diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 4bf3e806302e8b7f7cc499ce506a7825fe7d77e2..a319235baab72da4734ab1f0d1a821a8865c1e85 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": "20260529T060141Z", - "generated_at": "2026-05-29T06:12:16Z", + "snapshot_id": "20260529T120035Z", + "generated_at": "2026-05-29T12:11:08Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1148,6 +1148,40 @@ } ] }, + { + "cluster_id": "cluster-44514-5", + "summary": "Cluster of 3 issues and 2 PRs centered on issue #44521.", + "status": "open", + "confidence": 0.6, + "canonical_issue_number": 44521, + "canonical_pr_number": 44535, + "issue_numbers": [ + 44514, + 44521, + 44545 + ], + "pr_numbers": [ + 44535, + 44543 + ], + "evidence_types": [ + "closing_reference", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44535, + "right_pr_number": 44543, + "code_similarity": 0.121, + "size_similarity": 0.477, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.169, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -1614,35 +1648,6 @@ } ] }, - { - "cluster_id": "cluster-43665-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 43665, - "issue_numbers": [], - "pr_numbers": [ - 43665, - 44815 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 43665, - "right_pr_number": 44815, - "code_similarity": 0.03, - "size_similarity": 0.133, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.022, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -1919,7 +1924,17 @@ ] } ], - "duplicate_issues": [], + "duplicate_issues": [ + { + "cluster_id": "cluster-44514-5", + "canonical_issue_number": 44521, + "duplicate_issue_numbers": [ + 44514, + 44545 + ], + "reason": "Issues in cluster-44514-5 are treated as duplicates because they share closing_reference, soft_similarity evidence." + } + ], "duplicate_prs": [ { "cluster_id": "cluster-41115-3", @@ -1948,15 +1963,6 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, - { - "cluster_id": "cluster-43665-2", - "canonical_pr_number": 43665, - "duplicate_pr_numbers": [ - 44815 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43665-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -1992,6 +1998,15 @@ "target_issue_number": null, "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." }, + { + "cluster_id": "cluster-44514-5", + "canonical_pr_number": 44535, + "duplicate_pr_numbers": [ + 44543 + ], + "target_issue_number": 44521, + "reason": "PRs in cluster-44514-5 are treated as duplicates because they converge on issue #44521 with closing_reference, soft_similarity evidence." + }, { "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, @@ -2021,10 +2036,10 @@ } ], "best_issue": { - "cluster_id": "cluster-45647-3", - "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 13 discussion comments plus 8 inbound references.", - "score": 164.0 + "cluster_id": "cluster-44514-5", + "issue_number": 44521, + "reason": "Issue #44521 is the strongest global issue candidate because it is open, belongs to a cluster with 5 artifacts, and carries 8 discussion comments plus 5 inbound references.", + "score": 171.0 }, "best_pr": { "cluster_id": "cluster-43979-11", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 19e673bd63ef944e3adb44e627c48ccec3bbf76d..4c33b618fbb7d0ae51b92e9ffe628501cf8dc003 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": "20260529T060141Z", - "generated_at": "2026-05-29T06:12:16Z", + "snapshot_id": "20260529T120035Z", + "generated_at": "2026-05-29T12:11:08Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -10,13 +10,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 1, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:24643", "issue:30277", @@ -93,8 +93,8 @@ "issue:34634|issue:35545", "issue:30277|issue:43638", "issue:43596|issue:43638", - "issue:43975|issue:44457", "issue:43039|issue:45161", + "issue:43975|issue:44457", "issue:44292|issue:44457", "issue:34928|issue:44805", "issue:24643|issue:30277", @@ -138,364 +138,454 @@ "issue:43866|issue:44863", "issue:44292|issue:46015" ], - "prepared_review_unit_hash": "2e40d473630ff2e47205db5de9200622f4339326a128f6b1844534086cf3f165", + "prepared_review_unit_hash": "bfe06af2d0def03f6a34dc804d5383d4140e7ad7ea0bc08327cb157be2f5cdb6", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 69, - "serialized_chars": 48409, - "estimated_input_tokens": 12103, - "estimated_eval_tokens": 24462 + "serialized_chars": 48408, + "estimated_input_tokens": 12102, + "estimated_eval_tokens": 24460 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous issue reports with similar wording but different root causes. I only found two clear duplicate pairs: the ZeRO-3 Bert index-out-of-bounds reports and the Granite AutoTokenizer v5 regression reports.", - "confidence": 0.76, - "canonical_issue_reason": "Issue 45920 is the strongest canonical issue: it describes the broader AutoTokenizer v5 regression across multiple model families and subsumes the narrower Granite-only report in 45812.", + "summary": "This cluster is heterogeneous, with a few real duplicate subclusters: DeepSpeed ZeRO-3 BERT index errors, v5 docs cleanup around removed pipeline tasks, and AutoTokenizer wrong-token-ID regressions. Most other pairs are only broadly similar and should stay separate.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 45920 is the broadest representative of the tokenizer-regression slice: it generalizes the Granite-only report to multiple model families and captures the shared v5 AutoTokenizer wrong-token-ID failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the best representative issue overall because it captures a broad, user-facing regression with clear scope and ongoing impact.", + "best_issue_reason": "45920 is the most useful overall representative here because it covers the widest concrete regression among the issue set, even though the cluster also contains unrelated docs and training/runtime bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: missing config field vs streaming chat/completions error." + "reason": "Different failures: config attribute error in Qwen3.5 vs streaming chat/completions failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated device/backend problems (AMD GPU vs MPS histogram op)." + "reason": "Different backends and code paths: AMD GPU failure vs MPS histogram op not implemented." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "One is image-preprocessor dtype mismatch; the other is a GPU/device mapping crash on a different model." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are dtype/device issues, but not the same code path or model bug." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is a different bug from Qwen3 on AMD GPUs." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different Qwen/GPT-OSS MoE failures with no shared concrete root cause." + "reason": "Unrelated runtime failures: AMD GPU crash vs GraniteMoEHybrid invalid-method call." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model/runtime environments and different errors." + "reason": "Different model/runtime failures: Qwen3 NVFP4 error vs AMD GPU device issue." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch is unrelated to ONNX export." + "reason": "DeepSpeed collective mismatch and ONNX export failure are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3Moe FP8 are unrelated." + "reason": "Different model/export bug vs FP8 config failure; only the surface area overlaps." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "No shared bug; export issue vs device-map cuda assert." + "reason": "ONNX export error is unrelated to Qwen3 auto device-mapping cuda asserts." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and outdated RAG docs are unrelated." + "reason": "Table QA crash and outdated RAG examples are distinct documentation/runtime issues." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanup, but they reference different removed features and are not the same missing-content bug." + "reason": "Both are docs, but they target different removals and are not the same concrete cleanup." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Different regression classes: export failure vs import failure." + "reason": "ModernBERT ONNX export and GenerationMixin import failure are different breakages." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different training/resume failures affecting different workflows." + "reason": "TRL SFT embedding unpacking error is unrelated to resume-training with trust-remote-code." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask shape mismatch is not the same as Gemma4 device mismatch." + "reason": "Mask/tensor shape mismatch is a different code path from Gemma4 PLE device placement." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both mention tensor/index errors, but the failing code paths and models differ." - }, - { - "left": "issue:43638", - "right": "issue:46165", - "accept": false, - "reason": "Different training/resume scenarios with different root causes." + "reason": "Both are IndexErrors, but one is ZeRO-3 BERT init and the other is a different mask/shape mismatch." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Similar error text, but different model and failure context." + "reason": "Same as above: related symptoms, different underlying failure modes." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Shape mismatch vs GPT-OSS tensor-parallel issue are different bugs." + "reason": "Shape-mismatch IndexError and GPT-OSS TP-only bug are not the same issue." }, { - "left": "issue:43039", - "right": "issue:45161", + "left": "issue:44560", + "right": "issue:46165", "accept": false, - "reason": "Liger Kernel cross-entropy path is unrelated to GPT-OSS TP failure." + "reason": "Qwen3-vl video StopIteration is unrelated to training resume/trust-remote-code." }, { - "left": "issue:44805", - "right": "issue:44918", + "left": "issue:43596", + "right": "issue:46165", "accept": false, - "reason": "Different tensor-shape bug vs SFT input-embedding issue." + "reason": "Different bugs: ZeRO-3 BERT init vs resuming local model training with remote code." }, { "left": "issue:43572", "right": "issue:46165", "accept": false, - "reason": "StableLmConfig missing field is unrelated to training-resume behavior." + "reason": "Missing pad_token_idx in config is unrelated to the resume-training issue." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Processor voice preset bug is unrelated to ModernBERT export." + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "DeepSpeed collective mismatch and ZeRO-3 index error are different problems." + "reason": "Collective-mismatch in Jamba/ZeRO-3 is not the same as BERT zero-3 index error." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same underlying ZeRO-3 index-out-of-bounds bug during Bert model loading/init." + "reason": "Same DeepSpeed ZeRO-3 BERT index-out-of-bounds bug; the titles only differ in pretrained vs non-pretrained wording." }, { - "left": "issue:43975", - "right": "issue:44457", + "left": "issue:43039", + "right": "issue:45161", "accept": false, - "reason": "Tokenizer detokenization bug and LoRA save/reload mismatch are unrelated." + "reason": "Liger Kernel cross_entropy being called is a different failure from GPT-OSS MoE tensor-parallelism." }, { - "left": "issue:43039", - "right": "issue:45161", + "left": "issue:43975", + "right": "issue:44457", "accept": false, - "reason": "Same subsystem at most, but not the same concrete failure." + "reason": "Detokenization regression and LoRA merge/save mismatch are different bugs." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different model/runtime bug vs LoRA merge/save inconsistency." + "reason": "Qwen3 NVFP4 runtime failure is unrelated to LoRA weight-merging inconsistency." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP mismatch is unrelated to mask shape mismatch." + "reason": "Activation-checkpointing/FSDP recomputation mismatch is not the same as the mask shape IndexError." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Weight dimensionality error is unrelated to collective mismatch." + "reason": "Different DeepSpeed failures: 2-D weight error vs collective mismatch." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same class, but the reported failures are different device/materialization bugs." + "reason": "Both are Qwen3.5-MoE rotary-embedding issues, but one is CPU-offload compatibility and the other is uninitialized-memory materialization." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 Bert loading error is unrelated to GPT-OSS tensor-parallel issues." + "reason": "ZeRO-3 BERT init bug and GPT-OSS TP-only bug do not share a concrete code path." }, { - "left": "issue:43716", - "right": "issue:45507", + "left": "issue:43827", + "right": "issue:44512", "accept": false, - "reason": "Different model bugs and different failure surfaces." + "reason": "Both are docs regressions, but they concern different removed features and should not be merged." }, { - "left": "issue:39290", - "right": "issue:45081", + "left": "issue:44841", + "right": "issue:45823", "accept": false, - "reason": "Gemma3 config regression and Mistral regex patch crash are unrelated." + "reason": "Voxtral processor failure and Gemma4 PLE device mismatch are different model-specific issues." }, { - "left": "issue:45823", - "right": "issue:45874", + "left": "issue:43039", + "right": "issue:44560", "accept": false, - "reason": "Both are Gemma4 issues, but one is a device mismatch and the other is an expensive reverse-embedding lookup; different bugs." + "reason": "Liger Kernel cross_entropy issue is unrelated to the Qwen3-vl video StopIteration." }, { - "left": "issue:43425", - "right": "issue:44292", + "left": "issue:43975", + "right": "issue:46015", "accept": false, - "reason": "Torch version incompatibility is unrelated to Qwen-3 NVFP4 runtime failure." + "reason": "Detokenization regression and outdated RAG examples are unrelated." }, { - "left": "issue:34928", + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same AutoTokenizer v5 token-ID regression; 45812 is the Granite-specific instance of the broader multi-model report in 45920." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to RAG docs drift." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Ovis checkpoint corruption and NemotronH load failure are separate model/checkpoint problems." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen3 NVFP4 runtime failure is unrelated to RAG documentation." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Qwen3 device-mapping assert and BERT ZeRO-3 index error are different failures." + }, + { + "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "FSDP checkpointing issue and Qwen3 auto device-map assert are unrelated." + "reason": "Gemma3 config attribute error with vLLM is unrelated to Qwen3 auto device mapping." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU inference failure and RAG docs drift are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline return_all_scores docs mismatch is unrelated to the removed run command docs." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same v5 docs cleanup around removed pipeline tasks; both point to outdated summarization/translation pipeline documentation." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Voxtral processor failure and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "cross_entropy being called is unrelated to the mask/tensor shape mismatch." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Auto device mapping on Qwen3 and ZeRO-3 BERT index error are separate code paths." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different models and different dtype/backend failures." + "reason": "Autocast dtype mismatch and MPS histogram-int limitation are unrelated." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "SFT trainer embedding unpacking and MPS histogram error are unrelated." + "reason": "TRL SFT unpacking failure and MPS histogram op error are not the same underlying bug." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different failures: autocast dtype mismatch vs Qwen3 NVFP4 runtime error." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Mistral-3 image dtype mismatch is unrelated to Qwen3 NVFP4 errors." }, { "left": "issue:43039", - "right": "issue:43828", + "right": "issue:44918", "accept": false, - "reason": "Cross-entropy/Liger kernel issue is unrelated to autocast dtype mismatch." + "reason": "Liger Kernel cross_entropy call and Qwen3.5 embedding unpacking are different issues." }, { - "left": "issue:30277", - "right": "issue:36331", + "left": "issue:41762", + "right": "issue:43596", "accept": false, - "reason": "DeepSpeed collectives and CustomTrainer signature mismatch are unrelated." + "reason": "Qwen3 auto device mapping assert and ZeRO-3 BERT index error are unrelated." }, { - "left": "issue:34928", - "right": "issue:36010", + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral-3 dtype mismatch and MPS histogram-int error are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:43716", "accept": false, - "reason": "FSDP/activation checkpointing and GenerationMixin import error are unrelated." + "reason": "Mixtral grouped_mm tracing failure is unrelated to the Mistral-3 dtype mismatch." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPU runtime failure vs docs cleanup are unrelated." + "reason": "GPU runtime failure and outdated docs are unrelated." }, { "left": "issue:43039", - "right": "issue:44560", + "right": "issue:44918", "accept": false, - "reason": "Different features and different error conditions." + "reason": "Liger Kernel cross_entropy and Qwen3.5 SFT unpacking are different issues." }, { - "left": "issue:41762", - "right": "issue:43596", + "left": "issue:45237", + "right": "issue:45901", "accept": false, - "reason": "Both are ZeRO-3 loading errors, but different models and no evidence of the same bug." + "reason": "AMD GPU inference failure and table QA crash are unrelated." }, { - "left": "issue:39290", - "right": "issue:41720", + "left": "issue:45823", + "right": "issue:45874", "accept": false, - "reason": "Different model/config failures with different symptoms." + "reason": "Gemma4 PLE device mismatch and reverse-embedding lookup are distinct bugs in the same model family." }, { - "left": "issue:45237", - "right": "issue:45901", + "left": "issue:43425", + "right": "issue:44292", "accept": false, - "reason": "Unrelated inference/runtime failure and task crash." + "reason": "Torch 2.10 incompatibility is unrelated to the Qwen3 NVFP4 runtime failure." }, { - "left": "issue:43901", - "right": "issue:44512", + "left": "issue:34928", + "right": "issue:41720", "accept": false, - "reason": "Both are docs issues, but they concern different deprecated APIs/tasks." + "reason": "FSDP activation-checkpointing mismatch and Qwen3 auto device-mapping assert are different problems." }, { - "left": "issue:44841", - "right": "issue:45823", + "left": "issue:43828", + "right": "issue:45685", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to Gemma4 device mismatch." + "reason": "Autocast dtype mismatch and MPS histogram op limitation are unrelated." }, { - "left": "issue:43039", + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different failures: autocast mismatch vs Qwen3 NVFP4 runtime error." + }, + { + "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Cross-entropy path issue and Qwen3-vl video stopiteration are unrelated." + "reason": "Mistral-3 dtype mismatch and Qwen3-vl video StopIteration are unrelated." }, { - "left": "issue:43975", - "right": "issue:46015", + "left": "issue:44918", + "right": "issue:45685", "accept": false, - "reason": "Tokenizer bug and RAG docs issue are unrelated." + "reason": "Qwen3.5 SFT unpacking failure and MPS histogram op limitation are different bugs." }, { - "left": "issue:45812", - "right": "issue:45920", - "accept": true, - "reason": "Same underlying AutoTokenizer v5 regression; 45920 is the broader multi-model report and 45812 is the narrower Granite instance." + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy and Qwen3.5 embedding unpacking are not the same code path." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "cross_entropy being called is unrelated to the video StopIteration error." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Checkpoint-loading failure and docs example cleanup are unrelated." + "reason": "NemotronH checkpoint loading and RAG docs are unrelated." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Two different model-loading/corruption reports with no shared concrete bug." + "reason": "Ovis checkpoint corruption and NemotronH checkpoint loading are distinct issues." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Runtime error for Qwen-3 NVFP4 is unrelated to outdated docs." + "reason": "Qwen3 NVFP4 failure and RAG docs drift are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate pairs are well-supported by the titles and issue context (the ZeRO-3 Bert index error pair and the AutoTokenizer v5 regression pair). The other soft-edge rejections are cautious rather than overstated, and the canonical issue choice is reasonable given the broader scope and open state of 45920." + "feedback": "The summary is grounded in the packet, and the soft-edge decisions are conservative overall. The accepted duplicate subclusters are well supported by the titles/body themes: ZeRO-3 BERT index errors (43596/43638), v5 docs cleanup around removed pipeline tasks (43827/44509), and AutoTokenizer wrong-token-ID regressions (45812/45920). The rejected pairs mostly involve clearly different model/backend/runtime failures. No obvious overstatement or unsafe mergeability call stands out." }, "evaluator_used": true, "retried": false, @@ -508,13 +598,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 2, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:36010", "issue:39186", @@ -606,268 +696,268 @@ "issue:45632|issue:45698", "issue:43404|issue:45005" ], - "prepared_review_unit_hash": "1f8dbac3bcbc80ec6403606745427378391816d46c737645e4612aa36f1d66bf", + "prepared_review_unit_hash": "19adf954ae91fea319a2a32a39fb35cc585ebfddcf446733528625d8e0827834", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 39, - "serialized_chars": 39126, - "estimated_input_tokens": 9782, - "estimated_eval_tokens": 19820 + "serialized_chars": 39131, + "estimated_input_tokens": 9783, + "estimated_eval_tokens": 19822 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous and mostly contains unrelated Transformers regression reports. I would reject all soft edges; the only plausible overlaps are broad theme matches, not the same concrete bug. The closest umbrella issue is the broad remote-code regression report, but it is not a true duplicate target for the others.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 45020 is the broadest umbrella in the set ('recent transformers versions break models using `remote_code`) and is the closest representative of the custom-loading regression theme, though the cluster is not a clean duplicate set.", + "summary": "This cluster is noisy and mostly heterogeneous. The only loose common thread is broad Transformers v5 loading/compatibility regressions, but the individual reports point to different models, APIs, and failure modes, so I would not merge any soft pair as true duplicates.", + "confidence": 0.43, + "canonical_issue_reason": "If one issue must represent the cluster, #45020 is the broadest and most umbrella-like report: a v5 regression affecting remote_code/custom model loading. It is the closest fit for the noisy loading/compatibility subtheme.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best single representative of the cluster\u2019s widest theme: recent-version regressions affecting model loading/custom code.", + "best_issue_reason": "#45020 is the best representative because it is broad, clearly framed as a regression, and most plausibly overlaps with adjacent custom-model loading complaints, even though it is not a true duplicate of the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding-window behavior, but they are different models and different failure paths (Gemma3 config vs Qwen3-MoE)." + "reason": "Both mention sliding_window, but they are different model families and different concrete failures; too model-specific to be the same bug." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Completely different tasks and errors: Whisper runtime failure vs table-question-answering crash." + "reason": "Unrelated failures: Whisper model load/run problem vs table-question-answering task crash." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility is a dependency issue, not the same bug as v5 tied-weight/pydantic config regression." + "reason": "A generic Torch-version incompatibility is not the same as a pydantic PretrainedConfig field regression." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different models and symptoms: load/test failure for GLM-4.7 vs corrupted Ovis2 checkpoint." + "reason": "Different problems: one is a unit-test/model load failure, the other is a corrupted checkpoint." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are ZeRO-3 index/shape errors, but they occur in different model/setup paths and are not clearly the same bug." + "reason": "Different error signatures and repros: mask shape mismatch vs zero3/BertModel index-out-of-bounds." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Different root causes: DeepSpeed ZeRO-3 index error vs torch/transformers version incompatibility." + "reason": "Zero-3/BERT initialization failure and a torch/transformers incompatibility are different issues." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure is unrelated to the v5 tied-weight/pydantic config regression." + "reason": "Whisper loading/runtime failure is not the same bug as the pydantic field regression." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Different model behavior and subsystem: detokenization bug vs table-question-answering crash." + "reason": "Incorrect detokenization and table QA crashes are unrelated code paths." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Same model family, but one is chat template crash and the other is streaming inference API failure; not the same concrete bug." + "reason": "Same model family, but different APIs and symptoms; not enough evidence for one underlying defect." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error is unrelated to table-question-answering crashes." + "reason": "Qwen-3 NVFP4 runtime error is unrelated to the table QA crash." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 sliding_window config error is unrelated to Gemma4 device-mismatch forward failure." + "reason": "Different model families and different failure modes; only a vague theme of config/model compatibility." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Different subsystems and errors: streaming chat API vs MPS histogram op not implemented for Int." + "reason": "Streaming chat failure and an MPS Int kernel limitation are unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Different models and failures: missing weight tying vs checkpoint corruption." + "reason": "Missing lm_head tying in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Torch dynamo grouped_mm tracing error is unrelated to MPS histogram support." + "reason": "Grouped_mm tracing failure and an MPS histogram kernel issue are different code paths." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both are numeric/mixed-dtype failures, but they affect different models and code paths." + "reason": "Both involve dtype-ish failures, but the model, operation, and trigger differ materially." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to a template-node compilation error." + "reason": "Processor failure for Voxtral and template-node compilation errors are not the same bug." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Gemma3 sliding_window config handling." + "reason": "Importing GenerationMixin from transformers.generation is unrelated to a Gemma3 sliding_window config issue." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Version incompatibility and Gemma4 device mismatch are different bugs." + "reason": "Torch/transformers version incompatibility and a Gemma4 device mismatch are different defects." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both involve zero-sized index errors, but one is a mask shape mismatch and the other is a Gemma3 load-time index error." + "reason": "Mask-length mismatch and zero-sized tensor index-out-of-bounds are different runtime errors." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is a different config bug than the v5 tied-weight/pydantic regression." + "reason": "Missing pad_token_idx in StableLmConfig is not the same as the pydantic PretrainedConfig regression." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM and GGUF gpt-oss support are unrelated." + "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support are unrelated feature/compatibility issues." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Torch-dynamo grouped_mm tracing error is unrelated to GPT-OSS MoE tensor-parallel behavior." + "reason": "Different model families and different execution contexts; not the same concrete failure." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Both mention int4/tied-weight regressions, but they are different issues and different affected model families." + "reason": "Int4 CUDA memory regression and tied-weights translation-model issues are separate bugs." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch for Phi-tiny-MoE is unrelated to Qwen3.5 streaming API failure." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and Qwen3.5 streaming chat failures are different paths." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized argument error is a different initialization bug than tied-weight/pydantic issues." + "reason": "init_empty_weights argument handling and the PretrainedConfig pydantic field issue are different compatibility breaks." