is not a safe same-PR duplicate." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are unrelated model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "Related output-tracing refactors, but different concrete GPT model changes; not enough to merge as one PR." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen; same program, but not the same concrete fix." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen output tracing." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different model code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different model families." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet versus MPT; only the refactor motif overlaps." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are related by theme, not by the same concrete change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo versus MGP-STR; no shared code path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are distinct model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated beyond the broad output-tracing initiative." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are separate code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are different architectures." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBERT are different models." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are separate concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet-style tracing refactor versus VisualBERT; only the pattern overlaps." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "SegFormer and MPT are different model families." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT and Flaubert/XLM are different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are unrelated implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are unrelated model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are different concrete model changes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBERT and LongT5 are different code paths." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different models." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated despite sharing the refactor theme." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different concrete implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated model families." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are unrelated." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBERT are not the same implementation change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa V2 and TextNet are unrelated models." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor in the same code path; 44722 plausibly subsumes this work." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing change in modeling_gptj.py; 44722 is a broader follow-up that includes the same code path." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet versus RegNet/ResNet-style code; same theme only." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa V2 and SpeechT5 are different architectures." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "Different model families; shared output-tracing pattern is too broad to merge as one PR." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are unrelated model families." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The result is not conservative enough. It contains contradictory verdicts for the same pair (pull_request:44066 vs pull_request:44085 appears as both accept and reject), and it overstates mergeability for some pairs the packet only supports as soft similarity. In particular, pull_request:44018 vs pull_request:44068 and pull_request:44066 vs pull_request:44085 are not marked deterministic accepts in the packet, so treating them as same-PR bugfixes is too strong. The summary is broadly grounded, but the soft-edge judgments need to stay closer to the packet evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 27, + "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:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "a2c15b26121d55033bccee6664342a007e275a686b686795b838eed9ec9e72ca", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84503, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13068, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific refactors toward standardized output tracing/capture, but they target different architectures and code paths, so they are not duplicates of one another.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a true duplicate hub here; the cluster is a family of similar refactors across different models, not one shared fix. If a representative PR is needed, the clearest exemplar is the output-tracing refactor pattern itself.", + "best_issue_reason": null, + "best_pr_reason": "PR #44073 is a good representative because it shows the standardized output-capture migration clearly and compactly, with explicit `_can_record_outputs` wiring for one model family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor theme, but different models (VisualBert vs TextNet) and different forward/output code paths; they could not plausibly be merged into one PR without becoming unrelated multi-model churn." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both are output-tracing refactors, but MPNet and VisualBert are separate implementations with distinct layers and recording hooks; this is not the same underlying bug/change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different model families and different internal output-capture wiring; similar cleanup pattern only, not a single concrete code-path fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model code paths; the overlap is only the generic migration to the new decorator/capture APIs." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert vs SpeechT5 affects different model stacks and output semantics; these are separate refactors, not one mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 27, + "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:44025", + "pull_request:44000|pull_request:44026", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44025", + "pull_request:44001|pull_request:44026", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44025", + "pull_request:44001|pull_request:44003", + "pull_request:44002|pull_request:44003", + "pull_request:44000|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": "bb8b73eca9dc6cd04f25f9c301b760a0d8114a660fb02c138d240fdafa583998", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 41321, + "estimated_input_tokens": 10331, + "estimated_eval_tokens": 20918 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 41321, + "estimated_input_tokens": 10331, + "estimated_eval_tokens": 20918 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of similar but model-specific PRs that all refactor output tracing / return-dict handling in different Transformers models. 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They share framework plumbing and docs patterns, but they do not fix the same underlying problem.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for duplication purposes: the PRs target different models and different implementations, so they are not interchangeable.", + "best_issue_reason": null, + "best_pr_reason": "PR 45075 is the strongest standalone candidate: it is a full, non-draft model addition with substantial implementation, conversion, and test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions for different architectures and codepaths; shared auto-registration/docs are incidental, not the same change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Both add separate models, but they implement different model families with different files, configs, and tests, so they are not duplicates." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "These are distinct model integrations (DeepSeek-OCR-2 vs Voxtral TTS) with different functionality and code paths; not the same PR merged twice." + } + ] + }, + "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": 27, + "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": "8b94ae0a427f4966a79dee902718454b8546e4cf1700708283b9f1464f2dca21", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related but distinct PRs about fusion support: one introduces a generic Module Fusion API, the other implements n-to-1 kernel fusion via KernelConfig and integration changes. They share a theme but are not the same underlying change.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the more concrete end-to-end feature implementation: it wires KernelConfig into modeling/integrations, adds hub kernel plumbing, and includes a runnable example. PR #44979 is a separate API-layer proposal.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the strongest representative for this cluster because it delivers an actual user-facing fusion workflow rather than just the module-fusion abstraction.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Both concern fusion, but #44979 defines a generic Module Fusion API while #45363 implements n-to-1 kernel fusion via KernelConfig with different files and code paths. They are related infrastructure, not the same fix/change, and would not naturally be one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 27, + "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": "caaa41321578ae70fc3ddce99ddb70dfdb58ed9089db9ab5ddffd30558c6aa65", + "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 address the same AttributeError in `_patch_mistral_regex` by switching to `tokenizer.pre_tokenizer`; PR 45317 is the more complete version because it includes test coverage and a clearer scope.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the stronger canonical PR: it fixes the same code path as 45086, includes tests, and is more explicit about the failure mode (`fix_mistral_regex=True`).", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall artifact because it appears to fully represent the fix with validation, while 45086 is a smaller, earlier variant of the same patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same concrete code-path fix in the same file; 45317 is essentially a superset of 45086 with added tests, so they are duplicate PRs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 27, + "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": "53e080e5238ee61108a9eebe9b4b24c9aaf8153e00de3a8d3f375f6bfdc449f9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two NemotronH PRs overlap on model code, but they address different changes: one is a refactor/inheritance and conversion-mapping update, the other is a broader split into NemotronH dense/sparse variants with docs and tests. They are related, not duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the broader, more complete NemotronH change set, covering the new dense/sparse model split, auto-mapping updates, docs, and tests; #45115 is a narrower refactor focused on inheritance and conversion mapping.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the strongest representative of the cluster because it makes the larger user-visible model architecture change and includes supporting documentation/test updates, whereas #45115 is a smaller internal refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Not the same concrete fix: #45115 updates conversion mapping and refactors NemotronH to inherit GraniteMoeHybrid-compatible structure, while #45569 introduces separate NemotronH dense/sparse implementations plus docs and tests. They touch related files, but they could not plausibly be merged as one PR without conflating distinct changes." + } + ] + }, + "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": 27, + "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": "0750a3c7504f8339ec3ed40479e1e6c61e39f5ccfdebdf011892681c5d683af9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related but distinct feature PRs: one adds heterogeneous per-layer config support, the other builds heterogeneous model/runtime support on top of that config infrastructure. They share implementation files, but they are not the same concrete change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it introduces heterogeneous model support and includes the runtime/modeling integration that builds on per-layer config. If one PR must represent the cluster, this is the more comprehensive one.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best representative because it covers the larger end-to-end feature surface and the changed code paths beyond config plumbing.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Reject: #45333 adds per-layer configuration support, while #45332 adds heterogeneous model/runtime support that consumes that configuration. They are related prerequisite-and-consumer changes, not the same underlying bug or a single mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 27, + "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": "9a29adfea6eefc0525c4a8e79ea78deecbf8fd5b4f01610c015938a4d8d7e925", + "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": "Both PRs are typing-related, but they are not the same change: one is a broad type-checking sweep across many transformer modules, while the other adds a few typing protocols/helpers for specific integrations. The shared files only indicate overlapping maintenance areas, not a duplicate fix.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more concrete, narrowly scoped typing change; PR 45415 is a broad repo-wide type-checking pass rather than a single underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the better representative of a specific, mergeable change. PR 45415 is too broad and heterogeneous to serve as the canonical duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Reject: they overlap only in general typing work and a few shared files, but they address different scopes and likely different code-paths. This is not the same underlying bug/change and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 27, + "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-45487-2", + "nodes": [ + "pull_request:45487", + "pull_request:45615" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:45615" + ], + "prepared_review_unit_hash": "820a4b6f162962fa8d78aa93bd4f9c03d207402f4a0ca20194097f181a5e9760", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5159, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5159, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one fixes a real model-parallel device placement bug across several model implementations, while the other only updates XPU test expectations for Qianfan OCR.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45487 is the substantive code fix: it changes model forward logic to move buffered token type ids to the correct device before gather/expand, affecting multiple affected models. PR 45615 is only a test-data expectation update and is not the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45487 is the best representative of the cluster because it addresses the actual bug in the code path and has the broader, concrete fix; PR 45615 is test-only and not a strong canonical candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45615", + "accept": false, + "reason": "Reject: the PRs target different problems and code paths. 