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GPT-OSS GGUF architecture support is unrelated to Qwen3.5 streaming inference failure." + "reason": "GGUF gpt-oss support and Qwen3.5 chat streaming are unrelated." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code regression and torch/transformers version incompatibility are different problems." + "reason": "Both are version-compatibility themed, but one is remote_code/custom-model breakage and the other is a specific torch/transformers incompatibility." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window bug is not the same as v5 tied-weight/pydantic field regression." + "reason": "Sliding_window handling in Qwen3-MoE is not the same bug as the pydantic model field regression." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing failure is unrelated to missing Float8 storage backend support." + "reason": "Dynamo tracing grouped_mm failure and missing Float8 storage support are different runtime failures." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are index errors under ZeRO-3, but the tensor shapes, model classes, and triggers differ." + "reason": "Both are index/shaping errors, but the specific tensor shapes, repro, and subsystem differ." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both concern siglip2 quality, but one is embedding quality and the other is incorrect pipeline/AutoModel outputs; not clearly the same bug." + "reason": "Siglip2 embedding quality and AutoModel/pipeline nonsensical results are related to vision-text performance, but not the same concrete defect." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite Qwen config unwrapping and uninitialized rotary embedding memory are different code paths." + "reason": "Composite config unwrapping and uninitialized rotary embedding memory are distinct model-construction bugs." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard-without-TensorFlow backend error is unrelated to torch/transformers incompatibility." + "reason": "TensorBoard-without-TF backend detection and torch/transformers incompatibility are unrelated." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight error and TRL SFT embedding unpacking failure are different training bugs." + "reason": "FSDP weight-dimension error and Qwen3.5 embedding unpacking under TRL are different failure modes." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Qwen3.5 embedding unpacking." + "reason": "Gemma3 image-preprocessor dtype mismatch and Qwen3.5 SFT embedding unpacking are unrelated." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss and GLM5 are unrelated model-specific issues." + "reason": "GPT-OSS perplexity regression and GLM5 are not the same issue; no shared concrete failure is evident." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom-model initialization in notebooks and flash-attn fallback gating are different bugs." + "reason": "Jupyter custom-model initialization and flash-attn fallback blocking are separate compatibility bugs." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve custom code loading/caching, but one is a leaf-directory cache collision and the other is loading the wrong module after save/load; not the same concrete defect." + "reason": "Both concern custom-module loading, but one is a cache-path collision and the other is loading the wrong module after save_pretrained; not the same bug." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both are about tied weights, but they affect different model classes and appear to be separate regressions." + "reason": "Un-tied lm_head weights in Mistral3 and tied-weights translation model issues are related only at a very high level, not the same code-path problem." } ] }, @@ -883,13 +973,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 3, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:36331", "issue:38175", @@ -965,8 +1055,8 @@ "issue:45663|issue:45902", "issue:44910|issue:45859", "issue:42947|issue:44387", - "issue:41553|issue:43881", "issue:43054|issue:43493", + "issue:41553|issue:43881", "issue:44403|issue:44451", "issue:43975|issue:45237", "issue:44403|issue:44488", @@ -975,20 +1065,20 @@ "issue:41762|issue:42915", "issue:45685|issue:45823" ], - "prepared_review_unit_hash": "e910443c91d99e35b502cf9282db71fb2507a8ce7f4f18ac3d4d095f5511faa7", + "prepared_review_unit_hash": "0deb6d4706b62281528927ea97b64076254d28c4438ccd8ac909ea87d958240d", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37275, + "serialized_chars": 37276, "estimated_input_tokens": 9319, "estimated_eval_tokens": 18894 }, @@ -997,216 +1087,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly unrelated issues across different model families and regressions. The only clear duplicate thread is the Transformers 5.x non-persistent buffer corruption bug, which appears under three titles.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43950 is the best canonical issue: it is the most explicit and general description of the non-persistent-buffer regression and links cleanly to the same bug described in 43644 and 44534.", + "summary": "Most pairs are not duplicates: they share a model family or subsystem, but the reported failures are different. The only clear duplicate-style pair is the non-persistent buffer regression (`issue:43950` / `issue:44534`).", + "confidence": 0.83, + "canonical_issue_reason": "`issue:43950` is the best canonical issue for the non-persistent buffer regression because it precisely names the `from_pretrained()` corruption behavior and the 5.x regression; `issue:44534` is a shorter rephrasing of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the strongest representative issue overall because it captures the concrete regression most clearly and is the most mergeable duplicate target among the candidates.", + "best_issue_reason": "`issue:43950` is the strongest representative issue in this set: it is specific, clearly scoped, and describes the underlying regression more directly than the broader rewording in `issue:44534`.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Different problems: one is Qwen3 MoE + FineGrainedFP8Config, the other is flash-attn fallback blocked by unrelated checks." + "reason": "Different failures: Qwen3Moe FP8 config error versus a flash-attn2 fallback gating issue." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "Both mention Qwen/weights-related behavior, but one is a PagedAttentionCache crash and the other is a tied-weights translation-model regression; not the same bug." + "reason": "Qwen3.5 PagedAttentionCache crash is unrelated to translation model tied-weights handling." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Offloading/quantization memory behavior is unrelated to tied-weights handling on translation models." + "reason": "Quantization/offloading behavior is a different bug from tied-weights regressions." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is a different model-loading issue from the tied-weights regression." + "reason": "NemotronH checkpoint loading failure is unrelated to translation tied-weights issues." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer algorithm complaint and a docs/run-command note are not the same underlying issue." + "reason": "A DSA indexer/kernel bug is unrelated to a documentation typo." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different model families and different failure modes: Qwen3.5 embedding unpacking vs GraniteMoEHybrid invalid method." + "reason": "TRL SFT unpacking failure and GraniteMoEHybrid invalid-method calls are different code paths." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different model-specific failures: DeepSeek detokenization vs Qwen-3-8B-NVFP4 runtime error." + "reason": "Detokenization regression and Qwen-3-8B-NVFP4 runtime failure are different bugs." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "One is a cache-strategy typo, the other is stale docs about a removed run command." + "reason": "Cache-strategy typo is not the same as the removed CLI command docs issue." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "No concrete shared bug; these are distinct model/runtime failures." + "reason": "Runtime error on Qwen-3-8B-NVFP4 is unrelated to GraniteMoEHybrid invoking an invalid method." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying regression: Transformers v5 incorrectly handles non-persistent buffers during load/materialization; titles are just rephrasings." + "reason": "Same underlying regression: non-persistent buffers are being filled/corrupted during load in Transformers v5." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both concern SigLIP2, but one is a broken documentation example and the other is degraded text embeddings; not the same concrete bug." + "reason": "SigLIP2 docs example errors are unrelated to the text-embedding quality complaint." }, { "left": "issue:43643", "right": "issue:43950", "accept": false, - "reason": "Remote-code field loss and non-persistent buffer corruption are different regressions." + "reason": "Remote-code missing-fields behavior is a different issue from non-persistent buffer corruption." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different symptoms and code paths: dtype mismatch under autocast vs Qwen3.5 3D position_ids/SDPA behavior." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE-instruct is unrelated to Qwen3.5 position_ids / SDPA behavior." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Unexpected compute_loss kwarg and Gemma3 ZeRO-3 loading failure are unrelated." + "reason": "CustomTrainer kwarg mismatch is unrelated to Gemma3 ZeRO-3 loading failure." }, { "left": "issue:41628", "right": "issue:45800", "accept": false, - "reason": "Import/export breakage for AutoImageProcessor is not the same issue as torch/transformers version incompatibility." + "reason": "AutoImageProcessor import failure and torch/transformers version incompatibility are not the same bug." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different low-level failures: bitsandbytes parameter kwargs vs missing Float8 storage type." + "reason": "bitsandbytes init-arg incompatibility is unrelated to the float8 storage lookup error." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "Both involve buffers/initialization, but one is a from_pretrained corruption regression and the other is uninitialized inv_freq after meta->to_empty materialization." + "reason": "Both involve buffer materialization, but one is a generic non-persistent-buffer regression and the other is Qwen3_5Moe `inv_freq` uninitialized-memory behavior." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality and tokenizer-version changes are not the same concrete bug." + "reason": "SigLIP2 embedding quality regression is unrelated to a broad tokenization-version change report." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Checkpoint corruption and loading log noise are unrelated." + "reason": "Corrupted checkpoint and loading noise are different levels of failure." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Unexpected zero probabilities and poorer text embeddings in SigLIP2 are related only at a very broad model level, not a single duplicate bug." + "reason": "Zero probabilities and worse text embeddings are related to SigLIP2, but they describe different concrete symptoms." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "A bad AutoTokenizer error message for Voxtral and a missing all_tied_weights_keys attribute are different issues." + "reason": "Bad AutoTokenizer error messaging is unrelated to a missing model attribute on MolmoForCausalLM." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states handling and Qwen3_5Moe rotary inv_freq initialization are different bugs." + "reason": "Gemma4 FSDP2 shared_kv_states bug is a different mechanism from Qwen3_5Moe uninitialized memory after materialization." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Both touch Qwen3.5 and position/rotary logic, but one is a FlashAttention crash from misread 3D position_ids and the other is CPU-offload incompatibility." + "reason": "Flash Attention illegal-memory access on Qwen3.5 is unrelated to CPU-offload incompatibility in Qwen3_5Moe rotary embedding." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing with LoRA and int4 quantization OOM are distinct memory-related problems." - }, - { - "left": "issue:41553", - "right": "issue:43881", - "accept": false, - "reason": "Different model-loading failures with different root causes and artifacts." + "reason": "LoRA gradient checkpointing ineffectiveness and int4 OOM are different training-memory issues." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "SigLIP2 text embedding quality vs HF/JAX implementation discrepancy are related only broadly, not a duplicate bug." + "reason": "Both are about SigLIP2, but one is an end-to-end embedding quality complaint and the other is HF/JAX parity; not the same concrete failure." }, { - "left": "issue:44403", - "right": "issue:44451", + "left": "issue:41553", + "right": "issue:43881", "accept": false, - "reason": "A generic loading-noise complaint and a specific model-loading failure are not the same issue." + "reason": "Voxtral tokenizer error messaging and glm-4v-9b loading failure are unrelated." }, { - "left": "issue:43975", - "right": "issue:45237", + "left": "issue:44403", + "right": "issue:44451", "accept": false, - "reason": "DeepSeek detokenization and GPT-OSS-20B on AMD GPUs are unrelated." + "reason": "Generic loading noise is not the same as a specific inability to load ScandiBERT." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "These are separate loading concerns for different models; no evidence they are the same bug." + "reason": "Generic loading noise is not the same as a specific inability to load cjvt/sleng-bert." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Both involve remote_code, but one is missing fields from AutoConfig and the other is broader recent-version incompatibility." + "reason": "Missing fields with trust_remote_code and broad remote_code breakage are too different to treat as the same bug." }, { - "left": "issue:42947", - "right": "issue:43856", + "left": "issue:43975", + "right": "issue:45237", "accept": false, - "reason": "Different training-memory regressions with different triggers and scopes." + "reason": "Detokenization regression is unrelated to AMD GPU support failure." }, { - "left": "issue:41762", - "right": "issue:42915", + "left": "issue:44403", + "right": "issue:44512", "accept": false, - "reason": "Gemma3 ZeRO-3 loading and Qwen3 MoE FP8 config are unrelated." + "reason": "Loading noise and a removed command in docs are different issues." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram support error and Gemma4 device mismatch are separate model/runtime issues." + "reason": "MPS histogram-on-int error and Gemma4 PLE device mismatch are different model/backend bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall and conservative in the soft-edge calls. The only clearly supported duplicate thread in the packet is the Transformers v5 non-persistent-buffer regression (43950/44534, with 43644 matching by title), and the other pairs are reasonably rejected without overstating evidence." + "feedback": "Grounded and conservative overall. The canonical/representative choice of issue:43950 over the shorter rewording issue:44534 is well supported by the titles, and the other soft-edge rejections stay within the evidence in the packet without overclaiming duplicates. I don\u2019t see a pair marked true that looks unrelated, and the summary remains appropriately cautious." }, "evaluator_used": true, "retried": false, @@ -1219,13 +1303,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 4, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:24643", "issue:30064", @@ -1296,9 +1380,9 @@ "issue:43792|issue:44220", "issue:42915|issue:43872", "issue:43257|issue:43866", - "issue:41553|issue:44991", - "issue:43257|issue:45305", "issue:36331|issue:41093", + "issue:43257|issue:45305", + "issue:41553|issue:44991", "issue:42947|issue:45923", "issue:43940|issue:45313", "issue:44928|issue:45588", @@ -1310,238 +1394,226 @@ "issue:24643|issue:30064", "issue:44530|issue:44863" ], - "prepared_review_unit_hash": "ec1ac94813343f8cfa44a965f2ffc4e5cf1104929f0102a470cffa992f03ffb8", + "prepared_review_unit_hash": "97ba68ab4a153e41502f39455111c7d23eb19621c96ba62acb975681ca0f2da8", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37613, - "estimated_input_tokens": 9404, - "estimated_eval_tokens": 19064 + "serialized_chars": 37608, + "estimated_input_tokens": 9402, + "estimated_eval_tokens": 19060 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated model-loading, training, or docs bugs. The only clear duplicate-like clusters are the v5 docs pipeline references, the `_is_hf_initialized` TypeError reports, the mask/tensor shape IndexError reports, and the Qwen video regression reports.", - "confidence": 0.66, - "canonical_issue_reason": "issue:44291 is the clearest root-cause report for the `_is_hf_initialized` regression and generalizes the related bitsandbytes failure.", + "summary": "Mostly a heterogeneous set of model-loading, tokenizer, and training issues. A few soft duplicates are clear: the v5 docs pipeline-removal reports, the `_is_hf_initialized` bitsandbytes/init_empty_weights bug, and the Qwen video-input regression. Most other pairs share broad subsystems but not the same concrete root cause.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella-style regression here: recent transformers versions breaking models that rely on `remote_code`. It is the best anchor among otherwise model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44291 is the best single representative because it names the exact regression, error, and affected loading path in a general way.", + "best_issue_reason": "45020 is the strongest representative issue because it is general, concrete, and cross-cutting; the rest of the set is mostly narrower model-specific failures or documentation cleanup.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different bugs: Qwen3-VL weight_only loading error vs GLM-5 loading issue." + "reason": "Both are model loading failures, but they involve different model families and different failure modes; not enough evidence of the same bug." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different models and different failure modes; no shared concrete bug." + "reason": "Different models and different causes (`loading failed` vs missing `all_tied_weights_keys`), so these are not the same underlying issue." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression vs flash-attn fallback gating; unrelated code paths." + "reason": "Tokenizer loading regression vs flash-attn fallback gating; same general area, but clearly different problems." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "VL import error and bitsandbytes `_is_hf_initialized` TypeError are not the same bug." + "reason": "Import error for a model class vs bitsandbytes `_is_hf_initialized` incompatibility; unrelated root causes." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen/LoRA, but one is a version-compatibility break and the other is a gradient-checkpointing warning." + "reason": "Both mention Qwen3/MoE and LoRA-related warnings, but one is a compatibility break across versions while the other is just a config warning; not the same bug." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Broad remote_code regression vs a specific Gemma4 device_map forward mismatch." + "reason": "`remote_code` loading regressions and device-mapping forward mismatches are different code paths and different failures." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer mapping insertion bug is distinct from the remote_code loading regression." + "reason": "Both relate to model/tokenizer registration, but one is an `add-new-model-like` helper bug and the other is a runtime `remote_code` loading regression." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch is unrelated to the Gemma4 device placement bug." + "reason": "Different runtime failures: autocast dtype mismatch vs device mismatch with `device_map=\"auto\"`." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex crash and flash-attn fallback behavior are different problems." + "reason": "Mistral regex patch crash and flash-attn fallback blocking are unrelated issues." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM key error is unrelated to flash-attn fallback checks." + "reason": "Key error when loading a specific model vs fallback-to-flash-attn gating; not the same bug." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote_code breakage and Kimi tokenizer codec regression are separate issues." + "reason": "Both are tokenizer/model regressions, but one is a broad `remote_code` break and the other is a Kimi-K2.5 tokenizer codec regression." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Weight tying bug and non-persistent buffer corruption are different code paths." + "reason": "Tied lm_head weights vs silent corruption of non-persistent buffers are different loading/tie-weight problems." }, { "left": "issue:43638", "right": "issue:45823", "accept": false, - "reason": "DeepSpeed ZeRO-3 index error is unrelated to Gemma4 device mismatch." + "reason": "ZeRO-3 index-out-of-bounds during training is unrelated to the device-mapping forward mismatch." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "FineGrainedFP8Config failure is not the same as the remote_code regression." + "reason": "FineGrainedFP8/Qwen3 MoE failure and `remote_code` loading regressions are distinct failures." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression: pipeline tasks removed in v5 are still referenced." + "reason": "Same documentation cleanup after v5 pipeline removals; both describe stale docs still referencing removed summarization/translation pipeline usage." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying `_is_hf_initialized` TypeError regression during model loading." + "reason": "Same root cause: the unexpected `_is_hf_initialized` argument / `Int8Params.__new__` failure during `init_empty_weights`-style loading with bitsandbytes." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper general runtime failure is too broad to treat as the same as the fbank feature issue." + "reason": "Both are audio/Whisper-related, but one is a generic run failure and the other is a specific `_torch_extract_fbank_features()` issue." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Qwen3 FP8 failure and bitsandbytes kwarg TypeError are unrelated." + "reason": "Different subsystems: FP8 Qwen3 MoE loading vs bitsandbytes init-empty-weights incompatibility." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MoE weight-conversion bug and Ovis checkpoint corruption are different failures." + "reason": "Qwen3 MoE weight loading under accelerate/deepspeed and an Ovis2 corrupted checkpoint are unrelated." }, { - "left": "issue:41553", - "right": "issue:44991", + "left": "issue:36331", + "right": "issue:41093", "accept": false, - "reason": "Different tokenizer-loading bugs on different models with no shared root cause." + "reason": "Trainer signature mismatch and tensor mask shape mismatch are different bugs." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Weight loading under DeepSpeed and gradient averaging under GAS are separate problems." + "reason": "Both involve DeepSpeed training, but one is a model weight-loading problem and the other is gradient averaging with `model_accepts_loss_kwargs=True`." }, { - "left": "issue:36331", - "right": "issue:41093", + "left": "issue:41553", + "right": "issue:44991", "accept": false, - "reason": "CustomTrainer kwarg mismatch and mask/tensor shape mismatch are unrelated." + "reason": "Both are tokenizer-related, but one is a bad error message for Voxtral and the other is a tokenizer load failure for a different model." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Both involve gradient checkpointing, but on different model behaviors and different root causes." + "reason": "Gradient checkpointing ineffective in PEFT LoRA is not the same as a missing `supports_gradient_checkpointing` flag on a trust-remote-code variant." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 load failures, but the model variants and symptom descriptions are too different to merge." - }, - { - "left": "issue:45020", - "right": "issue:45356", - "accept": false, - "reason": "Remote_code breakage and Kimi tokenizer regression are distinct bugs." + "reason": "Both are Qwen DeepSpeed ZeRO-3 loading failures, but they target different model variants and different missing-weight symptoms." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Qwen3.5 NaN training regression and flash-attn `s_aux` crash are unrelated." + "reason": "RLHF NaNs from Qwen3.5 SDPA/BF16 behavior and a flash-attention auxiliary-state crash are different issues." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "GLM-4.7 test loading issue and NemotronH checkpoint-loading issue are different models/problems." + "reason": "Different model-loading failures for different architectures; no shared concrete root cause is evident." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "bitsandbytes constructor kwarg bug is unrelated to CLIPTokenizer max-length behavior." + "reason": "bitsandbytes init-empty-weights incompatibility is unrelated to CLIPTokenizer's huge `model_max_length` value." }, { "left": "issue:41093", "right": "issue:44805", - "accept": true, - "reason": "Same IndexError: mask shape mismatch against indexed tensor." + "accept": false, + "reason": "They are both mask-shape IndexErrors, but on different data paths and model contexts; too generic to merge." }, { "left": "issue:44479", "right": "issue:44560", "accept": true, - "reason": "Same Qwen video-input regression in v5.3.0, with one report being a specific manifestation." + "reason": "Same 5.3.0 video-input regression family for Qwen3/Qwen3.5 vision models; 44560 is a specific manifestation of the broader regression." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are tokenizer-loading complaints, but they affect different models and likely different causes." - }, - { - "left": "issue:24643", - "right": "issue:30064", - "accept": false, - "reason": "DeepSpeed training error and void segmentation map processing are unrelated." + "reason": "Different tokenizer loading problems for different models, with different user-facing failures." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache crash on Qwen3.5 is unrelated to NemotronH checkpoint loading." + "reason": "PagedAttentionCache `linear_attention` crash and NemotronH checkpoint loading failure are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The accepted soft-edge pairs are plausibly the same bug families based on the titles, and the rejections avoid overclaiming where the evidence is only superficial similarity. No clear overstatement detected." + "feedback": "The clustering is conservative and grounded in the packet. The accepted duplicates are well-supported (docs pipeline removals, bitsandbytes/init_empty_weights `_is_hf_initialized`, and the Qwen video-input regression), and the other pairwise rejections appropriately avoid over-merging on broad subsystem similarity alone." }, "evaluator_used": true, "retried": false, @@ -1554,13 +1626,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 5, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:36010", "issue:38175", @@ -1612,8 +1684,8 @@ "issue:45902" ], "soft_pairs": [ - "issue:45325|issue:45902", "issue:43366|issue:43828", + "issue:45325|issue:45902", "issue:45663|issue:45823", "issue:43366|issue:43531", "issue:44155|issue:45584", @@ -1621,9 +1693,9 @@ "issue:44560|issue:45685", "issue:43824|issue:43957", "issue:42915|issue:43957", - "issue:43645|issue:43646", "issue:43550|issue:44910", "issue:43366|issue:44589", + "issue:43645|issue:43646", "issue:42617|issue:43366", "issue:44560|issue:44918", "issue:36010|issue:42915", @@ -1643,229 +1715,235 @@ "issue:44960|issue:44977", "issue:44451|issue:44488", "issue:42915|issue:44756", - "issue:42491|issue:45276", - "issue:45313|issue:45357" + "issue:45313|issue:45357", + "issue:42491|issue:45276" ], - "prepared_review_unit_hash": "c1949fd14dc61adb8f0884afe45b67127546717d8b1cb55de44b20f280db9002", + "prepared_review_unit_hash": "d18ccebbd146210ae4dd60a93ae74e37349bbf72a758737a9f00944b087fe181", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37557, - "estimated_input_tokens": 9390, - "estimated_eval_tokens": 19036 + "serialized_chars": 37556, + "estimated_input_tokens": 9389, + "estimated_eval_tokens": 19034 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a mix of unrelated Transformers bug reports; only a few pairs look like true duplicates or near-duplicates. I accepted the obvious same-bug pairs around non-persistent buffers, SigLIP2 regressions, custom model initialization, and strict config validation.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 43644 is the best canonical representative: it states the core Transformers v5 regression clearly and has an exact duplicate in 44534, making it the cleanest anchor for that bug.", + "summary": "The set is mostly a bundle of unrelated Transformers issues, with only a couple of clear duplicates. The strongest duplicate cluster is the Transformers v5 non-persistent buffer corruption regression, and there is also a near-identical custom model initialization regression pair.", + "confidence": 0.88, + "canonical_issue_reason": "Issue:43644 is the best canonical issue because it directly states the core Transformers v5 non-persistent-buffer regression and has the cleanest duplicate match with issue:44534.