45487 fixes device placement in model parallel forward logic for AltCLIP/ChineseCLIP and related models; 45615 only adds XPU-specific test expectations for Qianfan OCR." + } + ] + }, + "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": 27, + "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": "21a23cc45620edc77724ecad63265617cb6e8dfaaffc0a319507b885f034db10", + "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": "These are both expert-parallelism-related PRs, but they fix different bugs on different loading paths: one is about preserving distributed_config / EP state during Accelerate + ZeRO-3 loading, the other is about preventing expert tensors from being overwritten during FSDP2/rank-0 broadcast. They are related in subsystem but not duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better representative because it targets a more concrete, code-path-specific EP loading corruption bug and includes the broader fix surface across loading and MoE/tensor-parallel integration.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone candidate: it describes the failure mode clearly and fixes the underlying overwrite issue directly, whereas #45548 is a narrower EP/ZeRO-3 configuration-loading adjustment.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both mention EP and touch modeling_utils, but they address different underlying defects: #45548 preserves distributed_config/EP during Accelerate + ZeRO-3 loading, while #45662 fixes expert parameters being overwritten during FSDP2/rank-0 broadcast." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 27, + "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": "a42952ac523ae82e30b7f2c9c273ef9a98f9dc4b9e6abdb63407264467665dbf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist-related captured_info collision in testing_utils; PR 45645 is the broader superset because it also updates CI log collection to handle multiple files.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it contains the core xdist-safe testing_utils fix from 45639 plus the additional workflow change needed to preserve and aggregate the new per-worker debug logs.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest representative of the cluster: it fixes the same concrete artifact-collision bug and covers the downstream CI handling, whereas 45639 is just the narrower code-side subset.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug/change: making captured_info logging xdist-safe. 45645 includes the same testing_utils fix as 45639 and adds compatible CI log aggregation, so they 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": 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-45683-2", + "nodes": [ + "pull_request:45683", + "pull_request:45734" + ], + "soft_pairs": [ + "pull_request:45683|pull_request:45734" + ], + "prepared_review_unit_hash": "5bf556c48e00ed86e4c03ceb7e01f11cf4b18f29c45b12a017e905cb44e456f3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3891, + "estimated_input_tokens": 973, + "estimated_eval_tokens": 2202 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3891, + "estimated_input_tokens": 973, + "estimated_eval_tokens": 2202 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: 45683 adds audio-module skips for multimodal quantization crashes, while 45734 fixes skip_modules semantics so auto-detected defaults remain skipped and adds tests.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "45734 is the stronger standalone fix: it patches the skip_modules regression, includes tests, and has the explicit issue link; 45683 addresses a different audio-specific crash.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45683", + "right": "pull_request:45734", + "accept": false, + "reason": "Shared file and issue target are incidental; 45683 skips audio_tower/embed_audio to avoid a uint8 crash, whereas 45734 changes the skip_modules/default-skip control flow to keep lm_head and tied embeddings excluded and prevent a bitsandbytes AssertionError. Different bugs and not mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 27, + "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-45687-2", + "nodes": [ + "pull_request:45687", + "pull_request:45754" + ], + "soft_pairs": [ + "pull_request:45687|pull_request:45754" + ], + "prepared_review_unit_hash": "def81eea00e59ffb7fbb2e5318529a19ad31f1ad7cc6b0953a57e3da450e36e0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4043, + "estimated_input_tokens": 1011, + "estimated_eval_tokens": 2278 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4043, + "estimated_input_tokens": 1011, + "estimated_eval_tokens": 2278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MPS-specific torch.histc dtype fallback bug in grouped expert routing; 45754 is the broader patch and subsumes the moe.py-only fix in 45687.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "45754 is the better canonical PR because it includes the same moe.py MPS fix as 45687 and also extends the fix to finegrained_fp8.py, so it represents the fuller change set.", + "best_issue_reason": null, + "best_pr_reason": "45754 is the strongest representative of the cluster: it fixes the same underlying MPS histogram routing bug and covers both affected code paths, while 45687 is a subset of that change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45687", + "right": "pull_request:45754", + "accept": true, + "reason": "Same underlying bug: torch.histc on MPS needs float input. Both change the moe.py device check to include MPS, and 45754 additionally applies the same fix to finegrained_fp8.py, so this is a plausible single merged PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs share issue target 45685 and apply the same MPS histc float-input fix in moe.py, with 45754 extending that fix to finegrained_fp8.py as well. The mergeability judgment is conservative and supported by the diffs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "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-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 + } + ] +} diff --git a/snapshots/20260504T060033Z/analysis-runs/hybrid-model-20260504t060033z/manifest.json b/snapshots/20260504T060033Z/analysis-runs/hybrid-model-20260504t060033z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..ea0362494bca0ffd9d15896bdef31b2e3be4942b --- /dev/null +++ b/snapshots/20260504T060033Z/analysis-runs/hybrid-model-20260504t060033z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260504t060033z", + "artifacts": { + "hybrid": "snapshots/20260504T060033Z/analysis-runs/hybrid-model-20260504t060033z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260504T060033Z/analysis-runs/hybrid-model-20260504t060033z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-04T06:04:29Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260504T060033Z", + "variant": "hybrid" +} diff --git a/snapshots/20260504T060033Z/manifest.json b/snapshots/20260504T060033Z/manifest.json index 61e3ff4e13b89fb65c5283c8b14ca351b25dce2f..a6330052e11f072b6a78ae474d15f1c4e869bc6e 100644 --- a/snapshots/20260504T060033Z/manifest.json +++ b/snapshots/20260504T060033Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 265 }, "extracted_at": "2026-05-04T06:00:33Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260504t060033z", + "runs": { + "hybrid-model-20260504t060033z": { + "analysis_id": "hybrid-model-20260504t060033z", + "artifacts": { + "hybrid": "snapshots/20260504T060033Z/analysis-runs/hybrid-model-20260504t060033z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260504T060033Z/analysis-runs/hybrid-model-20260504t060033z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260504T060033Z/analysis-runs/hybrid-model-20260504t060033z/manifest.json", + "model": null, + "published_at": "2026-05-04T06:04:29Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260504T060033Z", "watermark": {