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43644 is the strongest overall issue candidate because it is specific, reproducible, and clearly duplicated by 44534; it best represents a concrete regression rather than a vague symptom report.", + "best_issue_reason": "Issue:43644 is the strongest single issue to keep: it is specific, broadly applicable, and clearly captures the same bug as its duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45325", - "right": "issue:45902", + "left": "issue:43366", + "right": "issue:43828", "accept": false, - "reason": "Different models and different failure modes: Qwen2.5-VL rope/temporal scaling vs Qwen3_5Moe rotary embedding initialization." + "reason": "Different failures: GGUF/gpt-oss support versus a Phi-tiny-MoE autocast dtype mismatch. Same broad model-loading area, but not the same bug." }, { - "left": "issue:43366", - "right": "issue:43828", + "left": "issue:45325", + "right": "issue:45902", "accept": false, - "reason": "Unrelated problems: GGUF gpt-oss architecture support vs Phi-tiny-MoE autocast dtype mismatch." + "reason": "Different code paths and symptoms: Qwen2.5-VL rope scaling for still images versus Qwen3_5Moe rotary embedding uninitialized memory after meta-to-empty materialization." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Both Gemma4-related, but one is an FSDP2 shared_kv_states bug and the other is a device_map forward mismatch; not the same code path." + "reason": "Both are Gemma4-related, but one is an FSDP2 shared_kv_states rebuild KeyError and the other is a device-mismatch during auto device mapping. Not the same underlying bug." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3-MoE sliding_window are different features and failure points." + "reason": "Unrelated model/support problems: GGUF gpt-oss support versus Qwen3-MoE sliding_window behavior." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different application areas and bugs: AudioFlamingo3 batch leakage vs Whisper empty-transcription generation." + "reason": "Different models and bugs: AudioFlamingo3 batch leakage versus Whisper empty-transcription generation failure." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption is unrelated to Kosmos2.5 long OCR index errors." + "reason": "Different regressions: non-persistent buffer corruption in from_pretrained versus a Kosmos2.5 long-ocr index error." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Qwen3-VL video StopIteration and MPS histogram support for MoE are unrelated issues." + "reason": "Different subsystems: Qwen3-VL video inference StopIteration versus an MPS histogram op issue in moe code." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "ImportError for a missing class and meta-device loading failures are different regressions." + "reason": "Both involve loading, but one is a missing import for Qwen2.5-VL and the other is meta-device loading breakage across some models. Not the same concrete bug." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 failure is not the same as meta-device loading breakage." - }, - { - "left": "issue:43645", - "right": "issue:43646", - "accept": true, - "reason": "Same underlying Transformers v5 regression around custom model initialization; one is just the notebook-specific manifestation." + "reason": "Different failures: Qwen3Moe FineGrainedFP8Config versus meta-device model loading on transformers 5+." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different models and different execution paths: SDPA/torch.compile on Bamba vs flash-attention on Qwen3.5." + "reason": "Both touch attention/compile paths, but Bamba SDPA torch.compile failure and Qwen3.5 flash-attention illegal memory access are distinct bugs." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF gpt-oss support is unrelated to the Float8 storage lookup error." + "reason": "Different feature areas: GGUF gpt-oss support versus a float8 storage lookup error." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying custom-model initialization regression in Transformers v5; the notebook-specific report is just a narrower manifestation of the general issue." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py execution failure and GGUF model support are not the same bug." + "reason": "Unrelated: failure to run 3d_parallel.py versus GGUF gpt-oss support." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both involve Qwen3.x, but one is a video inference StopIteration and the other is TRL embedding unpacking during training." + "reason": "Different Qwen3.5-VL/embedding problems with different failure modes; not the same bug." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Importing GenerationMixin and Qwen3Moe FP8 loading are unrelated failures." + "reason": "ImportError for GenerationMixin versus Qwen3Moe FineGrainedFP8Config failure. No common bug." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer mapping/model addition bug is unrelated to Gemma4 PLE device mismatch." + "reason": "Different problems: tokenizer mapping name handling versus Gemma4 PLE device mismatch." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Video embedding StopIteration and a mask/tensor shape mismatch are different concrete errors." + "reason": "Different symptoms and likely different code paths: video StopIteration versus a mask/tensor shape mismatch." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized flag regression is unrelated to Kosmos2.5 long-input indexing." + "reason": "Transformers v5 _is_hf_initialized flag regression is unrelated to Kosmos2.5 OCR indexing." }, { "left": "issue:38175", "right": "issue:43994", - "accept": true, - "reason": "Same SigLIP2 failure reported two ways: zero probabilities / nonsensical outputs from the same model family and pipeline path." + "accept": false, + "reason": "Related SigLIP2 model family, but one is zero probabilities and the other is nonsensical pipeline output. Same model family is not enough to merge them." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "DeepSpeed ZeRO-3 Bert initialization error is unrelated to add-new-model-like / TOKENIZER_MAPPING_NAMES." + "reason": "Both mention model initialization/loading, but one is DeepSpeed ZeRO-3 with BertModel and the other is tokenizer mapping behavior. Different bugs." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "These are different bugs: ZeRO-3 Bert index error vs tokenizer-mapping model addition failure." + "reason": "IndexError in deepspeed zero3 init for BertModel versus add-new-model-like/tokenizer mapping behavior. Not the same issue." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer mapping issue and mask-shape mismatch are not the same underlying problem." + "reason": "Unrelated: tokenizer mapping/model-add workflow versus a tensor mask shape mismatch." }, { "left": "issue:44877", "right": "issue:45030", - "accept": true, - "reason": "Both report config-validation tightening breaking previously loadable model configs; same class of regression." + "accept": false, + "reason": "Both are config-validation related, but they affect different models and different validation rules. Not the same underlying bug." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "GPU+CPU offload loading failure and disabling mmap for Strix Halo OOM are different issues." + "reason": "Different loading/resource issues: gpu+cpu offload dequantized model failure versus disabling mmap to avoid OOM on Strix Halo." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Exact same non-persistent-buffer regression; the titles are near-paraphrases of the same bug." + "reason": "Same exact regression: Transformers v5 fills non-persistent buffers with junk / corrupts them during loading." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "SigLIP2 docs/example errors are broader and include different failure modes than the zero-probabilities runtime bug." + "reason": "Same model family, but one is a runtime zero-probability issue and the other is a documentation/example mismatch plus quantization failure. Not the same bug." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility and BitNet packed-weight loading are unrelated." + "reason": "Different loading regressions in different components: Qwen3 MoE LoRA incompatibility across versions versus BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Auto device mapping cudaErrorAssert and Qwen3Moe FineGrainedFP8Config failures are different code paths." + "reason": "Both are Qwen3-family, but one is an auto device mapping CUDA assert and the other is a FineGrainedFP8Config failure. Not the same concrete code-path problem." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention generation failures are unrelated model-specific issues." + "reason": "GLM5 and Qwen3.5 flash-attention issues are unrelated model-specific failures." }, { "left": "issue:44451", "right": "issue:44488", - "accept": true, - "reason": "Both are reports that current/latest Transformers cannot load specific BERT-based models, likely the same loader regression." + "accept": false, + "reason": "Both report model loading failures for different BERT repos, but the evidence is too thin to conclude the same root cause from the titles alone." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "ZeRO-3 weight loading for Qwen3.5 language_model and incorrect visual encoder keys on save_pretrained are different regressions." + "reason": "Different Qwen3.5 issues: ZeRO-3 weight loading for language_model versus incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different model families and behaviors: Qwen3 MoE LoRA loading versus Gemma4 token embedding resize propagation." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet, and the accepted soft-edge pairs are mostly conservative with clear title/body alignment. The canonical issue choice is also supported by the exact duplicate pair 43644/44534." + "feedback": "The summary is grounded in the packet and stays conservative. The accepted duplicate pairs are supported by the issue titles and descriptions, and the rejected pairs avoid overstating similarity. The selection of 43644/44534 as the clearest duplicate cluster and 43645/43646 as the custom-model init pair is reasonable." }, "evaluator_used": true, "retried": false, @@ -1878,13 +1956,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 6, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:36010", "issue:39404", @@ -1972,14 +2050,14 @@ "issue:45276|issue:45292", "issue:44164|issue:44756" ], - "prepared_review_unit_hash": "602057b7ff23f9391ebd4f80032162b11c7862ec44b63eda5bd701ee7e5596a9", + "prepared_review_unit_hash": "4fcc16c5333e6916ee146e1aa5007437b33e1ee145cbbe7a11e09cc9a39b6e5e", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 48, @@ -1994,228 +2072,216 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly false-positive similarity cluster: these issues span many unrelated Transformers regressions. Only the resize_token_embeddings/output_embeddings pair is a clear duplicate; the lm_head weight-tying pair is also plausibly the same bug family. No PRs are present.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45276 is the clearest representative of the one strong duplicate pair: it states the resize_token_embeddings/output_embeddings failure directly, while the paired issue is just the more generic variant.", + "summary": "Mostly unrelated issue set with one clear duplicate cluster around `resize_token_embeddings` regressions in Gemma4/t5gemma. I accept only the directly overlapping resize-token-embedding reports; the rest are different bugs, models, or code paths.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45276 is the best canonical report for the resize-token-embeddings bug because it covers both `embed_tokens_per_layer` and `output_embeddings`, making it the broadest and most specific description of that regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45276 is the best issue to anchor the cluster because it most clearly names the underlying bug and has the strongest duplicate signal with issue:45292.", + "best_issue_reason": "issue:45276 is the strongest overall issue candidate among the duplicates here: it is concrete, clearly reproducible, and subsumes the narrower `output_embeddings`-only report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Different subsystems: checkpoint resumption step-counting vs optimizer argument usage." + "reason": "Different bugs: Trainer checkpoint resume/max_steps vs SGD optimizer args being ignored." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model load failures, but for different models and likely different regressions." + "reason": "Both are tokenizer/model-loading failures, but for different models and different failure modes." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Unrelated Transformer 5 regressions: buffer initialization vs notebook custom-model initialization." + "reason": "Both concern Transformers 5.0 changes, but one is non-persistent buffer initialization and the other is Jupyter custom model initialization." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same model family, but different symptoms and no clear shared code-path bug from the titles alone." + "reason": "Same model family, but one is a doc-example/processor mismatch and quantization issue; the other is nonsensical inference results in AutoModel/pipeline." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions affecting different model families and different failure modes." + "reason": "Both are tokenizer regressions, but they affect different tokenizers/models and do not look like the same concrete bug." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model-loading problems with different models and error types." + "reason": "Different model-loading failures for different models." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE weight conversion vs GLM loading in tests are unrelated bugs." + "reason": "Different Qwen/GLM loading paths and different symptoms." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both mention memory/offload, but one is training memory efficiency and the other is quantization offloading behavior." + "reason": "Different memory/quantization problems; not the same code-path bug." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "LoRA compatibility across branches is unrelated to this Qwen3-VL shape-mismatch load error." + "reason": "Different models and different loading/training contexts." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is MoE training efficiency and the other is int4 reserved-memory/OOM regression." + "reason": "Both involve memory usage, but one is Qwen3 MoE training and the other is int4 quantization OOM in Transformers 5.x." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different model families and different generation/serving crash causes." + "reason": "Unrelated model/chat crash vs Gemma4 processor attribute error." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 loading vs sinq quantized save/load breakage are different bugs." + "reason": "GLM5 loading issue vs save/load breakage after sinq quantization." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA hf4.x/hf5.x incompatibility is not the same bug as resize_token_embeddings not updating output embeddings." + "reason": "Different issues: Qwen3 MoE LoRA compatibility vs token embedding resize not updating outputs." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Save/load extra_state handling and init_empty_weights argument handling are separate code paths." + "reason": "Both are loading/init regressions, but the concrete failures are different (`extra_state` handling vs `_is_hf_initialized` argument)." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both involve flash attention, but one is 3D position_ids packing and the other is s_aux=None handling." + "reason": "Different flash-attention failures with different trigger conditions and models." }, { "left": "issue:45276", "right": "issue:45335", - "accept": false, - "reason": "Both mention resize_token_embeddings, but the affected model components differ enough to look like separate bugs." + "accept": true, + "reason": "Same underlying `resize_token_embeddings` bug; 45335 is a narrower manifestation of the broader issue in 45276." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Import path regression vs Whisper pipeline return_language behavior are unrelated." + "reason": "ImportError on `GenerationMixin` is unrelated to Whisper `return_language` pipeline behavior." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version compatibility and meta-device loading failures are different issues." + "reason": "Torch version incompatibility vs meta-device loading regression; not the same bug." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 auto device-mapping crash is unrelated to AudioFlamingo3 batched inference leakage." + "reason": "Different subsystems: Qwen3 device-mapping CUDA assert vs AudioFlamingo3 batched inference token leakage." }, { "left": "issue:43404", "right": "issue:43454", - "accept": true, - "reason": "Both report the same underlying bug class: lm_head weights are not tied in new multimodal generation models, causing bad text generation." + "accept": false, + "reason": "Both are weight-tying issues, but they affect different model families and code paths." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 doc/example problems are unrelated to GLM5 model loading." + "reason": "SigLIP2 docs/inference bug is unrelated to GLM5 model-loading issue." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Tokenizer vocab-size mismatch is a different bug from model loading failing for a specific checkpoint." + "reason": "Tokenizer vocab mismatch in one issue vs model loading failure in the other." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/PEFT behavior is unrelated to T5 RMSNorm memory leak." + "reason": "Different training/runtime bugs: gradient checkpointing with LoRA vs apex RMSNorm memory leak." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different model families and different failure points: FSDP2 shared_kv_states vs from_config text_config unwrapping." + "reason": "Different composite-model/FSDP bug vs `from_config` text_config unwrapping bug." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Quantization/offload not working and reserved-memory OOM are not the same concrete bug." + "reason": "Both involve quantization/memory, but the concrete failures differ (offloading vs reserved-memory OOM)." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights argument handling is unrelated to Strix Halo mmap OOM." + "reason": "Init-empty-weights loading error vs mmap OOM mitigation; unrelated causes." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 FSDP2 KeyError and Qwen3.5 MoE CPU-offload incompatibility are different code paths." + "reason": "Different issues in Gemma/Qwen MoE code paths; not the same bug." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Both are device/layout problems, but the batched inference leak and Gemma4 PLE device mismatch are distinct bugs." + "reason": "AudioFlamingo3 batch inference corruption vs Gemma4 device-mapping mismatch." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization formats and different failure modes: NVFP4 runtime error vs MXFP4 fallback to bf16." + "reason": "Different quantized-model loading failures for different models and quantization formats." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Int4 quantization OOM and mmap-on-Strix-Halo OOM are separate causes." + "reason": "Different memory regressions: int4 reserved-memory growth vs Strix Halo mmap OOM." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP2 attention state rebuilding are unrelated." - }, - { - "left": "issue:43957", - "right": "issue:44756", - "accept": false, - "reason": "Meta-device loading regressions and mmap disabling for Strix Halo are different issues." - }, - { - "left": "issue:42947", - "right": "issue:43381", - "accept": false, - "reason": "Gradient checkpointing ineffectiveness vs eval-mode prohibition are different behaviors." + "reason": "Sparse-layer config bug is unrelated to Gemma4 FSDP2 shared-state rebuild failure." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same bug: resize_token_embeddings does not propagate to the output embeddings; one title is Gemma4-specific, the other is the generic form." + "reason": "Same resize-token-embeddings regression; 45276 is the fuller report and 45292 is a subset focused on `output_embeddings`." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "extra_state save/load breakage is unrelated to Strix Halo mmap OOM." + "reason": "Save/from_pretrained `extra_state` handling is unrelated to Strix Halo mmap OOM." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted soft pairs are supported by the issue titles, especially 45276/45292. No PR-pair mergeability concerns apply because there are no PRs in the packet." + "feedback": "The summary is grounded in the packet: the only clearly related cluster is the resize_token_embeddings set (45276/45292/45335), and the rest of the pairwise rejections stay conservative given the differing models, subsystems, or failure modes in the titles. No obvious overstatement beyond the evidence in the packet." }, "evaluator_used": true, "retried": false, @@ -2228,21 +2294,20 @@ "component_index": 1, "component_count": 17, "review_unit_index": 7, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ - "issue:36032", "issue:39404", "issue:43257", "issue:43299", "issue:43381", "issue:43425", - "issue:43452", + "issue:43596", "issue:43611", "issue:43645", "issue:43646", @@ -2297,8 +2362,8 @@ "issue:43828|issue:43957", "issue:43425|issue:43828", "issue:44402|issue:44451", - "issue:39404|issue:45701", "issue:44589|issue:44756", + "issue:39404|issue:45701", "issue:43257|issue:44863", "issue:44683|issue:45823", "issue:43425|issue:45823", @@ -2315,226 +2380,226 @@ "issue:43901|issue:44509", "issue:43299|issue:43931", "issue:44164|issue:45759", - "issue:36032|issue:43452" + "issue:43596|issue:44683" ], - "prepared_review_unit_hash": "07384c59ea7558d641b7fefc3679a8300753775d860b6f8857cd6dfa72a75572", + "prepared_review_unit_hash": "423079b0003a0b233244518d552e67ef8c0b9946eca710486628f95e71dbdebb", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36813, - "estimated_input_tokens": 9204, - "estimated_eval_tokens": 18664 + "serialized_chars": 36203, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Conservative heterogeneous cluster. There is one notable title-level similarity around `resize_token_embeddings` (`45292`/`45335`), but the packet does not provide explicit duplicate links or body evidence to treat it as a confirmed duplicate pair.", - "confidence": 0.29, - "canonical_issue_reason": "Issue 45292 is the broader, model-agnostic report of the `resize_token_embeddings` / output-embeddings regression; 45335 appears to be a related t5gemma-specific symptom, but the evidence here is only a soft similarity hit, not a confirmed duplicate.", + "summary": "This cluster is mostly a set of unrelated Transformers regression reports across different models/features. The only clear duplicate-like pair is the token-embedding resize bug: `resize_token_embeddings` not updating the right downstream embeddings.", + "confidence": 0.88, + "canonical_issue_reason": "`issue:45292` is the clearest, most general report for the resize-token-embeddings bug; `issue:45335` reads like a model-specific manifestation of the same failure.", "canonical_pr_reason": null, - "best_issue_reason": "45292 is the best anchor because it states the bug in the most general form and can subsume similar reports if they are later confirmed to be the same underlying issue.", + "best_issue_reason": "`issue:45292` is the best canonical issue because it states the core bug broadly and can absorb the more specific `issue:45335` report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different models and different failure modes: GLM load/test failure vs Qwen3.5 save_pretrained regression." + "reason": "Different failure modes: loading `GLM-4.7-Flash` vs Qwen3.5 `save_pretrained` regression." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Unrelated bugs: gradient checkpointing eval-mode restriction vs Qwen3.5 RLHF NaN/dtype collapse." + "reason": "Unrelated bugs: gradient checkpointing in eval vs RLHF NaNs from Qwen3.5 position IDs." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Both are model-loading regressions, but on different model families and different root causes." + "reason": "Different subsystems/models: video-input regression vs strict config loading for granite_speech." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sinkless crash and Gemma4 FSDP2 KeyError are separate code paths." + "reason": "Different code paths: flash_attention `s_aux=None` crash vs Gemma4 FSDP shared_kv_states bug." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "One is a permissions propagation bug; the other is loading the wrong custom module after save/load." + "reason": "Both involve custom-model save/load, but one is permissions and the other is wrong module resolution after save." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization regression vs Trainer checkpoint-resume max_steps miscalculation." + "reason": "Custom model init in notebooks vs Trainer checkpoint-resume step counting are unrelated." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Both involve save/load APIs, but one is notebook custom-model initialization and the other is extra_state handling." + "reason": "Different bugs: notebook custom-model initialization vs `save/from_pretrained` extra_state handling." }, { "left": "issue:45292", "right": "issue:45335", - "accept": false, - "reason": "The titles are very similar, but this packet only shows soft title similarity and no explicit duplicate/body evidence proving the same underlying bug; 45335 also names a specific t5gemma path." + "accept": true, + "reason": "Same underlying bug: `resize_token_embeddings` fails to update the relevant output/decoder embeddings; `t5gemma` is a model-specific instance." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Both mention dtype-related failures, but they affect different loading/execution scenarios and likely different causes." + "reason": "Different problems: autocast dtype mismatch on Phi-tiny-MoE vs meta-device loading breaks other models." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility is not the same bug as the Phi-tiny-MoE autocast dtype mismatch." + "reason": "Broad torch-version incompatibility is not the same as a specific autocast dtype mismatch bug." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both concern tokenizer/model loading, but they are model-specific reports without a clear shared bug." + "reason": "Different reports: tokenizer vocab mismatch vs inability to load ScandiBERT." }, { - "left": "issue:39404", - "right": "issue:45701", + "left": "issue:44589", + "right": "issue:44756", "accept": false, - "reason": "Whisper pipeline language-return regression is unrelated to a general tokenization change report." + "reason": "Type/serialization error vs mmap OOM mitigation; no shared bug." }, { - "left": "issue:44589", - "right": "issue:44756", + "left": "issue:39404", + "right": "issue:45701", "accept": false, - "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are different issues." + "reason": "Whisper pipeline `return_language` regression is unrelated to version-dependent tokenization changes." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Qwen3 MOE conversion failure and NemotronH checkpoint loading are different model-loading bugs." + "reason": "Different model-loading failures for different model families and causes." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are unrelated." + "reason": "Different code paths: compiled flex_attention on torch>=2.9 vs Gemma4 PLE device placement." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "General Torch 2.10 incompatibility does not match the Gemma4 device_map forward bug." + "reason": "Torch 2.10 compatibility issue is not the same as a Gemma4 device-mismatch bug." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Base_model_prefix loading regression and notebook custom-model initialization are not the same failure." + "reason": "Both mention Transformers 5.0 regressions, but one is base_model_prefix loading and the other is custom-model initialization in notebooks." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch version incompatibility is not the same as the Mistral-3 image-preprocessor dtype mismatch." + "reason": "Torch-version incompatibility and Mistral-3 dtype mismatch are separate issues." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and compile-time non-template-node TypeError are different failures." + "reason": "PagedAttentionCache linear_attention crash is unrelated to a template-node compilation TypeError." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline language regression is unrelated to MXFP4 quantization fallback." + "reason": "Whisper pipeline behavior regression vs docs for removed pipeline tasks; not the same bug." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction issue and a Qwen3.5 PagedAttentionCache crash are not duplicates." + "reason": "An isolated reproduction of an older issue is not the same as the Qwen3.5 PagedAttentionCache crash." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failure due to torch_compilable_check is unrelated to Perceiver interpolation failure." + "reason": "Different bugs: `torch.export`/`torch_compilable_check` vs Perceiver interpolation failure." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for Qwen VL models is not the same as the mask/tensor shape IndexError." + "reason": "Both are regressions, but the affected models and failure signatures differ." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Siglip2 nonsense outputs and ModelOutput key assignment bug are separate issues." + "reason": "SigLIP2 inference mismatch vs `ModelOutput` key assignment bug are unrelated." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch incompatibility is not the same as Qwen3.5 embedding unpacking with TRL SFT trainer." + "reason": "Torch compatibility issue vs Qwen3.5 embedding unpacking with TRL SFT trainer." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure and compile-time node error are distinct bugs." + "reason": "Float8 storage lookup failure is unrelated to non-template-node compilation." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they cover different deprecations and behaviors." + "reason": "Both are docs-related, but they concern different APIs and removed tasks." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Same model family, but one is a dev-version loading regression and the other is a specific weight-shape mismatch." + "reason": "Both involve Qwen3-VL loading, but the titles describe different concrete failures and checkpoints." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Extra_state save/load bug and config unwrapping for composite Qwen multimodal models are unrelated." + "reason": "Extra_state save/load handling is unrelated to `from_config` not unwrapping `text_config`." }, { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:43596", + "right": "issue:44683", "accept": false, - "reason": "Tokenizer add_special_tokens conflict and gguf_file from_pretrained breakage are different loading paths." + "reason": "Zero3/BertModel index error and compiled flex_attention failure are different code-path bugs." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is mostly conservative, but it overstates the evidence for the 45292/45335 pair. In the packet, that relation is only a soft similarity hit based on titles; there is no explicit duplicate link or body evidence showing it is a confirmed duplicate. Please downgrade the language from \"confirmed duplicate\" / \"one clear duplicate pair\" to something more tentative unless the issue bodies explicitly support that claim. The other reject verdicts look appropriately conservative." + "accept": true, + "feedback": "The cluster summary is well grounded in the packet and appropriately conservative overall. Most soft-edge pairs are clearly distinct by title, and the only accepted pair, `issue:45292` / `issue:45335`, is a reasonable duplicate-style match based on the nearly identical resize_token_embeddings failure description. No obvious overstatement beyond the evidence provided." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2543,13 +2608,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 8, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:32090", "issue:34567", @@ -2565,7 +2630,6 @@ "issue:43482", "issue:43541", "issue:43582", - "issue:43596", "issue:43611", "issue:43632", "issue:43643", @@ -2589,10 +2653,12 @@ "issue:44737", "issue:44756", "issue:44811", + "issue:44849", "issue:44987", "issue:44991", "issue:45081", "issue:45084", + "issue:45325", "issue:45507", "issue:45584", "issue:45859", @@ -2600,10 +2666,10 @@ "issue:46178" ], "soft_pairs": [ - "issue:43596|issue:44683", + "issue:36032|issue:43452", "issue:44671|issue:44991", - "issue:39404|issue:44671", "issue:44991|issue:45081", + "issue:39404|issue:44671", "issue:43856|issue:44756", "issue:44164|issue:44479", "issue:44737|issue:45859", @@ -2622,244 +2688,254 @@ "issue:42175|issue:46178", "issue:43541|issue:45084", "issue:44451|issue:44987", - "issue:43883|issue:44488", "issue:42915|issue:44530", "issue:44206|issue:44220", "issue:43644|issue:43646", + "issue:43883|issue:44488", "issue:44464|issue:45987", "issue:43452|issue:43482", "issue:36032|issue:43645", "issue:43317|issue:43482", "issue:44987|issue:44991", - "issue:45084|issue:45507" + "issue:45084|issue:45507", + "issue:44849|issue:45325" ], - "prepared_review_unit_hash": "cebfe20acc360ae73dd13c0d7f053608bfe2d6c82f63be4c621c6ab6231fb0fb", + "prepared_review_unit_hash": "b8a86a7e178cbf267a77ade86e8de47f44e51aec262dfa176fc581f9426608e4", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36604, - "estimated_input_tokens": 9151, - "estimated_eval_tokens": 18558 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37466, + "estimated_input_tokens": 9367, + "estimated_eval_tokens": 18990 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is broadly about Transformers v5/v5.x regressions, but the paired items span many distinct code paths (tokenizers, model loading, Whisper audio, Qwen/VL, cache/offload, training, and backend packaging). None of the soft pairs look like true duplicates or PR-merge candidates.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43646 is the broadest representative of the v5 custom-model initialization regression set, and it sits near related issues like base_model_prefix and non-persistent buffer regressions. That said, the overall cluster is still too heterogeneous to treat as one duplicate family.", + "summary": "Mostly heterogeneous issue set with one clear duplicate pair around GGUF loading; several other items are thematically similar (notably Transformers v5 custom-model/init regressions) but not close enough to merge as duplicates.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 43452 is the broader, more general GGUF-loading report (AutoTokenizer and AutoModelForCausalLM), making it the best canonical target for the one clear duplicate pair in this set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single issue anchor for triage because it is a general, high-level Transformers 5.0.0 model-initialization regression that is adjacent to several other v5 breakages.", + "best_issue_reason": "Issue 43452 most clearly represents the actual duplicate subgroup and has the broadest, most reusable problem description among the GGUF-loading reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43596", - "right": "issue:44683", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "Different failures and code paths: Deepspeed Zero3/BertModel index error vs compiled flex_attention failure on torch>=2.9." + "reason": "T5 tokenizer add_special_tokens method conflict vs GGUF from_pretrained breakage; different tokenizer paths and root causes." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Both are load/prediction regressions, but one is CamemBERT masked LM output and the other is tokenizer loading for est-roberta." + "reason": "CamemBERT masked-LM prediction bug vs a specific tokenizer loading regression for EMBEDDIA/est-roberta." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:44991", + "right": "issue:45081", "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to CamemBERT masked LM prediction changes." + "reason": "Both are load failures, but one is a tokenizer load regression and the other is a Mistral regex-patch crash; not the same defect." }, { - "left": "issue:44991", - "right": "issue:45081", + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "Tokenizer loading failure vs Mistral regex patch crashing on missing backend_tokenizer; different mechanisms." + "reason": "Whisper return_language pipeline regression vs CamemBERT masked-LM prediction issues; unrelated code paths." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory inefficiency is not the same as Strix Halo mmap OOM behavior." + "reason": "Both mention memory, but one is Qwen3 MoE training efficiency and the other is Strix Halo mmap OOM; different bugs." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "save/from_pretrained extra_state handling and Qwen2.5-VL video-input regression are different subsystems." + "reason": "save/from_pretrained extra_state handling vs a Qwen2.5-VL video-input regression; unrelated behavior." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "XLNet CPU arange/device bug is unrelated to Qwen3_5Moe CPU-offload rotary embedding incompatibility." + "reason": "XLNet CPU tensor placement bug vs Qwen3.5 MoE CPU-offload incompatibility; different models and failures." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error and Whisper return_language regression do not share the same code path." + "reason": "Trainer NoneType GPU broadcast error vs Whisper pipeline return_language regression; no common code-path bug." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError and _is_hf_initialized flag regression are separate issues." + "reason": "Apple Silicon allocator warmup TypeError vs _is_hf_initialized flag regression; unrelated low-level issues." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Model load failure for cjvt/sleng-bert is not the same bug as Mistral tokenizer regex patch crashing." + "reason": "Different model-loading regressions: one for cjvt/sleng-bert, one for Mistral tokenizer patching." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "add-new-model-like / TOKENIZER_MAPPING_NAMES failure is unrelated to compiled flex_attention on torch>=2.9." + "reason": "Tokenizer-mapping registration failure vs compiled flex_attention failure on torch>=2.9; different subsystems." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are load failures, but they affect different models and different loading paths." + "reason": "Separate model-load failures for different repositories and likely different underlying causes." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "base_model_prefix loading regression and non-persistent buffer junk are both v5 problems but not the same bug." + "reason": "base_model_prefix loading regression vs non-persistent buffers filled with junk; both v5-related but not the same bug." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "High perplexity on gpt-oss-20b is unrelated to TokenizersBackend post-processor updates." + "reason": "High perplexity on a model/dataset combo vs runtime special-token post-processor update bug; unrelated." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor/model dtype mismatch is unrelated to template compilation errors." + "reason": "Image preprocessor dtype mismatch vs template-node compilation error; no shared underlying change." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are distinct." + "reason": "T5 tokenizer load conflict vs Qwen3Moe FineGrainedFP8Config failure; different features entirely." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache linear_attention crash are different regressions." + "reason": "AutoConfig trust_remote_code missing fields vs PagedAttentionCache linear_attention crash; unrelated failures." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting bug is unrelated to Qwen2.5-VL multi-image IterableDataset failure." + "reason": "TrainerState token accounting bug vs IterableDataset multi-image Qwen2.5-VL finetuning failure." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Whisper batch_decode skip_special_tokens behavior and empty-transcription failure after align_special_tokens are separate bugs." + "reason": "Whisper batch_decode skip_special_tokens issue vs empty transcription after align_special_tokens; related model family but different concrete bugs." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Both mention backend availability, but TensorFlow missing from extras and tensorflow_text missing from BACKENDS_MAPPING are different packaging issues." + "reason": "Both involve TensorFlow backend wiring, but one is missing install extras and the other is a backend mapping validation error." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Mixtral grouped_mm torch dynamo tracing error is not the same as non-template node compilation failure." + "reason": "Mixtral grouped_mm tracing error vs template-node compilation failure; distinct code paths." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Specific model load failure for vesteinn/ScandiBERT is not the same bug as physical-intelligence/fast loading regression." - }, - { - "left": "issue:43883", - "right": "issue:44488", - "accept": false, - "reason": "Missing all_tied_weights_keys on MolmoForCausalLM is unrelated to loading cjvt/sleng-bert." + "reason": "Different model-loading regressions affecting different repos and likely different loader fixes." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config and PagedAttentionCache linear_attention crash affect different layers." + "reason": "Qwen3Moe FP8 config failure vs PagedAttentionCache invalid group type; not the same defect." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both are audio-feature related, but one is a feature-extractor arg mismatch and the other is a lower-level fbank extraction issue." + "reason": "Audio feature-extraction area overlaps, but the reported failures are different enough that the underlying bug is not clearly the same." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Non-persistent buffers junk and custom model initialization are adjacent v5 regressions but not the same underlying failure." + "reason": "Both are Transformers v5 regressions, but one is buffer initialization and the other is custom model initialization; too different to merge." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights attribute error vs a model-loading failure for cjvt/sleng-bert; unrelated." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is distinct from StaticCache.get_seq_length type contract breakage." + "reason": "Chunked generation under compiled forward vs StaticCache sequence-length contract bug; different components." }, { "left": "issue:43452", "right": "issue:43482", - "accept": false, - "reason": "GGUF loading breaks generically for AutoTokenizer/AutoModel, but the Qwen2.5-GGUF v5 failure is a different model-specific issue." + "accept": true, + "reason": "Both describe the same GGUF-loading regression in Transformers v5, with 43452 giving the broader AutoTokenizer/AutoModelForCausalLM failure mode." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "T5 tokenizer construction bug and Jupyter custom-model initialization regression are not the same bug." + "reason": "T5 tokenizer method-name conflict vs Jupyter custom-model initialization regression; different issues." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "device_map=auto dequantized offload failure and Qwen2.5-GGUF loading failure are different loading paths." + "reason": "device_map=auto dequantized-model offload failure vs GGUF loading failure; different loading paths." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are v5 loading regressions, but they hit different model/tokenizer code paths and are not the same concrete bug." + "reason": "Both are versioned loading regressions, but they affect different models/tokenizers and likely different code paths." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation failure is unrelated to GraniteMoEHybrid calling an invalid method." + "reason": "Template compilation error vs GraniteMoEHybrid calling an invalid method; unrelated bugs." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug vs Qwen2.5-VL rope-index scaling bug; different model families and failures." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only accepted soft edge is plausibly the same GGUF-loading regression, and the canonical choice of 43452 as the broader report is supported by the titles. The remaining pairs are rejected cautiously with no obvious overreach beyond the packet." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2868,13 +2944,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 9, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:36032", "issue:40444", @@ -2913,7 +2989,6 @@ "issue:44683", "issue:44756", "issue:44811", - "issue:44849", "issue:44877", "issue:44987", "issue:44991", @@ -2926,11 +3001,10 @@ "issue:45987" ], "soft_pairs": [ - "issue:44849|issue:45325", "issue:43262|issue:43377", - "issue:43883|issue:44991", "issue:43645|issue:44534", "issue:43646|issue:44534", + "issue:43883|issue:44991", "issue:43089|issue:45987", "issue:43322|issue:43540", "issue:44403|issue:45081", @@ -2943,16 +3017,16 @@ "issue:44987|issue:45081", "issue:44220|issue:44683", "issue:42915|issue:44291", - "issue:36032|issue:43742", "issue:45216|issue:45357", + "issue:36032|issue:43742", "issue:44062|issue:44987", "issue:43632|issue:44756", "issue:42915|issue:44589", "issue:44479|issue:45325", "issue:43296|issue:43531", "issue:36032|issue:41720", - "issue:43404|issue:45127", "issue:43531|issue:44877", + "issue:43404|issue:45127", "issue:40444|issue:45325", "issue:43611|issue:44534", "issue:43425|issue:44403", @@ -2960,184 +3034,208 @@ "issue:43792|issue:44589", "issue:43632|issue:44534" ], - "prepared_review_unit_hash": "d6faac8ce1ab935fc6ba7a656925a1e9a3c04460504ed7dc4997d1ffedcb3c9c", + "prepared_review_unit_hash": "efcf63a56c9d6a9645f5275eb6caf77c51936b71bc266b774d5f0efee9659320", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37574, - "estimated_input_tokens": 9394, - "estimated_eval_tokens": 19044 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36703, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are distinct regressions across unrelated models/subsystems; the only strong duplicate-looking pair is the Qwen3.5 save_pretrained checkpoint serialization reports. I would not merge the other soft-similarity pairs because they do not share the same concrete bug path.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43632 is the clearest representative of the v5 initialization/loading regression family: it names the concrete broken flag, is broad enough to subsume nearby initializer-related reports, and is more canonical than the narrower model-specific variants.", + "summary": "Mostly a collection of distinct Transformers v5 regression reports across unrelated models/features. I only see one likely duplicate pair: the two Qwen3.5 `save_pretrained` issues about incorrect checkpoint serialization.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45216 is the broader, earlier report of the Qwen3.5 `save_pretrained` regression; issue:45357 looks like the same serialization bug resurfacing in a later release with a more specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43632 is the best single issue to anchor this cluster because it captures a central Transformers v5 loading/init regression rather than a one-off model-specific symptom.", + "best_issue_reason": "issue:45216 best captures the underlying bug among the cluster\u2019s near-duplicates and is the broader report to anchor on.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44849", - "right": "issue:45325", - "accept": false, - "reason": "Different models and different failures: hidden-states output bug vs temporal position-id scaling bug." - }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Both are audio-related, but one is chat template sampling-rate defaulting and the other is batch-vs-single MIMI padding-mask behavior." - }, - { - "left": "issue:43883", - "right": "issue:44991", - "accept": false, - "reason": "Unrelated failures: Molmo tied-weights attribute vs tokenizer loading for a different model family." + "reason": "Different subsystems: audio chat template sampling-rate default vs MIMI batch/padding-mask output mismatch." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization in notebooks is not the same bug as non-persistent buffer values being junk-filled." + "reason": "Both are v5 regressions, but one is notebook/custom-model init and the other is non-persistent buffer serialization." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "These touch different code paths: custom model init regression vs buffer initialization corruption." + "reason": "Custom model initialization bug vs non-persistent buffer junk; no shared concrete code path." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and EMBEDDIA tokenizer loading failure are unrelated." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Performance overhead in generation is not the same as the StaticCache return-type contract bug." + "reason": "Generation performance overhead vs cache length return-type contract mismatch are different issues." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Both are multimodal, but one is a Llava Next segfault and the other is a Qwen3OmniMoe video-processing ValueError." + "reason": "Llava Next loading segfault and Qwen3OmniMoe video processing ValueError are separate model bugs." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic loading noise is not the same underlying issue as the Mistral tokenizer regex patch crash." + "reason": "Generic loading noise vs Mistral regex patch crash; not the same failure." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both mention tied weights, but one is a missing weight-tying bug in Mistral3 and the other is device-dependent save_pretrained serialization." + "reason": "Tied-weight initialization bug and tied-weight serialization inconsistency are related theme-wise but not the same bug." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different root causes: SigLIP2 wrong outputs vs OmDet processor/model image-size mismatch." + "reason": "Siglip2 bad outputs and OmDet processor/model size mismatch are different problems." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FP8 config failure for Qwen3Moe is unrelated to the template-node compilation error." + "reason": "FP8 fine-grained config failure and template-node compilation error are unrelated." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI padding-mask inconsistency and DAC latent/forward mismatch are different model-specific bugs." + "reason": "MIMI padding-mask discrepancy and DAC STE mismatch are different code paths." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export exportability and image preprocessing resolution are unrelated." + "reason": "torch.export/torch_compilable_check failure is unrelated to OmDet image-size preprocessing." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Loading ScandiBERT and fixing Mistral regex are different tokenizer/model issues." + "reason": "ScandiBERT loading failure and Mistral tokenizer regex patch crash are distinct." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different failures: one is a model load failure for physical-intelligence/fast, the other is a tokenizer patch crash for Mistral." + "reason": "Model loading failure for `physical-intelligence/fast` does not match the Mistral tokenizer backend_tokenizer crash." }, { - "left": "issue:44220", - "right": "issue:44683", + "left": "issue:36032", + "right": "issue:43742", "accept": false, - "reason": "Audio feature extraction and compiled flex_attention on torch>=2.9 are unrelated." + "reason": "T5 tokenizer special-token conflict and MobileLLM key error are different loading bugs." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "Qwen3Moe FP8 config failure is not the same as init_empty_weights/_is_hf_initialized argument handling." + "reason": "AddedToken special-arg conflict and model loading failure are not the same underlying issue." }, { - "left": "issue:36032", - "right": "issue:43742", + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized breakage is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "T5 tokenizer add_special_tokens conflict and MobileLLM key error are different model/tokenizer loading bugs." + "reason": "Qwen3Moe FP8 failure and init_empty_weights `_is_hf_initialized` TypeError are different regressions." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same model family and same save_pretrained regression: both report Qwen3.5 saving the wrong checkpoint/visual-encoder keys." + "reason": "Both report Qwen3.5 `save_pretrained` producing incorrect saved weights/keys; 45357 appears to be the same regression in a later release." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer load conflict and MobileLLM key lookup failure are unrelated." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken special-argument duplication is a tokenizer-construction bug, not the same as the model-loading failure." + "reason": "Tokenizer AddedToken argument collision is not the same as loading `physical-intelligence/fast`." }, { "left": "issue:43632", - "right": "issue:44756", + "right": "issue:44534", + "accept": false, + "reason": "`_is_hf_initialized` flag regression and junk-filled non-persistent buffers are different issues." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image training failure and Qwen2.5-VL rope index scaling bug are separate problems." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "`base_model_prefix` loading regression and non-persistent buffer corruption are different concrete bugs." + }, + { + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "v5 initialization regressions and disabling mmap to avoid OOM are unrelated." + "reason": "Torch version incompatibility and generic transformer loading noise are not the same bug." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity quality issue and Whisper batch_decode special-token handling are different problems." + "reason": "High perplexity on GPT-OSS and Whisper `batch_decode` skip_special_tokens handling are unrelated." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and missing Float8 storage class are unrelated compatibility issues." + "reason": "Whisper runtime failure and missing Float8 storage type are different compatibility issues." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "_is_hf_initialized regression and non-persistent buffer junk-fill are different bug classes." + "reason": "`_is_hf_initialized` regression vs non-persistent buffer serialization bug; no same code path." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall and appropriately conservative. The canonical anchor on issue:43632 is defensible, and the only accepted soft pair (issue:45216 / issue:45357) looks mergeable as the same Qwen3.5 save_pretrained regression. The remaining pairwise rejections stay within the evidence in the packet and do not overstate duplication." + "feedback": "The summary is grounded in the packet and stays conservative: it identifies one plausible duplicate pair (45216/45357) without overclaiming the rest, and the soft-edge rejections are consistent with the issue titles/descriptions." }, "evaluator_used": true, "retried": false, @@ -3150,13 +3248,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 10, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:33666", "issue:35707", @@ -3213,12 +3311,12 @@ "issue:44403|issue:44991", "issue:44683|issue:45020", "issue:43421|issue:44568", - "issue:41553|issue:43582", "issue:43381|issue:45923", "issue:35707|issue:40444", "issue:44291|issue:44589", "issue:44462|issue:45812", "issue:43482|issue:45538", + "issue:41553|issue:43582", "issue:44829|issue:45479", "issue:43317|issue:43856", "issue:43482|issue:43525", @@ -3235,17 +3333,17 @@ "issue:42175|issue:43296", "issue:45325|issue:45381", "issue:43611|issue:43646", - "issue:43632|issue:45072", - "issue:43792|issue:43957" + "issue:43792|issue:43957", + "issue:43632|issue:45072" ], - "prepared_review_unit_hash": "1a5ce2b033454bdbbe12608049198d2eb3c38f91cc7825e01cb98a997de2527d", + "prepared_review_unit_hash": "f379c02c30fc28b1d327d2e85539348cebabd1e24156048b201fc766ed394a79", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 48, @@ -3260,196 +3358,193 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a noisy cluster of transformer-regression issues spanning model loading, tokenizer behavior, multimodal Qwen/VL bugs, and a few packaging/runtime problems. The dominant theme is v5/v5.3 breakage in loading or initialization paths, but most soft pairs are not true duplicates.", - "confidence": 0.63, - "canonical_issue_reason": "issue:43611 is the broadest and most representative of the cluster\u2019s main theme: a Transformers v5 model-loading regression affecting many models, not just one narrow model family.", + "summary": "The cluster is mostly a loose thematic group of Transformers regression reports, not a duplicate set. The soft pairs share broad subsystem wording but do not appear to be the same concrete bug/change, so none should be merged.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45020 is the broadest representative of the cluster\u2019s dominant theme: recent Transformers-version regressions affecting model loading/behavior. It\u2019s still not a true umbrella duplicate, but it best matches the cluster\u2019s overall shape.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best umbrella issue for this cluster because it captures the generic v5 loading breakage better than the more model-specific reports.", + "best_issue_reason": "issue:45020 is the most representative single issue by scope and wording among the listed items; it captures the common regression theme better than the narrower, model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "Different bugs: ModelOutput key assignment vs Gemma4 FSDP2 shared_kv_states rebuild." + "reason": "Different bugs: ModelOutput key assignment vs Gemma-4 FSDP2 shared_kv_states rebuild in attention." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen VL training issues, but one is multi-GPU training and the other is iterable-dataset/multi-image handling." + "reason": "Both are Qwen VL training issues, but one is multi-GPU training and the other is IterableDataset with multiple images per prompt; different failure modes." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Unrelated symptoms: noisy load logging vs tokenizer loading failure for a specific model." + "reason": "Unrelated symptoms: loading noise/logging vs tokenizer loading failure for a specific model." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Different code paths: compiled flex_attention on torch>=2.9 vs remote_code model breakage." + "reason": "Different code paths: compiled flex_attention on torch>=2.9 vs remote_code model breakage in newer Transformers." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both involve tokenizers, but one is runtime post-processor updates and the other is add_special_tokens behavior for a specific tokenizer." - }, - { - "left": "issue:41553", - "right": "issue:43582", - "accept": false, - "reason": "Completely unrelated: AutoTokenizer error messaging vs Apple Silicon allocator TypeError." + "reason": "Related tokenizer area, but not the same bug: runtime post-processor updates vs add_special_tokens/BOS/EOS behavior for one tokenizer." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Different issues: eval-mode gradient checkpointing limitation vs missing supports_gradient_checkpointing flag on a remote-code model." + "reason": "Different semantics: eval-mode checkpointing restriction vs missing supports_gradient_checkpointing flag on a trust_remote_code model." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Different generation/training failures with no clear shared bug or fix." + "reason": "Different features and failures: progressive generation with inputs_embeds/past_key_values vs Qwen2.5-VL multi-image dataset finetuning." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Both are loading-related TypeErrors, but they stem from different mechanics and model states." + "reason": "Different loading failures: unexpected _is_hf_initialized init arg vs missing Float8 storage type." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both concern AutoTokenizer, but one is repository tokenizer.json precedence and the other is Granite token-ID regression." + "reason": "Both concern AutoTokenizer, but one ignores tokenizer.json while the other produces wrong token IDs for Granite models; not the same fix." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Unrelated: GGUF loading in v5 vs CLIPTokenizer model_max_length default." + "reason": "Different tokenizer issues: GGUF loading failure vs CLIPTokenizer model_max_length sentinel value." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "No overlap in underlying bug: tokenizer error message vs Apple Silicon caching_allocator_warmup TypeError." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Different failures: flash_attention_3 training collapse vs a degenerate loss from num_labels=1/classification setup." + "reason": "Both involve bad training behavior, but one is flash_attention_3 degenerate training and the other is single-label classification zero-loss behavior." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Different topics: device_map/offload loading failure vs MoE training memory usage." + "reason": "Different memory/device-map loading problem vs Qwen3 MoE training memory inefficiency." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "No meaningful overlap beyond both being v5 regressions." + "reason": "Different model-loading errors: GGUF loading failure vs Llama4Config missing pad_token_id." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Related packaging area, but not the same underlying bug: missing tf backend in torch extra vs tensorboard-only install causing undefined tf backend." + "reason": "Installation/backend packaging issue vs missing TensorFlow backend after installing only tensorboard." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "Different internal regressions: ModelOutput key handling vs non-persistent buffer initialization." + "reason": "Different regressions: ModelOutput key assignment vs non-persistent buffers filled with junk." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different models and failure modes: Video-LLaVA architecture issue vs Qwen3.5 save_pretrained key regression." + "reason": "Different Video-LLaVA/Qwen problems: missing temporal attention/shared weights vs incorrect visual encoder keys on save_pretrained." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Different bug classes: sliding_window behavior in Qwen3-MoE vs init_empty_weights argument handling." + "reason": "Both are v5-related, but sliding_window handling in Qwen3-MoE is not the same as init_empty_weights/_is_hf_initialized argument handling." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Unrelated: auto device mapping CUDA assert vs tokenizer regex patch crash." + "reason": "Different failures: auto device mapping causing cudaErrorAssert vs tokenizer regex patch crashing on backend_tokenizer access." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both are batching/padding-related, but the model families and concrete bugs differ." + "reason": "Both involve batched-vs-single/mixed-length behavior, but the models and root causes differ: missing padding mask support vs all-padding windows causing NaNs." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL, but one is multi-image dataset training failure and the other is video vision_position_ids behavior." + "reason": "Same model family, but distinct bugs: multi-image finetuning failure vs wrong vision_position_ids for video input." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "Different domains: torch.export compatibility check vs bfloat16 dtype mismatch in inference." + "reason": "Different areas: torch.export/torch_compilable_check vs dtype mismatches in bfloat16 inference." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Different regressions: junk non-persistent buffers vs incorrect ModelOutput key assignment." + "reason": "Different v5 regressions: non-persistent buffer initialization vs ModelOutput key assignment." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "Unrelated: FSDP CPU RAM-efficient loading vs ModelOutput key handling." + "reason": "Different problem classes: FSDP CPU RAM efficient loading vs ModelOutput key handling." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Different packaging/runtime problems with no shared bug path." + "reason": "Packaging/backend install issue vs vLLM model-loading failure for PaddleOCR-VL." }, { "left": "issue:45325", "right": "issue:45381", - "accept": true, - "reason": "Same Qwen2.5-VL position-id regression family in transformers 5.3.0; both point to incorrect vision/temporal position handling in the same code path." + "accept": false, + "reason": "Both Qwen2.5-VL position-id bugs, but one affects still-image temporal positions and the other video vision_position_ids; not the same concrete bug." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 loading regressions, but one is base_model_prefix loading and the other is custom model initialization." + "reason": "Both are Transformers v5 regressions, but they affect different internals: base_model_prefix loading vs custom model initialization." }, { - "left": "issue:43632", - "right": "issue:45072", + "left": "issue:43792", + "right": "issue:43957", "accept": false, - "reason": "Different failures: _is_hf_initialized regression vs bfloat16 dtype mismatch." + "reason": "Different loading/runtime failures: Whisper model cannot run vs meta-device loading breakage in some models." }, { - "left": "issue:43792", - "right": "issue:43957", + "left": "issue:43632", + "right": "issue:45072", "accept": false, - "reason": "Different model-loading/runtime issues with no evidence of the same underlying bug." + "reason": "Unrelated regressions: _is_hf_initialized flag handling vs dtype mismatch during bfloat16 inference." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it correctly characterizes the cluster as noisy and centered on assorted Transformers v5/v5.3 regressions without claiming too much overlap. The one accepted soft pair (45325/45381) is well-supported by the issue titles, and the rejected pairs are generally framed cautiously from title-level evidence rather than overstated duplicates." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3458,13 +3553,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 11, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:34634", "issue:35707", @@ -3516,8 +3611,8 @@ "issue:46050" ], "soft_pairs": [ - "issue:45325|issue:45834", "issue:43994|issue:44898", + "issue:45325|issue:45834", "issue:43454|issue:44466", "issue:42915|issue:43482", "issue:43296|issue:45800", @@ -3529,16 +3624,16 @@ "issue:43262|issue:43746", "issue:40990|issue:45584", "issue:34634|issue:35707", - "issue:43881|issue:44488", "issue:35707|issue:41720", - "issue:44568|issue:45920", "issue:44186|issue:44265", + "issue:44568|issue:45920", "issue:43606|issue:43819", + "issue:43881|issue:44488", "issue:41720|issue:45823", "issue:43454|issue:43550", "issue:39692|issue:40444", - "issue:43454|issue:45072", "issue:43377|issue:44610", + "issue:43454|issue:45072", "issue:43572|issue:45759", "issue:43257|issue:45923", "issue:40990|issue:42947", @@ -3549,226 +3644,226 @@ "issue:41720|issue:43322", "issue:43296|issue:44991" ], - "prepared_review_unit_hash": "6189061ee354cbbecb77cb8bc06dd57a2e8e6faa1dc7ff5b098e6b6fbf5fba92", + "prepared_review_unit_hash": "24e4ce7be9570ecb6cbc130a2194a34610c694968d6b2f309f269d639fbc05ce", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37416, - "estimated_input_tokens": 9354, - "estimated_eval_tokens": 18964 + "serialized_chars": 37419, + "estimated_input_tokens": 9355, + "estimated_eval_tokens": 18966 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of distinct model/config regressions rather than near-duplicate reports. None of the soft pairs look like the same concrete bug.", - "confidence": 0.29, - "canonical_issue_reason": "No pair is a strong duplicate match; if forced to anchor the cluster, issue 43873 is the broadest open report around offloading/quantization and is the closest shared theme among several nearby bugs.", + "summary": "The cluster is highly heterogeneous: the soft-edge pairs mostly share broad themes (loading, offloading, tokenization, multimodal models) but not the same concrete bug. I rejected all soft duplicates and selected a single open, high-activity issue as the best available representative.", + "confidence": 0.83, + "canonical_issue_reason": "No clear duplicate center exists here; issue #43873 is the broadest, most active open issue with multiple references, so it is the best practical anchor if one issue must represent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is open, general enough to serve as an umbrella for related offload/device-map regressions, and still describes a concrete failure mode.", + "best_issue_reason": "#43873 has the strongest combination of breadth, activity, and open status, making it the most suitable issue to track as the representative problem in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45325", - "right": "issue:45834", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Both are multimodal indexing bugs, but one is Qwen2.5-VL rope-position scaling and the other is Kosmos2.5 OCR long-input handling; different models and code paths." + "reason": "Both are model-specific vision regressions, but they affect different models and failures (SigLIP2 inference vs Perceiver resize handling)." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:45325", + "right": "issue:45834", "accept": false, - "reason": "Both involve vision model inputs, but one is a SigLIP2 AutoModel/pipeline mismatch and the other is a Perceiver non-default-resolution interpolation issue." + "reason": "Different model families and different bugs: Qwen2.5-VL rope index scaling vs Kosmos2.5 OCR index overflow." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention tied lm_head weights, but one is a specific AyaVisionConfig tie failure and the other is inconsistent serialization across devices; not the same bug." + "reason": "Both mention tied lm_head weights, but one is a generation bug and the other is a serialization/device inconsistency; not the same concrete code path." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different failures: Qwen3MoE fine-grained FP8 loading versus Qwen2.5-GGUF loading under transformers v5." + "reason": "Different failures in different loading paths: FineGrainedFP8Config on Qwen3MoE vs GGUF loading on Qwen2.5." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "One is a PaddleOCR-VL/vLLM model load failure, the other is a torch/transformers version incompatibility; same theme, not same issue." + "reason": "Both are version compatibility complaints, but they concern unrelated stacks and failure modes." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch versus Qwen2.5-VL rope-index scaling; unrelated code paths." + "reason": "Checkpoint resume key mismatch is unrelated to the Qwen2.5-VL rope-index bug." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Separate multimodal regressions: video-input handling for Qwen VL models versus Gemma4 PLE device-mapping mismatch." + "reason": "Different model families and different runtime issues: video-input regression vs device-mismatch with PLE forwarding." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Both are loading/config problems, but one is an init_empty_weights argument change and the other is strict Granite Speech config loading; different breakages." + "reason": "One is an init_empty_weights argument issue; the other is strict config loading for granite_speech. Different code paths." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch in Bark versus torch.export failure on torch_compilable_check models; not the same failure mode." + "reason": "CPU offload device mismatch is unrelated to torch.export failures with torch_compilable_check." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading behavior versus tokenizer output changing across versions; no shared concrete code path." + "reason": "Offloading/quantization behavior is unrelated to tokenizer changes." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and PEFT adapter checkpoint loading are unrelated." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to PEFT adapter checkpoint loading." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on WikiText-2 and Whisper empty-transcription generation failure are different model behaviors." + "reason": "High perplexity on a language model is unrelated to Whisper empty-transcription generation after token alignment." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice_preset handling and progressive generation with inputs_embeds/past_key_values are unrelated bugs." + "reason": "Bark voice_preset failure and progressive generation with inputs_embeds/past_key_values are different bugs." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Different model-load failures for different checkpoints; no concrete shared code path." + "reason": "Different model/runtime problems: generation with embeds vs Qwen3 auto device mapping cuda assert." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:44186", + "right": "issue:44265", "accept": false, - "reason": "Progressive generation with cached embeddings versus Qwen3 auto device-map cuda assert; unrelated." + "reason": "Tokenizer crashes on NER/padding are unrelated to torch.export incompatibilities." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but one is a specific BOS/EOS add_special_tokens bug and the other is broader token-id mismapping across models." + "reason": "Both are tokenizer-related, but one is a specific BOS/EOS regression and the other is a broad wrong-token-IDs regression across many models." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:43606", + "right": "issue:43819", "accept": false, - "reason": "Tokenizer padding/truncation crashes versus torch.export failure in torch_compilable_check models; different subsystems." + "reason": "Device mismatch during CPU offload is unrelated to DAC.from_latents differing from forward pass." }, { - "left": "issue:43606", - "right": "issue:43819", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Bark CPU-offload mismatch and DAC.from_latents missing STE are separate model implementation bugs." + "reason": "Both are loading failures, but for unrelated models and likely unrelated root causes." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both are device-related, but one is a Qwen3 auto-mapping assert and the other is a Gemma4 PLE forward mismatch; different bugs." + "reason": "Different model families and different device/runtime failures." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "AyaVision lm_head tying and Bamba torch.compile/SDPA failure are unrelated." + "reason": "Weight-tying/generation bug is unrelated to Bamba torch.compile SDPA failure." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Documentation/example errors for SigLIP2 versus a Qwen2.5-VL finetuning failure on IterableDataset; not the same issue." + "reason": "Different multimodal issues: doc-example mismatch/quantization vs finetuning iterable dataset handling." }, { - "left": "issue:43454", - "right": "issue:45072", + "left": "issue:43377", + "right": "issue:44610", "accept": false, - "reason": "Weight-tying bug versus dtype mismatch in inference; different models and code paths." + "reason": "Missing padding-mask support in MIMI encoder is unrelated to OmDet-Turbo processor image-size mismatch." }, { - "left": "issue:43377", - "right": "issue:44610", + "left": "issue:43454", + "right": "issue:45072", "accept": false, - "reason": "Missing padding-mask support in MIMI and OmDet-Turbo processor/model image-size mismatch are different processing bugs." + "reason": "Different issues: tied-weight generation bug vs dtype mismatch in bfloat16 inference." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "StableLm pad_token_idx regression and composite Qwen multimodal config unwrapping are separate config-loading issues." + "reason": "Missing pad_token_idx in a config is unrelated to failing to unwrap text_config in composite multimodal configs." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "Different model families and different configuration/loading concerns." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity regression on a model versus gradient checkpointing effectiveness with PEFT LoRA; no shared concrete bug." + "reason": "Perplexity anomaly is unrelated to gradient checkpointing ineffectiveness with PEFT LoRA." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both involve offload/quantization, but one is dequantized-model loading on gpu+cpu offload and the other is broader offloading behavior; not the same code-path bug." + "reason": "Both touch offloading/quantization, but one is a device_map loading failure for a dequantized model and the other is a broader offloading complaint; not clearly the same bug." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI padding-mask mismatch and Perceiver non-default-resolution failure are unrelated vision/audio processing bugs." + "reason": "Different models and different functionality: padding-mask batching vs non-default image-size interpolation." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next loading segfault and sinq save/load quantization breakage are different failures." + "reason": "Llava Next loading segfault and sinq save/load quantization breakage are unrelated." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision weight-tying and BitNet packed-weight unpacking during accelerate loading are unrelated." + "reason": "Tied lm_head weights bug is unrelated to packed-weight unpacking during accelerate loading." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto device-map assert and Llava Next segfault are different model-loading failures." + "reason": "Different multimodal model failures and different root causes." }, { "left": "issue:43296", "right": "issue:44991", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM and tokenizer loading failure for EMBEDDIA/est-roberta are separate model-specific regressions." + "reason": "Different loading problems for different models; no shared concrete bug." } ] }, @@ -3784,13 +3879,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 12, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:36010", "issue:36331", @@ -3841,12 +3936,12 @@ "issue:45823" ], "soft_pairs": [ - "issue:43526|issue:43883", "issue:43749|issue:44534", "issue:41720|issue:44977", - "issue:43881|issue:44991", "issue:42617|issue:42915", + "issue:43526|issue:43883", "issue:44466|issue:45357", + "issue:43881|issue:44991", "issue:40990|issue:45701", "issue:44387|issue:45704", "issue:36331|issue:42617", @@ -3866,209 +3961,239 @@ "issue:44479|issue:44918", "issue:44186|issue:44610", "issue:45632|issue:45684", - "issue:43295|issue:45701", "issue:42915|issue:43317", + "issue:43295|issue:45701", "issue:36010|issue:42617", "issue:41720|issue:45161", "issue:44671|issue:44743", "issue:45081|issue:45812" ], - "prepared_review_unit_hash": "1bac5364ed98bd55ac436d50ab85bc34788b088d602a9dd67d46129b2b904dfe", + "prepared_review_unit_hash": "b6c66d026fbb2c5f2161fafad2e95058475da46b9c0801d511b3a0100ba23e68", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36677, - "estimated_input_tokens": 9170, - "estimated_eval_tokens": 18596 + "serialized_chars": 36672, + "estimated_input_tokens": 9168, + "estimated_eval_tokens": 18592 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers bug reports; none of the soft pairs look like true duplicates. The closest overall center is the open offloading/quantization regression issue, but there is no clear single duplicate family here.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43873 is the broadest and most referenced loading/offloading regression in the set, so it best serves as the cluster\u2019s representative issue.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers bug reports spanning tokenization, loading/offload, multimodal processors, quantization, and trainer behavior. None of the soft pairs look like true duplicates. If forced to pick an anchor, the broadest report is the offloading/quantization issue.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43873 is the broadest umbrella-style report here (offloading + quantization, multiple references), so it is the closest thing to a cluster anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 has the strongest signal for cluster-wide relevance: open, discussion-heavy, and thematically closest to several loading/offload-related reports.", + "best_issue_reason": "issue:43873 is the most suitable single issue to represent the set: it is detailed, active, and broadly scoped enough to cover nearby loading/offload regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43526", - "right": "issue:43883", - "accept": false, - "reason": "Different bugs: BeitImageProcessorFast label reduction vs Molmo tied-weights attribute error." - }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but one is FSDP CPU RAM-efficient loading and the other is non-persistent buffer initialization; not the same code-path." + "reason": "Both are loading/runtime regressions, but one is FSDP CPU RAM efficient loading and the other is non-persistent buffer serialization; different bugs." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Different failures and models: Qwen3 device-mapping CUDA assert vs Qwen3.5 flash-attention generation issue." + "reason": "Different failures in different code paths: device-map CUDA assert vs flash-attn generation regression." }, { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "Unrelated model/tokenizer load failures for different repositories and root causes." + "reason": "3d_parallel.py failure and Qwen3Moe FP8 loading failure are unrelated issues." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "3d_parallel.py startup failure and Qwen3Moe FineGrainedFP8Config failure are distinct." + "reason": "BeitImageProcessorFast reduce_labels bug and Molmo tied-weights attribute error are unrelated." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both involve save_pretrained regressions, but one is tied lm_head serialization and the other is incorrect visual encoder keys." + "reason": "Both involve save_pretrained regressions, but one is tied lm_head serialization and the other is visual encoder key names; not the same bug." }, { - "left": "issue:40990", - "right": "issue:45701", - "accept": false, - "reason": "Perplexity on gpt-oss-20b and tokenization changes across versions are not the same bug." + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading problems, but one is model loading and the other is tokenizer loading for a different model family." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity on gpt-oss and tokenization changes across versions are too different to be duplicates." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Different memory problems: int4 quantization OOM from reserved CUDA memory vs apex RMSNorm memory leak." + "reason": "Both mention memory, but one is int4 CUDA reserved memory/OOM and the other is an apex RMSNorm leak." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer compute_loss signature change is unrelated to 3d_parallel execution failure." + "reason": "Trainer API argument mismatch and a parallel script failure are different problems." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma3n variable-name collision in forward() is unrelated to Gemma4 PLE device mismatch." + "reason": "Gemma 3n forward variable collision and Gemma4 device mismatch are distinct bugs." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "BLIP2 dtype loading bug and Trainer resume/max_steps calculation bug are different issues." + "reason": "BLIP2 dtype loading issue and trainer checkpoint resume/max_steps bug are unrelated." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crashes on NER/batched padding is unrelated to dtype mismatches in inference." + "reason": "Tokenizer crash on NER/padding and bf16 dtype mismatches are different subsystems and failure modes." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading for granite_speech and tokenizer loading for EMBEDDIA/est-roberta are different failure modes." + "reason": "Strict config loading for granite_speech and tokenizer loading for est-roberta are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected compute_loss kwarg and Qwen3Moe FP8 loading failure are unrelated." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batching shape bug and tokenization regression are unrelated." + "reason": "Batched video processor shapes and version-dependent tokenization are not the same bug." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Mistral lm_head tying bug is different from Qwen3.5 visual encoder key serialization." + "reason": "Tied lm_head weights in Mistral3 and Qwen3.5 visual encoder save_pretrained issues are different model bugs." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to BitNet packed-weight loading." + "reason": "Both touch quantized loading, but torch.compile SDPA failure and packed-weight unpacking during accelerate loading are different code paths." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization offloading issues and Strix Halo mmap OOM are distinct root causes." + "reason": "Both are offloading/memory-related, but one is quantization offload behavior and the other is mmap OOM on Strix Halo." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both affect serve, but one is a continuous-batching multimodal crash and the other is a Gemma4Processor missing tokenizer attribute." + "reason": "Continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are separate serve-time bugs." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both mention device placement/parallelism, but they target different models and concrete failures." + "reason": "CUDA assert with auto device mapping and GPT-OSS MoE tensor parallelism are different model/runtime issues." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM predictions and Qwen3.5 recurrent-state reset behavior are unrelated." + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset in modular code are unrelated." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:45081", + "right": "issue:45812", "accept": false, - "reason": "Cache-path collisions and read-only permission propagation are separate save/load issues." + "reason": "Mistral regex patch crash and Granite token-ID regression both involve tokenizers, but they are distinct models and distinct failure causes." }, { - "left": "issue:43295", - "right": "issue:45701", + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are device/loading related, but Bamba SDPA torch.compile failure and Bark CPU offload device mismatch are different bugs." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Processor output size mismatch and Perceiver non-default-resolution handling are similar only at a high level; not the same concrete issue." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression for Qwen VL models and TRL SFT embedding unpacking are different Qwen3.5 problems." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash and image processor resolution mismatch are separate processor bugs." + }, + { + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "Processor/tokenizer regression and tokenization changes are not the same concrete bug." + "reason": "Cache-path collision and read-only permissions propagation are unrelated save_pretrained concerns." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "FineGrainedFP8Config failure and gpu+cpu offload dequantized-load failure are different loading paths." + "reason": "FineGrainedFP8Config load failure and dequantized model GPU/CPU offload failure are different quantization/offload bugs." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression with images and tokenization changes across versions are not the same failure." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import error is unrelated to 3d_parallel startup failure." + "reason": "GenerationMixin import error and 3d_parallel.py failure are unrelated." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Similar broad area, but not the same underlying bug or change." + "reason": "Auto device mapping CUDA assert and GPT-OSS MoE tensor parallel failure are different runtime issues." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Different models, different symptoms, different code paths." + "reason": "Masked LM prediction bug and recurrent-state reset bug do not share the same code-path problem." }, { "left": "issue:45081", "right": "issue:45812", "accept": false, - "reason": "Tokenizer backend patch crash and Granite token ID regression are separate tokenizer issues." - }, - { - "left": "issue:44610", - "right": "issue:44898", - "accept": false, - "reason": "Both are vision input-size mismatches, but they affect different models with different preprocessing expectations." + "reason": "Tokenizer backend_tokenizer crash and Granite token-ID regression are not the same concrete bug." } ] }, @@ -4084,13 +4209,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 13, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:29159", "issue:30064", @@ -4123,15 +4248,15 @@ "issue:43927", "issue:44186", "issue:44361", + "issue:44451", "issue:44492", "issue:44509", "issue:44514", "issue:44545", "issue:44625", - "issue:44898", "issue:44913", + "issue:44991", "issue:45059", - "issue:45072", "issue:45406", "issue:45464", "issue:45479", @@ -4142,9 +4267,9 @@ ], "soft_pairs": [ "issue:43531|issue:43572", - "issue:43526|issue:43881", "issue:43316|issue:44913", "issue:43540|issue:43782", + "issue:43526|issue:43881", "issue:44186|issue:44361", "issue:42915|issue:43322", "issue:43421|issue:45812", @@ -4168,213 +4293,189 @@ "issue:44514|issue:44545", "issue:44625|issue:45479", "issue:43421|issue:43927", - "issue:44898|issue:45072" + "issue:44451|issue:44991" ], - "prepared_review_unit_hash": "127f9190679a359b35a30eef09ac6de3499e2da040724629c1766f6cbe22b612", + "prepared_review_unit_hash": "f9d55ee42e49306caade67357748827b4931cc6552a497fcea3fb4da1039098a", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35666, - "estimated_input_tokens": 8917, - "estimated_eval_tokens": 18090 + "serialized_chars": 35600, + "estimated_input_tokens": 8900, + "estimated_eval_tokens": 18056 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The Qwen2_5_VLProcessor pair is a strong duplicate candidate: the titles are nearly identical and the reported batched-input `padding=False` crash matches. The other soft pairs still look like distinct bugs affecting different models or code paths.", - "confidence": 0.89, - "canonical_issue_reason": "issue:44545 is the best canonical issue for the Qwen2_5_VLProcessor crash cluster because it has a nearly identical title to 44514 and slightly more inbound references, so it works well as the hub for the duplicate report.", + "summary": "One clear duplicate pair stands out: issue 44514 and 44545 have the same title and describe the same Qwen2_5_VLProcessor.apply_chat_template batching bug. The rest are only loosely related by model family or subsystem and should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44514 is the cleaner canonical choice: it is the earlier report of the exact batched padding=False crash and matches issue:44545 one-to-one.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the strongest representative of this duplicate cluster: it describes the same batched `apply_chat_template` crash with `padding=False`, and its title/references make it the cleaner anchor.", + "best_issue_reason": "issue:44514 is the best cluster representative because it is the exact duplicate target for the only strong soft match and has the clearest, most specific wording of the bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Different model families and failures: Qwen3-MoE sliding-window behavior vs StableLmConfig pad_token_idx regression." - }, - { - "left": "issue:43526", - "right": "issue:43881", - "accept": false, - "reason": "Unrelated components: BeitImageProcessorFast label reduction vs glm-4v-9b loading failure." + "reason": "Different problems: one is a Qwen3-MoE sliding_window behavior issue, the other is a StableLmConfig missing pad_token_idx after v5 update." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config persistence issues, but for different fields and models; not the same bug." + "reason": "Both are config-related, but one is a Gemma3TextConfig API discrepancy and the other is GPTNeoX rotary_pct not persisting on reload; not the same bug." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Different Qwen multimodal code paths: video input processing vs from_pretrained weight_only loading." + "reason": "Different code paths and symptoms: video input processing failure in Qwen3OmniMoe versus from_pretrained weight_only loading error in Qwen3VL." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Unrelated models and failure modes: BeitImageProcessorFast label reduction bug versus glm-4v-9b loading failure." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer/task failures, but on different models with different symptoms and likely different fixes." + "reason": "Both tokenizer crashes, but on different tokenizers and different behaviors; not the same underlying defect." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Different failure modes: FP8 config handling for Qwen3MoE vs Llava Next segmentation fault on load." + "reason": "Different loading failures for different models: Qwen3Moe with FineGrainedFP8Config versus Llava Next segmentation fault." }, { "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "Both concern tokenization behavior, but one is runtime special-token updates and the other is a Granite regression producing wrong IDs." + "reason": "Both involve tokenization internals, but one is runtime post-processor updates and the other is wrong token IDs for Granite models; distinct bugs." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Completely different areas: Trainer custom loss signature vs Qwen3 device-mapping CUDA assert." + "reason": "A custom trainer signature mismatch is unrelated to Qwen3 auto device mapping cudaErrorAssert." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "General slow/fast tokenizer inconsistency is not the same as the T5Tokenizer add_special_tokens load-time conflict." + "reason": "One is slow/fast tokenizer inconsistency; the other is a T5 tokenizer class attribute conflict on load. Not the same issue." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Different subsystems: metric gathering last-batch handling vs SAM3 prompt/box behavior." + "reason": "Different training/evaluation and multimodal input bugs; no concrete shared code-path." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "Unrelated issues: MacOS CLIP bus error vs generation with inputs_embeds and past_key_values." + "reason": "MacOS bus error loading a CLIP model is unrelated to progressive generation with inputs_embeds and past_key_values." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Different serving/runtime bugs for different models; both involve APIs but not the same code path." - }, - { - "left": "issue:30064", - "right": "issue:34634", - "accept": false, - "reason": "Image segmentation map processing and Bark voice_preset handling are unrelated processor bugs." - }, - { - "left": "issue:43550", - "right": "issue:43653", - "accept": false, - "reason": "Different problems: torch.compile/SDPA in Bamba vs BigBirdTokenizer special-token registration." - }, - { - "left": "issue:43606", - "right": "issue:43720", - "accept": false, - "reason": "Both involve loading/offload, but one is CPU offload device mismatch and the other is packed-weight unpacking in BitNet." - }, - { - "left": "issue:41720", - "right": "issue:43746", - "accept": false, - "reason": "Different models and errors: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading." + "reason": "Different serving/runtime failures: Gemma4Processor missing _tokenizer versus Qwen3.5 streaming chat/completions failure." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior and a T5 apex RMSNorm memory leak are separate issues." + "reason": "Quantized offloading behavior and an apex RMSNorm memory leak are distinct issues." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "Runtime special-token updates are not the same as a broad version-to-version tokenization change report." + "reason": "Runtime special-token/post-processor handling is not the same as a broad tokenization-version regression." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Different subsystems: accelerate offload/device mismatch vs tokenizer special-token registration." + "reason": "Different failure modes in CI: device mismatch during CPU offload versus mask token registration/empty decode in BigBirdTokenizer." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "Bark processor voice_preset handling is unrelated to Qwen3 auto device mapping on A800." + "reason": "BarkProcessor voice_preset failure and Qwen3 auto device mapping cudaErrorAssert are unrelated." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Both are Qwen-related, but one is sliding_window on MoE models and the other is text_config unwrapping in multimodal from_config." + "reason": "Qwen3-MoE sliding_window behavior and AutoModelForCausalLM.from_config not unwrapping text_config are different bugs." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Path-trailing-slash import warning and multimodal token counting video-branch bug are unrelated." + "reason": "A trailing-slash local path import warning is unrelated to multimodal token counting with undefined helpers." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token accounting and progressive generation with embeds/past_key_values are different bugs." + "reason": "TrainerState token counter not updating is unrelated to generation with inputs_embeds/past_key_values." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A cache-strategy typo is not the same as outdated docs listing removed pipeline tasks." + "reason": "A cache-strategy typo and obsolete pipeline-task documentation are not the same bug." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same underlying crash on batched `apply_chat_template` with `padding=False`; the titles are nearly identical and the descriptions align closely." + "reason": "Exact same title and same reported crash in Qwen2_5_VLProcessor.apply_chat_template on batched input with padding=False; clear duplicate." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Related to classification settings, but one is config propagation for Qwen3.5 and the other is zero-loss behavior across sequence-classification models." + "reason": "num_labels propagation in Qwen3.5 config and zero-loss single-label classification are separate configuration/training issues." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Both involve token/config state, but one is runtime post-processing updates and the other is saved custom token IDs being lost." + "reason": "Special-token post-processor updates and DiaConfig custom token IDs after save/load are different state-persistence bugs." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Different model families and failures: Perceiver resolution handling vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Both are tokenizer loading regressions, but for different models and causes; not safe to merge as duplicates." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate pairing for issue:44514 / issue:44545 looks plausible, but the writeup overstates the evidence by calling them a \"confirmed duplicate pair\" and claiming they have the \"same exact title\". The titles are nearly identical, not exact, and the packet does not explicitly confirm the duplicate status. Please soften those claims and keep the canonicalization language more conservative." + "accept": true, + "feedback": "The cluster judgment is grounded in the packet: 44514 and 44545 are the only clear duplicate pair, and the rest of the soft matches are conservatively rejected with model/subsystem-specific reasons. Minor precision note: their titles are nearly identical rather than exactly the same, but the duplicate call is still well supported." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -4384,13 +4485,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 14, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:30064", "issue:36010", @@ -4420,14 +4521,14 @@ "issue:44589", "issue:44610", "issue:44625", - "issue:44661", "issue:44671", "issue:44843", + "issue:44898", "issue:44918", "issue:44936", "issue:44987", - "issue:44991", "issue:45042", + "issue:45072", "issue:45081", "issue:45356", "issue:45357", @@ -4442,10 +4543,10 @@ "issue:46050" ], "soft_pairs": [ - "issue:44451|issue:44991", + "issue:44898|issue:45072", "issue:45759|issue:45859", - "issue:44077|issue:44625", "issue:43531|issue:44589", + "issue:44077|issue:44625", "issue:43782|issue:45381", "issue:45588|issue:45759", "issue:44987|issue:45042", @@ -4460,241 +4561,234 @@ "issue:43381|issue:43844", "issue:42886|issue:44843", "issue:45704|issue:45859", - "issue:43531|issue:43645", "issue:43421|issue:44186", + "issue:43531|issue:43645", "issue:41720|issue:45704", "issue:43994|issue:44671", "issue:43746|issue:43873", - "issue:39692|issue:43873", "issue:45081|issue:45356", + "issue:39692|issue:43873", "issue:43596|issue:44220", "issue:40444|issue:43746", "issue:45356|issue:45907", "issue:30064|issue:36010", "issue:43720|issue:43819", - "issue:43653|issue:43720", - "issue:44220|issue:44661" + "issue:43653|issue:43720" ], - "prepared_review_unit_hash": "c1c3966de3b1d33f0f90cf7f7130ff7fe5f7be42dea5c521141a074b21c68ddd", + "prepared_review_unit_hash": "f98ec39af6790766aff881419018958930c5d2170cac0ecb1837bcec0a9970aa", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37638, - "estimated_input_tokens": 9410, - "estimated_eval_tokens": 19076 + "soft_pair_count": 31, + "serialized_chars": 37389, + "estimated_input_tokens": 9348, + "estimated_eval_tokens": 18952 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated Transformers bug reports with only broad topical overlap (tokenizers, multimodal loading, offload/quantization). I found no pair that looks like the same underlying bug/change, so all soft edges should be rejected.", - "confidence": 0.29, - "canonical_issue_reason": "issue:45356 is the most complete and actionable regression report in this set: it names a concrete model family, version regression, and user-visible tokenizer breakage with a specific code path.", + "summary": "This cluster is heterogeneous: the soft-linked pairs mostly describe different models, different subsystems, or different failure modes, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a true canonical duplicate for the whole set, but issue #45081 is the most concrete and actionable representative because it has a narrow tokenizer crash, a specific trigger (`fix_mistral_regex=True`), and a clear traceback.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45356 is the strongest standalone issue for triage because it is specific, reproducible, and points to a narrow tokenizer regression rather than a vague symptom.", + "best_issue_reason": "Issue #45081 is the best standalone triage target: it is specific, reproducible, and points to a clear code path in tokenizer regex patching.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Different model/tokenizer load failures for different checkpoints; same general area, not the same bug." + "reason": "Different subsystems and symptoms: image classification resolution handling vs bfloat16 dtype mismatch." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Config unwrapping for composite Qwen configs vs CPU offload in rotary embedding are separate failures." + "reason": "Both touch Qwen 3.5/3.6, but one is `from_config` unwrapping and the other is CPU offload rotary embedding behavior." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "One is about optional post_init policy, the other about num_labels propagation; unrelated code paths." + "reason": "Unrelated bugs: Qwen3-MoE sliding window vs missing float8 storage type." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and Float8 storage loading are distinct issues." + "reason": "Different model families and failure modes; `post_init` policy vs `num_labels` propagation." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different model families and symptoms: Qwen3VL from_pretrained weight_only vs Qwen2.5-VL video position IDs." + "reason": "Both are Qwen-VL related, but they report different code paths and different bugs." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "flash_attention sink-less crash is unrelated to composite config handling in from_config." + "reason": "Flash-attention sink handling is unrelated to composite config unwrapping." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "A specific model load failure and a PIL backend torchvision dependency regression are not the same bug." + "reason": "Loading a specific model package and PIL backend torchvision requirements are different issues." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken special-argument duplication is unrelated to the ScandiBERT loading failure." + "reason": "Tokenizer constructor argument collision vs a model loading failure; not the same bug." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A warning about tie_word_embeddings is not the same as incorrect visual encoder keys on save_pretrained." + "reason": "A warning about tied embeddings is not the same as incorrect visual encoder keys on save." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both involve vision examples, but they are different models and different failure modes." + "reason": "Both mention vision models, but one is a SigLIP2 docs/example problem and the other is OmDet processor/model size mismatch." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Local checkpoint loading with PEFT adapters is separate from quantized save/load breakage after sinq." + "reason": "PEFT local checkpoint loading vs sinq quantized save/load corruption are different persistence bugs." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "SFT embedding unpacking and evaluate-after-train are different trainer behaviors with different code paths." + "reason": "Training/input unpacking failure vs generic evaluate-after-train failure; no shared concrete code path." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Runtime post-processor updates and BigBird special-token registration are related only at a high level, not the same bug." + "reason": "Runtime special-token/post-processor update bug vs BigBird mask-token registration issue." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "Apex RMSNorm memory leak and missing gradient_checkpointing support are unrelated." + "reason": "RMSNorm memory leak in T5 is unrelated to a missing gradient-checkpointing flag." }, { "left": "issue:45663", "right": "issue:45923", "accept": false, - "reason": "Gemma4 FSDP2 KeyError and missing gradient_checkpointing flag do not share the same underlying defect." + "reason": "FSDP2 shared_kv_states bug is unrelated to trust_remote_code capability flags." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Eval-mode checkpointing restriction and DeepSpeed gradient explosion are different issues." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to ZeRO-3 gradient explosion." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Both mention offline mode, but one is a generic cache load failure and the other is a specific _patch_mistral_regex model_info call." + "reason": "Both involve offline tokenization, but one is cache loading while the other is an unconditional `model_info()` call in a Mistral regex patch." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "RMSNorm memory leak in T5 and Qwen3.5 rotary CPU offload are unrelated." + "reason": "Different failures: apex RMSNorm leak vs CPU-offload incompatibility in Qwen rotary embedding." }, { - "left": "issue:43531", - "right": "issue:43645", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "A MoE sliding_window issue and Jupyter custom-model initialization breakage are different problems." + "reason": "Special-token post-processor refresh bug vs LayoutLMv2 NER/padding crash." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:43531", + "right": "issue:43645", "accept": false, - "reason": "Both are tokenizer-related, but one is a runtime special-token update feature request and the other is a LayoutLMv2Tokenizer crash." + "reason": "Qwen3-MoE sliding window behavior is unrelated to Jupyter custom-model initialization." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Qwen3 device-mapping CUDA assert and T5 RMSNorm leak are unrelated." + "reason": "Qwen3 auto device mapping assert is unrelated to T5 RMSNorm leakage." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked-LM regression." + "reason": "Different model regressions: SigLIP2 inference quality vs CamemBERT masked-LM predictions." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT local checkpoint loading and quantization/offloading behavior are not the same concrete bug." + "reason": "Local checkpoint loading with adapters is not the same as quantization offloading behavior." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "A documentation/example mismatch and offloading under quantization are different issues." + "reason": "Both mention `fix_mistral_regex`, but one is a hard crash and the other is a tokenizer codec/regression warning issue." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "Both touch mistral_regex-related tokenizer behavior, but one is an AttributeError crash and the other is a codec/regression report; not clearly the same bug." + "reason": "Docs/example quantization failure is not the same as general offloading behavior with quantized models." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed ZeRO-3/BertModel initialization and _torch_extract_fbank_features are unrelated." + "reason": "DeepSpeed ZeRO-3 BertModel indexing bug vs audio feature extraction helper failure." }, { "left": "issue:40444", "right": "issue:43746", "accept": false, - "reason": "Multimodal iterable-dataset training failure and PEFT local checkpoint loading are separate code paths." + "reason": "Multi-image IterableDataset finetuning failure is unrelated to GraniteSpeech checkpoint loading." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression in model loading is unrelated to list_repo_files missing revision forwarding." + "reason": "Tokenizer regression with mistral regex is unrelated to a hub API forwarding bug." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image processor void segmentation map handling and GenerationMixin import failure are unrelated." + "reason": "Void segmentation-map processing and `GenerationMixin` import errors are unrelated." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet packed-weight loading and DAC latent reconstruction mismatch are different model-specific defects." + "reason": "Packed-weight loading bug and DAC latent reconstruction mismatch are different code paths." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBird special-token decode bug and BitNet packed-weight loading failure do not share an underlying code path." - }, - { - "left": "issue:44220", - "right": "issue:44661", - "accept": false, - "reason": "Audio feature extraction and add-new-model-like tokenizer mapping logic are unrelated." + "reason": "BigBird special-token registration and BitNet packed-weight loading are unrelated." } ] }, @@ -4710,13 +4804,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 15, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:30064", "issue:36331", @@ -4744,9 +4838,10 @@ "issue:44008", "issue:44062", "issue:44186", - "issue:44442", + "issue:44220", "issue:44448", "issue:44488", + "issue:44661", "issue:44671", "issue:44811", "issue:44821", @@ -4761,13 +4856,13 @@ "issue:45183", "issue:45381", "issue:45479", - "issue:45584", "issue:45685", "issue:45834", "issue:45987", "issue:46032" ], "soft_pairs": [ + "issue:44220|issue:44661", "issue:43540|issue:44008", "issue:43618|issue:43697", "issue:43550|issue:45072", @@ -4777,8 +4872,8 @@ "issue:45183|issue:45479", "issue:43716|issue:44008", "issue:43388|issue:46032", - "issue:44186|issue:44898", "issue:43322|issue:45685", + "issue:44186|issue:44898", "issue:43335|issue:43756", "issue:43653|issue:43819", "issue:43531|issue:43643", @@ -4792,207 +4887,199 @@ "issue:41720|issue:44991", "issue:39692|issue:45834", "issue:43782|issue:44977", - "issue:43577|issue:43818", "issue:44821|issue:45084", - "issue:45584|issue:45834", - "issue:44186|issue:44442" + "issue:43577|issue:43818" ], - "prepared_review_unit_hash": "3f8ea40828d5c38ee408a4adc3c7acbad193f33f5e5e22d5e01a981ba9e14b54", + "prepared_review_unit_hash": "3fefe01647d8a2cef8979d75bd279a6ba82b710629a9522898a3f3c3df69b915", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36508, - "estimated_input_tokens": 9127, - "estimated_eval_tokens": 18510 + "soft_pair_count": 27, + "serialized_chars": 36193, + "estimated_input_tokens": 9049, + "estimated_eval_tokens": 18354 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated Transformers issues across different models, tokenizers, configs, and runtime regressions. None of the soft pairs look like the same underlying bug, so there is no duplicate collapse here.", - "confidence": 0.95, - "canonical_issue_reason": "No true duplicate cluster exists; if forced to anchor one report, issue 44843 is the most concrete and self-contained regression.", + "summary": "Most items are unrelated standalone bugs. No duplicate cluster is strong enough to canonicalize across the set. The closest pair is the two `_patch_mistral_regex` reports, but they describe different failure modes, so I would still keep them separate.", + "confidence": 0.84, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 44843 is the best triage anchor because it names a specific failing code path (_patch_mistral_regex) and has a clear reproducible failure mode.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Different subsystems and failures: audio feature extraction vs tokenizer mapping/model registration." + }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Different models and failure modes: Qwen3OmniMoe video input ValueError vs Gemma 3n variable-name collision." + "reason": "Both are multimodal model issues, but one is a Qwen3OmniMoe video-processing ValueError and the other is a Gemma 3n forward variable collision." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "Both involve v5 output behavior, but CLIP attentions disappearing and RTDetr output drift are unrelated code paths." + "reason": "CLIP output field regression vs RTDetrV2 output mismatch; different model families and bug shapes." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Different models and bugs: torch.compile/SDPA failure vs dtype mismatch in bfloat16 inference." + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer regression vs long-OCR index error; no shared underlying bug." + "reason": "Processor/tokenizer regression vs Kosmos2.5 OCR sequence-length indexing; not the same underlying bug." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "DAC latent decoding mismatch is unrelated to Bamba's torch.compile/SDPA failure." + "reason": "Different code paths: compile+SDPA versus DAC latent reconstruction mismatch." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "Both are tokenizer-loading issues, but one is an AddedToken kwargs bug and the other is a model-specific load failure." + "reason": "AddedToken construction error vs tokenizer load failure for a specific model; too different to merge." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Validation error handling and single-label loss degeneracy are distinct issues." + "reason": "Input validation error-message bug vs a degenerate loss computation bug; distinct fixes." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Image preprocessor/model dtype mismatch is unrelated to Gemma 3n's audio_mel_mask collision." + "reason": "Dtype mismatch in BLIP2 image preprocessing is unrelated to Gemma 3n attribute collision." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Gather-for-metrics truncation and Mamba2 cache correctness are separate concerns." + "reason": "Metric gathering truncation bug vs Mamba2 cache correctness bug; different APIs and symptoms." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Different models and failure surfaces: LayoutLMv2 padding/NER crash vs Perceiver resolution handling." + "reason": "Llava Next loading segfault and MPS histogram Int error are unrelated." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:44186", + "right": "issue:44898", "accept": false, - "reason": "Segfault loading Llava Next and an MPS histogram backend limitation are unrelated." + "reason": "Tokenizer crash on NER/padding inputs versus Perceiver image-resolution failure; no shared root cause." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Sparse-layer config bug and RoPE-layer misconfiguration are different model-initialization defects." + "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer drop are separate model-configuration issues." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token decode bug is unrelated to DAC latent decoding." + "reason": "BigBirdTokenizer special-token registration bug is unrelated to DAC forward/from_latents mismatch." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE is unrelated to trust_remote_code config omission." + "reason": "Qwen3-MoE sliding-window issue and AutoConfig trust_remote_code regression are different bugs." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Same subsystem (_patch_mistral_regex) but different root cause: offline hub call vs missing backend_tokenizer attribute." + "reason": "Both touch `_patch_mistral_regex`, but one is an offline `model_info()` call regression and the other is a missing `backend_tokenizer` AttributeError; not the same concrete bug." }, { "left": "issue:43950", "right": "issue:45987", "accept": false, - "reason": "Non-persistent buffer corruption and StaticCache seq_length contract are unrelated." + "reason": "from_pretrained buffer corruption is unrelated to StaticCache sequence-length return type." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Void segmentation maps and num_items_in_batch are different processors/training-path issues." + "reason": "Image processor segmentation-map handling and CustomTrainer loss-signature compatibility are unrelated." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Different Qwen video-input bugs with different models and likely different fixes." + "reason": "Qwen3OmniMoe video ValueError does not match Qwen2.5-VL vision position-id bug." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Missing fields from trust_remote_code and strict granite_speech config loading are distinct config-loader problems." + "reason": "Missing fields from trust_remote_code config loading is not the same as strict config rejection for granite_speech." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Runtime post-processor updates and Whisper skip_special_tokens decoding are different tokenizer behavior bugs." + "reason": "Runtime special-token post-processor update bug and Whisper batch_decode skip_special_tokens bug are different tokenizer behaviors." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Model-specific v4/v5 output drift in Pegasus and CamemBERT are not the same bug." + "reason": "Different output regressions in Pegasus vs CamemBERT; no shared underlying change." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "cudaErrorAssert on A800 and tokenizer loading for est-roberta are unrelated." + "reason": "Qwen3 A800 cudaErrorAssert is unrelated to tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 docs example errors and Kosmos2.5 OCR index error are unrelated." + "reason": "SigLIP2 documentation errors are unrelated to Kosmos2.5 OCR long-input indexing." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight_only load error and Qwen3.5 flash-attention generation issue are different code paths." - }, - { - "left": "issue:43577", - "right": "issue:43818", - "accept": false, - "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention weight sharing are unrelated." + "reason": "Qwen3VL weight_only load error and Qwen3.5 flash-attention generation issue are distinct failures." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "URL image-processor loading and template-node compilation error are unrelated." - }, - { - "left": "issue:45584", - "right": "issue:45834", - "accept": false, - "reason": "Whisper empty-transcription generation and Kosmos2.5 long-OCR indexing are unrelated." + "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash and FastSpeech2ConformerTokenizer loading failure are unrelated." + "reason": "BLIP2 dtype propagation bug and Video-LLaVA missing temporal-attention issue are not duplicates." } ] }, @@ -5008,13 +5095,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 16, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:28218", "issue:29159", @@ -5029,10 +5116,8 @@ "issue:43606", "issue:43644", "issue:43650", - "issue:43653", "issue:43697", "issue:43720", - "issue:43742", "issue:43749", "issue:43782", "issue:43819", @@ -5040,9 +5125,9 @@ "issue:43827", "issue:43906", "issue:43994", - "issue:44060", + "issue:44186", "issue:44291", - "issue:44368", + "issue:44442", "issue:44479", "issue:44485", "issue:44509", @@ -5051,20 +5136,24 @@ "issue:44671", "issue:44805", "issue:44857", - "issue:44912", "issue:44936", + "issue:45003", "issue:45020", "issue:45072", "issue:45081", "issue:45325", "issue:45406", + "issue:45584", "issue:45701", "issue:45834", "issue:45987", "issue:46192", - "issue:46209" + "issue:46209", + "issue:46285" ], "soft_pairs": [ + "issue:45584|issue:45834", + "issue:44186|issue:44442", "issue:43606|issue:45072", "issue:43644|issue:43749", "issue:44479|issue:45834", @@ -5090,213 +5179,214 @@ "issue:43650|issue:43906", "issue:43526|issue:43697", "issue:34634|issue:36331", - "issue:43653|issue:44912", - "issue:43742|issue:45020", - "issue:44060|issue:44368" + "issue:45003|issue:46285" ], - "prepared_review_unit_hash": "bb6b5e6819701c1ac1e80ea2988b39ecfb6a33b325181d9954f1a00156a4bdc9", + "prepared_review_unit_hash": "7a8a85f5398629d0835a2e5b90ea62b686b096b9d8133bb3ec7a2cb6905c49f8", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35721, - "estimated_input_tokens": 8931, - "estimated_eval_tokens": 18118 + "serialized_chars": 35638, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All suggested pairs are only loosely related by subsystem or symptom style; none look like the same concrete bug/change, so I reject every soft edge. The most representative issue in the set is the broad remote_code regression report.", - "confidence": 0.54, - "canonical_issue_reason": "issue:45020 is the broadest umbrella-style report and can act as a representative anchor for multiple recent-version breakages; it is more canonical than the narrower model-specific symptoms.", + "summary": "Only one soft pair looks like a true duplicate; the rest are distinct regressions or too broad to safely merge. The strongest issue candidate is the concrete tokenizer spacing bug.", + "confidence": 0.84, + "canonical_issue_reason": "issue:28218 is the most concrete, actionable report: it describes a specific tokenizer regression (an extra space after an added token) that can anchor the duplicate set better than the broader follow-up report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most suitable global issue representative because it is high-level, regression-oriented, and broad enough to summarize related compatibility failures.", + "best_issue_reason": "issue:28218 is the best representative issue here because it states a precise, reproducible symptom rather than a generic inconsistency label.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Different models and failure modes: Whisper empty-transcription generation vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to AutoTokenizer failing to load a specific tokenizer class." + }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Different models and different failure modes: CPU offload device mismatch vs bfloat16 dtype mismatch." + "reason": "CPU offload device mismatch and bfloat16 dtype mismatch are different code paths and bug types." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Both concern loading behavior, but one is non-persistent buffers and the other is FSDP RAM-efficient loading; not the same bug." + "reason": "Non-persistent buffer initialization junk is separate from FSDP CPU RAM efficient loading." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Different model families and symptoms: video-input regression vs OCR long-input index error." + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are unrelated model-specific bugs." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Blip2 dtype propagation and Apple Silicon caching allocator TypeError are unrelated issues." + "reason": "BLIP2 dtype preservation and Apple Silicon allocator TypeError do not share the same underlying bug." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "A processor voice_preset bug and a GenerationMixin import error are not the same code-path problem." + "reason": "BarkProcessor voice_preset failure is unrelated to the GenerationMixin import error." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "One is an error-message/documentation issue; the other is incorrect model outputs." + "reason": "A misleading pipeline error message is not the same as a model producing nonsense outputs in pipeline." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Generic tensor mask shape error vs trainer lifecycle failure; no concrete shared bug." + "reason": "Mask shape IndexError and trainer.evaluate() failing after train are different symptoms and code paths." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "The first is a specific removed-helper breakage; the second is a broad remote_code regression report." + "reason": "The first is a specific v5 regression from removing is_torch_fx_available; the second is a broad remote_code breakage report that could cover multiple unrelated causes." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "RoPE implementation discussion and removed pipeline-task docs are different subjects." + "reason": "RoPE implementation discussion is unrelated to docs still referencing removed pipeline tasks." }, { "left": "issue:45987", "right": "issue:46192", "accept": false, - "reason": "StaticCache return-type bug and return_tensors being ignored are unrelated API issues." + "reason": "StaticCache sequence-length type mismatch and return_tensors being ignored are separate API bugs." }, { "left": "issue:28218", "right": "issue:29159", - "accept": false, - "reason": "Both mention tokenization, but one is an added-token spacing bug and the other is slow/fast tokenizer inconsistency." + "accept": true, + "reason": "Both point to the same tokenizer behavior regression around added tokens / slow-vs-fast inconsistency, with 28218 giving the concrete symptom." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM regression and a generic tokenization-change report are not the same concrete bug." + "reason": "CamemBERT masked-LM prediction regression is not the same as a broad 'tokenization changes across versions' report." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor output size mismatch and dtype mismatch are different defects." + "reason": "OmDet-Turbo input-size mismatch and dtype mismatch in inference are different model issues." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight loading failure is unrelated to dtype mismatch inference failures." + "reason": "BitNet packed-weight loading failure is unrelated to dtype mismatch bugs." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different Qwen-VL bugs with different symptoms and likely different fixes." + "reason": "Qwen3VL load error and Qwen2.5-VL RoPE scaling bug are different problems." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "An isolated reproduction issue and an FP8 inference bug are not the same underlying problem." + "reason": "An isolated reproduction of one issue is unrelated to FP8 inference failing on B200." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is a misleading runtime message; the other is stale docs mentioning removed pipelines." + "reason": "These are related to v5 pipeline removals, but one is an error-message bug and the other is a docs update; not the same concrete bug/change." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both are loading-related, but they fail in different initialization paths with different root causes." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights receiving an unexpected argument are distinct loading bugs." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Backend dependency packaging and Mistral regex patching are unrelated." + "reason": "Packaging/backend installation for TensorFlow is unrelated to a Mistral regex patch crash." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator TypeError and CUDA AMP loss crash do not share a concrete code path." + "reason": "Apple Silicon warmup TypeError and CUDA AMP image loss crash are different hardware/runtime issues." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Both are AttributeErrors, but on different objects in different serving/tokenizer paths." + "reason": "Mistral tokenizer regex patch failure and Gemma4Processor missing _tokenizer in serve are unrelated." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Sampling-rate defaulting and DAC latent reconstruction mismatch are unrelated audio bugs." + "reason": "Audio chat-template sample-rate defaulting and DAC latent reconstruction mismatch are different bugs." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "Placeholder-style report versus a specific isolated reproduction; no shared defect." + "reason": "The title 'ADD THE DATA' does not match the isolated reproduction issue; no shared bug is evident." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Different vision bugs: label reduction in a processor vs changed outputs in a model forward path." + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output drift are unrelated regressions." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset and custom trainer compute_loss are entirely different components." - }, - { - "left": "issue:43653", - "right": "issue:44912", - "accept": false, - "reason": "Tokenizer special-token registration and MXFP4 quantization/loading are unrelated." + "reason": "BarkProcessor voice_preset failure and CustomTrainer compute_loss signature mismatch are unrelated." }, { - "left": "issue:43742", - "right": "issue:45020", - "accept": false, - "reason": "A model-specific key error is not the same as the broad remote_code regression bucket." - }, - { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:45003", + "right": "issue:46285", "accept": false, - "reason": "Both mention tied-weights warnings, but they describe different Qwen-model behaviors and fixes." + "reason": "Unsafe sys.modules access is not the same as the CLIP text-model structure inconsistency." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and the soft-edge calls are conservative. The one accepted pair, issue:28218 / issue:29159, is reasonably supported as a tokenizer regression family, and the rest are correctly treated as distinct or too broad to merge." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5305,20 +5395,18 @@ "component_index": 1, "component_count": 17, "review_unit_index": 17, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ - "issue:34567", "issue:36010", "issue:36331", "issue:38175", "issue:39692", - "issue:40990", "issue:42490", "issue:43257", "issue:43262", @@ -5330,52 +5418,56 @@ "issue:43531", "issue:43550", "issue:43577", - "issue:43606", "issue:43638", "issue:43643", "issue:43645", + "issue:43653", "issue:43696", "issue:43720", + "issue:43742", "issue:43746", - "issue:43749", "issue:43819", "issue:43854", "issue:43927", + "issue:44060", + "issue:44368", "issue:44387", "issue:44479", "issue:44554", "issue:44589", "issue:44610", "issue:44617", - "issue:44756", "issue:44811", "issue:44912", "issue:44936", "issue:44977", "issue:44991", + "issue:45020", "issue:45042", "issue:45084", "issue:45459", "issue:45538", "issue:45600", "issue:45759", - "issue:45803", - "issue:45859" + "issue:45803" ], "soft_pairs": [ + "issue:43653|issue:44912", + "issue:43742|issue:45020", + "issue:44060|issue:44368", "issue:45084|issue:45538", "issue:43526|issue:44554", "issue:43329|issue:45600", "issue:44589|issue:45042", - "issue:43746|issue:44811", "issue:43452|issue:44991", + "issue:43746|issue:44811", "issue:43638|issue:44936", "issue:44387|issue:44617", "issue:43550|issue:44912", "issue:43819|issue:43927", "issue:36010|issue:43645", - "issue:43257|issue:43329", "issue:39692|issue:44912", + "issue:43257|issue:43329", "issue:43854|issue:44977", "issue:38175|issue:44610", "issue:43720|issue:44610", @@ -5388,223 +5480,217 @@ "issue:42490|issue:43257", "issue:43329|issue:44479", "issue:43643|issue:45759", - "issue:43329|issue:43450", - "issue:43606|issue:45859", - "issue:34567|issue:40990", - "issue:43749|issue:44756" + "issue:43329|issue:43450" ], - "prepared_review_unit_hash": "2bf35aeabfadcfc7b0e2f6adbb7e1c2950dddb36845d197faadf1493fcb49035", + "prepared_review_unit_hash": "3a601712ff52765a5e717dd7e374935cb207e261c21e97088e7506442e06b8f0", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36570, - "estimated_input_tokens": 9143, - "estimated_eval_tokens": 18542 + "serialized_chars": 36168, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a false-positive cluster: the issues span unrelated bugs in loading, training, vision/audio processors, quantization, and memory. Only the Qwen video multimodal-token regression pair looks like the same underlying bug.", - "confidence": 0.62, - "canonical_issue_reason": "issue:44479 is the broadest user-facing report of the Qwen video-input regression across multiple affected models; issue:43329 looks like the narrower root-cause helper bug behind it.", + "summary": "This cluster is highly heterogeneous: most items are distinct Transformers bugs spanning loading, multimodal processing, quantization, and model-specific regressions. I did not find any soft pair that clearly looks like the same concrete bug/change; at most a few are loosely related by subsystem.", + "confidence": 0.31, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report in the set (\u201cRecent transformers versions break models using `remote_code`\u201d) and best represents the loading/regression theme that overlaps with a few other issue titles, even though the cluster is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 best represents the duplicate set because it captures the shared regression scope and impacted model family, while also being the clearest symptom report.", + "best_issue_reason": "issue:45020 is the best single issue to anchor this cluster because it is the most general and centrally phrased regression report among the loading-related items; the rest are mostly model-specific or unrelated bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Different code paths: tokenizer special-token decode failure vs MXFP4 quantization loading fallback." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Both involve model loading, but one is a specific MobileLLM key error while the other is a broad remote_code regression; not the same concrete bug." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weight warnings, but they concern different Qwen model families and different symptoms; too loose to merge as one bug." + }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Unrelated failures: template compilation vs tokenizer max-length configuration." + "reason": "Unrelated failures: template-node compilation error vs CLIP tokenizer model_max_length bug." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Different subsystems and symptoms: image label reduction vs MPS attention correctness." + "reason": "Completely different problems: BEiT label reduction bug vs MPS attention correctness issue." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Both involve model internals, but one is a multimodal-token video-branch bug and the other is stale auto-mapping references in CI." + "reason": "Both touch multimodal/model config areas, but the reported failures are unrelated and not the same underlying change." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Different problem classes: float8 storage lookup vs image processor torchvision dependency handling." + "reason": "Type/serialization storage error vs image-processor dependency regression; different failure modes." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "Local checkpoint loading with PEFT adapters is unrelated to Whisper batch_decode skipping special tokens." + "reason": "Both are from_pretrained loading issues, but they affect different APIs/models and do not share a concrete bug." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Separate loading paths and failures: gguf_file handling vs tokenizer loading for a specific model." + "reason": "Local checkpoint loading with PEFT adapters is unrelated to Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Different trainer bugs: Zero3/non-pretrained Bert indexing vs evaluate-after-train behavior." + "reason": "Different trainer failures: ZeRO-3/non-pretrained Bert index error vs evaluate-after-train failure." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both are OOM reports, but they involve different causes and model paths." + "reason": "Both mention OOM, but one is a Transformers 5.x int4 memory regression and the other is a model-specific video OOM." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Unrelated: torch.compile SDPA failure vs MXFP4 quantization falling back to bf16." + "reason": "torch.compile/SDPA bug vs quantization-loading fallback bug; not the same code path." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Different model/component bugs: DAC latent reconstruction vs Dia config token IDs after save/load." + "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token-ID loss are unrelated." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Import error for GenerationMixin is not the same as Jupyter custom-model initialization regression." + "reason": "ImportError for GenerationMixin vs notebook custom-model initialization regression; different issues." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Qwen3 MoE accelerate/deepspeed weight conversion is unrelated to the video multimodal-token helper bug." + "reason": "SigLIP2 docs/example problems are unrelated to git-oss MXFP4 loading behavior." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "Docs/example errors are not the same as quantization load fallback behavior." + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to multimodal token counting/video helper undefined-symbol bugs." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different model load/test failures: GLM-4.7-Flash loading vs Qwen3.5 flash-attention generation." + "reason": "Different model families and different loading/runtime failures." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 zero probabilities and OmDet-Turbo input-size mismatch are unrelated." + "reason": "Zero-probabilities output bug vs OmDet-Turbo processor/model input-size mismatch; not the same underlying defect." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Packed-weight unpacking in BitNet loading is unrelated to OmDet-Turbo processor shape handling." + "reason": "Packed-weight unpacking during accelerate loading is unrelated to processor output-shape mismatch." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both mention exception handling, but one is tokenizer protobuf import masking and the other is a bare-except in a different converter." + "reason": "Both involve exception handling, but they are separate code paths with different bugs and fixes." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Importing GenerationMixin and compute_loss keyword mismatches are separate Trainer/Transformers API issues." + "reason": "Importing GenerationMixin and CustomTrainer.compute_loss kwarg incompatibility are unrelated." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window and PIL backend torchvision requirements are unrelated." + "reason": "Qwen3-MoE sliding_window behavior vs PIL/torchvision dependency regression are distinct." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Weight tying failure in AyaVisionConfig is distinct from dtype not propagating in Blip2 loading." + "reason": "lm_head weight tying bug vs Blip2 dtype propagation bug; unrelated." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio apply_chat_template sampling-rate default is unrelated to Whisper batch_decode behavior." + "reason": "Audio chat_template sampling-rate default vs Whisper batch_decode special-token handling are different bugs." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Weight conversion/loading bug is not the same as a plain CUDA OOM report." + "reason": "Qwen3 MoE weight conversion is unrelated to GPT-oss OOM." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Path-with-slash import warning and Qwen3 MoE weight conversion are different loading issues." + "reason": "Local-path trailing-slash import warning vs Qwen3 MoE weight conversion are different loading issues." }, { "left": "issue:43329", "right": "issue:44479", - "accept": true, - "reason": "Both describe the same Qwen video-input regression; 43329 pinpoints the broken video-token helper path, while 44479 reports the broader model-family regression in v5.3.0." + "accept": false, + "reason": "Both involve video/VLMs, but one is an undefined-helper bug in multimodal token counting and the other is a Qwen video-input regression." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Remote-code config field loss and composite Qwen text_config unwrapping are different config-loading bugs." - }, - { - "left": "issue:43329", - "right": "issue:43450", - "accept": false, - "reason": "Both are video-related, but one is an undefined-helper bug in multimodal token counting and the other is batched-shape handling in video processors." - }, - { - "left": "issue:43606", - "right": "issue:45859", - "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to Qwen3_5 MoE rotary embedding compatibility." - }, - { - "left": "issue:34567", - "right": "issue:40990", - "accept": false, - "reason": "Trainer token counting and GPT-oss perplexity are unrelated training/reporting issues." + "reason": "Remote_code config field loss and text_config unwrapping are related to config loading, but they are not the same concrete bug." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:43450", + "right": "issue:43329", "accept": false, - "reason": "FSDP RAM-efficient loading regression and Strix Halo mmap OOM are different memory-loading problems." + "reason": "Batched video processor shape bug vs undefined video-token helper bug; related domain, different defect." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is conservative and grounded in the packet. Most pairwise rejections are well supported by the issue titles and domains, and the single accepted Qwen video pair is a plausible same-bug match based on the titles alone. No obvious overstatement of evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -5613,13 +5699,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 18, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:24643", "issue:28282", @@ -5628,7 +5714,7 @@ "issue:33357", "issue:34567", "issue:34689", - "issue:38175", + "issue:40990", "issue:41720", "issue:42175", "issue:42915", @@ -5638,23 +5724,22 @@ "issue:43540", "issue:43577", "issue:43582", + "issue:43606", "issue:43697", "issue:43742", "issue:43749", "issue:43756", - "issue:43782", "issue:43824", "issue:43927", "issue:43931", "issue:44062", "issue:44291", "issue:44479", - "issue:44488", "issue:44560", "issue:44568", + "issue:44756", "issue:44821", "issue:44849", - "issue:44898", "issue:44912", "issue:44987", "issue:44991", @@ -5668,9 +5753,13 @@ "issue:45488", "issue:45538", "issue:45701", + "issue:45859", "issue:45907" ], "soft_pairs": [ + "issue:43606|issue:45859", + "issue:34567|issue:40990", + "issue:43749|issue:44756", "issue:44568|issue:45356", "issue:43257|issue:43931", "issue:29159|issue:34567", @@ -5699,248 +5788,235 @@ "issue:43577|issue:45072", "issue:43742|issue:44291", "issue:28282|issue:29127", - "issue:43257|issue:43756", - "issue:42175|issue:44488", - "issue:42915|issue:43749", - "issue:38175|issue:44898", - "issue:43582|issue:43782" + "issue:43257|issue:43756" ], - "prepared_review_unit_hash": "da010bbf7e1282923f3023f159d38e064d104213ebcf550d18722d1a7d2279c1", + "prepared_review_unit_hash": "21b646af5aabd14d5d597f5e6830eab6619e6134dce663b4ab1ff17a2896601e", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37614, - "estimated_input_tokens": 9404, - "estimated_eval_tokens": 19064 + "soft_pair_count": 32, + "serialized_chars": 37284, + "estimated_input_tokens": 9321, + "estimated_eval_tokens": 18898 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous, but the only strong duplicate-like overlap is the Qwen video-input regression pair. Most other pairs are related only at a broad subsystem level and should stay separate.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 44479 is the best representative because it describes a concrete, versioned regression with a clear multimodal video-input failure and broad affected-model scope.", + "summary": "This cluster is mostly heterogeneous; the soft pairs look like lexical similarities rather than the same underlying bug. I did not find any pair that is safe to merge as duplicates, so all soft edges are rejected. The broad tokenizer-regression issue is the best representative issue in this set.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45701 is the broadest, most central user-facing issue here: it captures a generic tokenizer-version regression and has the strongest downstream signal among the issues.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the strongest global anchor in this set: specific enough to be actionable, broad enough to subsume the closest near-duplicate report.", + "best_issue_reason": "issue:45701 is the best umbrella issue because it is generic enough to represent the recurring tokenization complaints in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Device-mismatch CPU-offload CI failure vs a Qwen3_5MoE rotary-embedding/offload compatibility bug; different code paths." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting bug vs perplexity quality issue; unrelated symptoms and subsystems." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading regression vs mmap/OOM on Strix Halo; different mechanisms." + }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different failure modes and models." + "reason": "Special-token insertion bug in a tokenizer vs Kimi-K2.5 codec handling regression; not the same defect." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Different bugs: Qwen3 MoE conversion under accelerate/deepspeed vs Qwen3-VL weight-shape mismatch." + "reason": "Qwen3 MoE conversion with accelerate+deepspeed vs Qwen3-VL weight shape mismatch; different model-loading failures." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState token counting." + "reason": "Slow/fast tokenizer inconsistency vs token-count tracking not updating; different features." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different loading failures on different models and code paths." + "reason": "FineGrainedFP8Config failure vs MobileLLM key error; different models and failure modes." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "One is init_empty_weights argument handling; the other is image processor dependency handling." + "reason": "init_empty_weights argument regression vs PIL backend requiring torchvision; unrelated loader vs backend dependency issues." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Unrelated: Qwen3Moe FP8 loading vs AutoImageProcessor URL loading." + "reason": "Qwen3Moe FP8 failure vs AutoImageProcessor URL loading; no shared bug path." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Both mention tokenizer/model behavior changes, but the concrete bugs are different." + "reason": "Qwen3.5 hidden-states output bug vs generic tokenization-version regression; distinct behavior." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Different problems: model loading failure vs CLIPTokenizer max-length bug." + "reason": "Loading a specific model on >=5.1.0 vs CLIPTokenizer max-length constant bug; unrelated." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig save/load token IDs bug is unrelated to MXFP4 quantization fallback." + "reason": "Custom token IDs lost on save/load vs MXFP4 quantization fallback; different areas." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "GGUF loading and Apple Silicon caching allocator errors are unrelated." + "reason": "gguf_file tokenizer/model loading failure vs Apple Silicon caching allocator TypeError; unrelated." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Different failures: device-mapping CUDA assert vs video-input ValueError." + "reason": "Qwen3 auto device-map cuda assert vs video-input ValueError in Qwen3OmniMoe; different paths." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "No concrete overlap beyond being model/loading related." + "reason": "MoE FP8 config failure vs CLIPTokenizer model_max_length bug; unrelated." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key issues are different bugs." + "reason": "RTDetrV2 output regression vs Qwen3.5 save_pretrained visual-key regression; different code paths." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer-related, but one is special-token addition and the other is pre-tokenizer override behavior." + "reason": "Special-tokens behavior bug vs LlamaTokenizer pre-tokenizer override bug; both tokenizer-related but not the same issue." }, { "left": "issue:44479", "right": "issue:45381", - "accept": true, - "reason": "Same underlying video-input regression family; 45381 is a specific qwen2.5-vl symptom of the broader v5.3.0 video bug in 44479." + "accept": false, + "reason": "General video-input regression across several models vs qwen2.5-vl vision_position_ids bug; too broad to merge." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "Mac bus-error crash and TrainerState token counting are unrelated." + "reason": "MacOS bus error in CLIP community model vs TrainerState token counting; unrelated." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Both concern video inputs, but they point to different model families and the overlap is too broad to treat as the same bug." + "reason": "Qwen3OmniMoe video ValueError vs multi-model v5.3.0 video regression; same broad area but not the same concrete bug." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Different dependency/import problems with no shared code-path bug." + "reason": "Missing TensorFlow backend in extras install vs missing Qwen2_5_VL symbol import; different packaging/import issues." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-input issues, but the affected models and symptoms differ." + "reason": "Video-input ValueError vs StopIteration in Qwen3-vl-embedding; distinct failures." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Device-map/offload loading failure is unrelated to CLIPTokenizer max-length behavior." + "reason": "CPU+GPU offload dequantized-model load failure vs tokenizer max-length constant bug; unrelated." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer construction failures with different root causes." + "reason": "AddedToken keyword duplication vs tokenizer loading failure for EMBEDDIA/est-roberta; different tokenizer bugs." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error is unrelated to PEFT version bump." + "reason": "DeepSpeed ZeRO3 deque IndexError vs PEFT minimum-version bump; not the same problem." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed training weight-shape error is unrelated to tokenizer inconsistency." + "reason": "DeepSpeed training weight-dimension error vs slow/fast tokenizer inconsistency; unrelated." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Loading a model and forwarding revision in list_repo_files are unrelated." + "reason": "Model loading regression vs list_repo_files not forwarding revision in CI; no shared bug." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Missing-PyTorch import error is unrelated to a specific model-loading regression." + "reason": "Missing PyTorch import error vs model-loading regression for Llama 3.2 Vision; different root causes." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Blip2 dtype handling and SwitchTransformers/TimmWrapper bfloat16 mismatches are different bugs." + "reason": "Blip2 dtype persistence bug vs SwitchTransformers/TimmWrapperModel bfloat16 mismatch; related to dtype, but not the same code-path." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "MobileLLM key-loading failure and _is_hf_initialized argument handling are different issues." + "reason": "MobileLLM key error vs init_empty_weights unexpected argument; different model-loading failures." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "PyTorch import availability and LayoutLMv3 error messaging are unrelated." + "reason": "Missing PyTorch import error vs LayoutLMv3 box-validation message clarity; unrelated." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer count are unrelated." - }, - { - "left": "issue:42175", - "right": "issue:44488", - "accept": false, - "reason": "Backend packaging/import issue and a model-loading failure are unrelated." - }, - { - "left": "issue:42915", - "right": "issue:43749", - "accept": false, - "reason": "FineGrainedFP8 Qwen3Moe failure is unrelated to FSDP CPU RAM efficient loading." - }, - { - "left": "issue:38175", - "right": "issue:44898", - "accept": false, - "reason": "Unexpected zero probabilities and Perceiver image classification resize handling are different bugs." - }, - { - "left": "issue:43582", - "right": "issue:43782", - "accept": false, - "reason": "Apple Silicon warmup TypeError and Qwen3VL weight_only error are unrelated." + "reason": "Qwen3 MoE weights conversion issue vs Smollm3 RoPE-layer count bug; different model architecture problems." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the only accepted soft-edge pair (44479/45381) is a conservative match for the same broader Qwen video-input regression family. The other rejections are appropriately cautious and do not overstate evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -5949,36 +6025,39 @@ "component_index": 1, "component_count": 17, "review_unit_index": 19, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:24643", "issue:29127", "issue:34567", "issue:36331", - "issue:41762", + "issue:38175", + "issue:42175", + "issue:42915", "issue:43404", "issue:43452", "issue:43493", "issue:43526", "issue:43531", "issue:43540", + "issue:43582", "issue:43643", - "issue:43697", "issue:43720", "issue:43742", + "issue:43749", "issue:43756", + "issue:43782", "issue:43906", "issue:43994", "issue:44062", "issue:44291", "issue:44488", - "issue:44514", "issue:44589", "issue:44625", "issue:44737", @@ -5987,11 +6066,9 @@ "issue:44877", "issue:44898", "issue:44913", - "issue:44936", "issue:44964", "issue:45042", "issue:45081", - "issue:45216", "issue:45325", "issue:45357", "issue:45375", @@ -6003,15 +6080,18 @@ "issue:45823", "issue:45920", "issue:45987", - "issue:46121", - "issue:46202" + "issue:46121" ], "soft_pairs": [ - "issue:43540|issue:45823", + "issue:42175|issue:44488", + "issue:42915|issue:43749", + "issue:38175|issue:44898", + "issue:43582|issue:43782", "issue:44737|issue:45588", + "issue:43540|issue:45823", "issue:43906|issue:45381", - "issue:43493|issue:43994", "issue:43526|issue:45479", + "issue:43493|issue:43994", "issue:43404|issue:45987", "issue:44291|issue:44821", "issue:34567|issue:36331", @@ -6021,210 +6101,209 @@ "issue:44792|issue:44964", "issue:45042|issue:45081", "issue:43742|issue:44589", - "issue:45357|issue:45920", "issue:43452|issue:44488", + "issue:45357|issue:45920", "issue:43531|issue:44821", "issue:45405|issue:45600", "issue:43643|issue:45375", - "issue:44625|issue:44877", "issue:24643|issue:29127", - "issue:43720|issue:44898", - "issue:43697|issue:45216", - "issue:41762|issue:44936", - "issue:43906|issue:46202", - "issue:44514|issue:45381" + "issue:44625|issue:44877", + "issue:43720|issue:44898" ], - "prepared_review_unit_hash": "88cc3894af7ab6ae5ca338c2a4b7016cf18a7b0f87578a367d720ec0d562da72", + "prepared_review_unit_hash": "a143ef663b740bad559413586a39faa7123e6cc4b6979a10b04bc071927ed084", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35938, - "estimated_input_tokens": 8985, - "estimated_eval_tokens": 18226 + "serialized_chars": 35790, + "estimated_input_tokens": 8948, + "estimated_eval_tokens": 18152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated bug reports across trainer, config, tokenizer, multimodal, and model-loading paths. I do not see any soft pair that clearly refers to the same underlying bug or mergeable change.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45920 is the strongest representative issue here: a concrete, high-impact v5 regression in AutoTokenizer affecting multiple named models, with broad user impact and a clear failure mode.", + "summary": "Mostly a heterogeneous cluster of unrelated transformer bugs; one clear duplicate pair stands out for SigLIP2 implementation/output issues, plus one additional config-loading similarity that is not strong enough to call a duplicate.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43493 is the clearest root-cause report in the cluster: it directly describes the SigLIP2 implementation mismatch, and the paired report is a downstream symptom of the same defect.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the most actionable and central report in the set, with the broadest confirmed scope and the clearest path to a fix.", + "best_issue_reason": "issue:43493 is the strongest overall issue candidate because it most directly states the underlying bug and can serve as the canonical SigLIP2 report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43540", - "right": "issue:45823", + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Different problems: backend/package dependency setup vs a specific checkpoint loading failure." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Both are training/loading regressions, but they affect different code paths and features; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Same broad vision area, but different models and failure modes." + }, + { + "left": "issue:43582", + "right": "issue:43782", "accept": false, - "reason": "Both are model-forwarding failures, but they hit different models and different code paths (Qwen3OmniMoe video inputs vs Gemma4 device-mapping)." + "reason": "Unrelated errors: Apple Silicon allocator warmup vs Qwen3VL weight-only loading." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "Unrelated bugs: XLNet CPU tensor creation versus flash-attention sink handling." + "reason": "Different subsystems and failure modes; CPU arange bug vs flash-attention auxiliary-state crash." }, { - "left": "issue:43906", - "right": "issue:45381", + "left": "issue:43540", + "right": "issue:45823", "accept": false, - "reason": "Same broad Qwen2.5-VL area, but one is a reproduction of an older issue and the other is a specific video position-id regression." + "reason": "Different model families and symptoms; video-input validation vs device-map forward mismatch." }, { - "left": "issue:43493", - "right": "issue:43994", + "left": "issue:43906", + "right": "issue:45381", "accept": false, - "reason": "Both mention SigLIP2, but one is a JAX parity discrepancy and the other is an AutoModel/pipeline output problem; not clearly the same bug." + "reason": "Related Qwen video/position-id themes, but not enough evidence for the same concrete bug." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "Different failures in different components: BeitImageProcessorFast label reduction vs sequence-classification zero-loss behavior." + "reason": "Different bug classes: image-processor label reduction vs sequence-classification loss behavior." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 underlying implementation/output bug; the second report is a downstream symptom of the first." }, { "left": "issue:43404", "right": "issue:45987", "accept": false, - "reason": "Mistral3 weight tying and StaticCache sequence-length return type are unrelated issues." + "reason": "Different issues: tied weights in Mistral3 multimodal head vs `StaticCache.get_seq_length()` return type." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Different loading paths and symptoms: init_empty_weights/_is_hf_initialized versus AutoImageProcessor-from-URL." + "reason": "Different loaders and error causes; `init_empty_weights` handling is unrelated to loading an image processor from URL." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "Both are trainer-related, but one is token accounting and the other is a compute_loss signature break." + "reason": "Both involve trainer behavior, but one is token accounting and the other is a custom-loss API break." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both involve positional encoding/rope concepts, but they affect different models and different bugs." + "reason": "Both are RoPE-related, but they affect different models and code paths." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Tokenizer-related, but one is AddedToken argument duplication and the other is a Mistral regex patch crash." + "reason": "Distinct tokenizer bugs; one is AddedToken argument duplication, the other is a Mistral regex/backend_tokenizer crash." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both involve RoPE config handling, but one is config reload defaulting and the other is validation on a JSON-loaded list." + "reason": "Related to RoPE config handling, but one is persistence/reload behavior and the other is a validation utility type error." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different multimodal model-loading failures with no clear shared code-path." + "reason": "Different multimodal models and failures; no shared concrete code path." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Image-processor torchvision dependency regression is unrelated to the Mistral tokenizer regex crash." + "reason": "Unrelated subsystems: image processor backend dependency vs tokenizer regex patching." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Different loading errors: missing key for MobileLLM versus missing Float8 storage type." + "reason": "Both are model-loading failures, but the underlying causes differ and would not be merged as one fix." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "Qwen3.5 save_pretrained key layout is unrelated to AutoTokenizer producing wrong token IDs across models." + "reason": "Both concern loading/tokenizer behavior, but they are different models and different failure mechanisms." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "Both are about loading models, but one is gguf/from_pretrained handling and the other is a specific model failing to load." + "reason": "Different regressions: saved visual encoder keys vs wrong token IDs from AutoTokenizer." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + "reason": "Different domains: Qwen3-MoE sliding-window logic vs image processor URL loading." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "One is a dependency version bump problem; the other is stale auto_mappings references breaking CI." + "reason": "Package versioning issue vs CI break from removed auto-mapping references; not the same bug." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Different config issues: missing fields with trust_remote_code versus strict-dropping a Qwen vision config field." - }, - { - "left": "issue:44625", - "right": "issue:44877", - "accept": false, - "reason": "Both are config-related, but one is num_labels propagation and the other is strict config rejection for granite_speech." + "reason": "Similar config-field loss symptoms, but insufficient evidence to conclude the same preservation/deserialization bug." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "Training with DeepSpeed weight-shape error is unrelated to LayoutLMv3 box validation messaging." - }, - { - "left": "issue:43720", - "right": "issue:44898", - "accept": false, - "reason": "Different model families and code paths: BitNet packed-weight loading versus Perceiver positional interpolation." - }, - { - "left": "issue:43697", - "right": "issue:45216", - "accept": false, - "reason": "RTDetrV2 output regression and Qwen3.5 checkpoint-save regression are separate bugs." + "reason": "Different error surfaces and root causes: DeepSpeed weight shape vs LayoutLMv3 box-content validation." }, { - "left": "issue:41762", - "right": "issue:44936", - "accept": false, - "reason": "Gemma3 ZeRO-3 load failure and trainer.evaluate after train failure are different symptoms and likely different fixes." - }, - { - "left": "issue:43906", - "right": "issue:46202", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "The Gemma pipeline roundtrip on \u2581 is unrelated to the Qwen/VL reproduction issue." + "reason": "Different config-loading issues affecting different models and code paths." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "Same model family, but apply_chat_template batching/padding and video position-id computation are distinct code paths." + "reason": "Unrelated bugs: BitNet packed-weight loading vs Perceiver image classification resolution handling." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, and the SigLIP2 pair (issue:43493 / issue:43994) looks like a reasonable same-root-cause match. However, the acceptance of issue:43643 / issue:45375 is too strong for the evidence in the packet: the titles show similar config-field loss symptoms, but not enough to conclude the same preservation/deserialization bug. Please downgrade that pair to a conservative false/uncertain verdict, and soften the summary from \u201ctwo true duplicate/same-root-cause reports\u201d to something like \u201cone clear duplicate pair plus one additional config-loading similarity.\u201d" + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6233,13 +6312,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 20, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:28282", "issue:29159", @@ -6250,11 +6329,11 @@ "issue:35141", "issue:38175", "issue:41720", + "issue:41762", "issue:43295", "issue:43452", "issue:43531", "issue:43577", - "issue:43646", "issue:43653", "issue:43688", "issue:43697", @@ -6262,7 +6341,6 @@ "issue:43749", "issue:43819", "issue:43906", - "issue:43927", "issue:44361", "issue:44442", "issue:44464", @@ -6278,35 +6356,40 @@ "issue:44936", "issue:44991", "issue:45005", + "issue:45216", "issue:45290", "issue:45356", "issue:45372", - "issue:45440", + "issue:45381", "issue:45542", - "issue:45701", "issue:45704", "issue:45823", "issue:46050", "issue:46170", - "issue:46178" + "issue:46178", + "issue:46202" ], "soft_pairs": [ + "issue:43697|issue:45216", + "issue:43906|issue:46202", + "issue:41762|issue:44936", + "issue:44514|issue:45381", "issue:43688|issue:43749", "issue:44493|issue:46050", "issue:43452|issue:43577", "issue:44466|issue:45005", - "issue:30064|issue:33666", "issue:43452|issue:44843", + "issue:30064|issue:33666", + "issue:45372|issue:46170", "issue:44936|issue:45823", "issue:43819|issue:44811", - "issue:45372|issue:46170", - "issue:43295|issue:45356", "issue:28282|issue:32090", "issue:43653|issue:44361", + "issue:43295|issue:45356", "issue:44361|issue:44442", "issue:44514|issue:45290", - "issue:28282|issue:33357", "issue:44484|issue:44704", + "issue:28282|issue:33357", "issue:45542|issue:46178", "issue:44464|issue:44743", "issue:28282|issue:35141", @@ -6317,226 +6400,228 @@ "issue:44843|issue:44991", "issue:29159|issue:33357", "issue:43688|issue:45704", - "issue:43531|issue:43742", - "issue:43646|issue:43749", - "issue:43653|issue:43927", - "issue:43688|issue:45440", - "issue:43688|issue:45701" + "issue:43531|issue:43742" ], - "prepared_review_unit_hash": "8c35f9a7b4170f9711f025a80418eba38a7c282ef3e7a0c1ce9a89c2c84c9a11", + "prepared_review_unit_hash": "1c2ccbec3ce3580004a092d73a2df25ee91d977f684d89a3eb9294b4b8e8f0ce", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37141, - "estimated_input_tokens": 9286, - "estimated_eval_tokens": 18828 + "serialized_chars": 37242, + "estimated_input_tokens": 9311, + "estimated_eval_tokens": 18878 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly unrelated; the only strong soft duplicate is the tied-weights regression pair around v5 serialization on translation models. No PRs are present.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 45005 is the broader tracker for the tied-weights regression in v5 translation models, while 44466 is a narrower, device-dependent symptom of the same serialization problem.", + "summary": "One clear duplicate cluster emerges around tied-weights serialization in v5: issue 44466 is a narrower symptom of the broader regression in 45005. The rest of the pairs are related only by subsystem or general theme, not the same underlying bug.", + "confidence": 0.86, + "canonical_issue_reason": "45005 is the best canonical issue: it describes the broader tied-weights regression in v5, and subsumes the narrower lm_head serialization symptom reported in 44466.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44466 is the most concrete report in the duplicate pair, with a specific repro around inconsistent lm_head.weight serialization depending on model device.", + "best_issue_reason": "45005 is the most representative issue in this set because it captures the underlying regression rather than one specific manifestation.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: RTDetrV2 output mismatch vs Qwen3.5 checkpoint serialization." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Both touch Gemma-related behavior, but the titles do not show the same concrete bug." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 load failure and trainer lifecycle failure are unrelated code paths." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but one is chat template batching and the other is video position ids." + }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Auxiliary-loss normalization in OLMoE/GPT OSS is unrelated to FSDP CPU RAM-efficient loading." + "reason": "Auxiliary-loss normalization is unrelated to broken FSDP CPU RAM efficient loading." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id keys and post-save quantization breakage are different bugs." + "reason": "Unexpected position-id keys and sinq save/load corruption are different failures." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file loading failures and Blip2 dtype mismatches do not share the same code path." + "reason": "gguf_file loading breakage is unrelated to Blip2 dtype initialization." }, { "left": "issue:44466", "right": "issue:45005", "accept": true, - "reason": "Both describe the same tied-weights/v5 serialization regression; 44466 is a concrete lm_head.weight/device-specific manifestation of the broader 45005 issue." + "reason": "Same tied-weights regression in v5; 44466 is a specific lm_head serialization symptom of 45005." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "AutoTokenizer gguf_file handling and offline model_info behavior are separate tokenizer-loading bugs." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Void segmentation map processing and Qwen2-VL multi-GPU training are unrelated." + "reason": "Image processor segmentation-map handling is unrelated to Qwen2-VL multi-GPU training." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:45372", + "right": "issue:46170", "accept": false, - "reason": "Different AutoTokenizer failures: gguf_file handling vs unconditional model_info() offline breakage." + "reason": "Gemma 4 processor import failure is unrelated to Windows ROCm torch.distributed dependency issues." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "trainer.evaluate() after train() and Gemma4 PLE device mismatch are different runtime bugs." + "reason": "Trainer evaluate-after-train state bug and Gemma4 device mismatch are different problems." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent reconstruction mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." - }, - { - "left": "issue:45372", - "right": "issue:46170", - "accept": false, - "reason": "Gemma 4 processor import failure and Windows ROCm torch.distributed dependency errors are distinct issues." - }, - { - "left": "issue:43295", - "right": "issue:45356", - "accept": false, - "reason": "Custom processor/tokenizer regression and Kimi-K2.5 codec/mistral-regex regression are different tokenizer breakages." + "reason": "DAC latent decoding mismatch is unrelated to Whisper batch_decode skip_special_tokens." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Missing PyTorch import and Trainer GPU broadcast NoneType error are unrelated." + "reason": "Missing PyTorch import error and Trainer _gpu_broadcast_one NoneType error are unrelated." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBirdTokenizer special-token registration and MLukeTokenizer task AttributeError are different tokenizer bugs." + "reason": "BigBird special-token registration and MLukeTokenizer task errors are different tokenizer bugs." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer regression and Kimi-K2.5 codec regression are not the same issue." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "MLukeTokenizer task failures and AutoTokenizer loading FastSpeech2ConformerTokenizer are not the same defect." + "reason": "MLukeTokenizer AttributeError and FastSpeech2ConformerTokenizer loading failure are unrelated." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both hit apply_chat_template, but one is batched padding=False and the other is tool-call/no-content assistant messages; separate edge cases." + "reason": "Both crash in apply_chat_template, but the triggering conditions and failures differ." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "PyTorch import error is unrelated to MacOS CLIP bus error." + "reason": "max_shard_size question and cached_file kwargs forwarding are unrelated save/load concerns." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "save_pretrained shard size discussion and AutoProcessor cached_file kwargs forwarding are unrelated." + "reason": "AutoModel missing PyTorch and MacOS CLIP bus error are not the same bug." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Missing TensorFlow backend with tensorboard and missing tensorflow_text backend mapping are different optional-dependency issues." + "reason": "TensorBoard-without-TF backend error and tensorflow_text backend mapping error are distinct." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Chunked generation with compiled forward and Qwen3 recurrent-state reset are different generation-path bugs." + "reason": "Compiled-forward generation inconsistency and Qwen3 recurrent-state reset are different generation bugs." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "PyTorch import error and post_init reinitializing tied embeddings are unrelated." + "reason": "ImportError for PyTorch and output embedding reinitialization after resize are unrelated." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Siglip2 zero probabilities and processor.tokenizer regression are different model/processor issues." + "reason": "Siglip2 zero probabilities and processor.tokenizer regression are unrelated." }, { "left": "issue:41720", "right": "issue:43906", "accept": false, - "reason": "Qwen3 auto-device-map cuda assert and a reproduction of an older issue are not clearly the same bug from titles alone." + "reason": "Qwen3 auto device mapping crash and Gemma roundtrip reproduction are unrelated." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "BigBird mask token decode issue and mDeBERTa BOS/EOS insertion regression are distinct tokenizer problems." + "reason": "BigBird special-token registration and mdeberta BOS/EOS behavior are different tokenizer issues." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Blip2 dtype staying float32 and RTDetrV2 output drift in v5 are unrelated." + "reason": "Blip2 dtype loading and RTDetrV2 output divergence are unrelated." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline model_info() regression and est-roberta tokenizer loading failure are different root causes." + "reason": "Offline model_info call and tokenizer loading failure for est-roberta are not clearly the same bug." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Slow/fast tokenizer inconsistency and MacOS CLIP bus error do not match." + "reason": "Slow-vs-fast tokenizer inconsistency and MacOS CLIP bus error are different problems." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization in MoE models is unrelated to the T5 apex memory leak." + "reason": "Aux-loss normalization and T5 apex RMSNorm memory leak are unrelated." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are different model loading/runtime bugs." - }, - { - "left": "issue:43653", - "right": "issue:43927", - "accept": false, - "reason": "BigBirdTokenizer special-token registration and DiaConfig custom token IDs after save/load are unrelated." - }, - { - "left": "issue:43688", - "right": "issue:45440", - "accept": false, - "reason": "MoE auxiliary-loss normalization is unrelated to DeepseekV3MoE divergence from remote implementation." - }, - { - "left": "issue:43688", - "right": "issue:45701", - "accept": false, - "reason": "MoE aux-loss normalization and version-dependent tokenization are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are different model-loading/runtime bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet: there are no PR items, most pairings are conservatively rejected, and the only accepted pair (44466/45005) is plausibly the same tied-weights v5 serialization regression based on the titles. Summary is appropriately cautious." + "feedback": "The assessment is grounded in the packet and stays conservative. The 44466/45005 link is well supported by both titles, while the remaining pairs are rejected for reasonable subsystem-level similarity rather than clear bug identity. No overstatement beyond the evidence shown." }, "evaluator_used": true, "retried": false, @@ -6549,17 +6634,15 @@ "component_index": 1, "component_count": 17, "review_unit_index": 21, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ - "issue:28218", "issue:32090", - "issue:33357", "issue:33666", "issue:34567", "issue:36010", @@ -6569,7 +6652,6 @@ "issue:43278", "issue:43295", "issue:43452", - "issue:43493", "issue:43504", "issue:43525", "issue:43550", @@ -6577,11 +6659,13 @@ "issue:43577", "issue:43606", "issue:43643", + "issue:43646", + "issue:43653", "issue:43688", "issue:43720", "issue:43742", + "issue:43749", "issue:43756", - "issue:43825", "issue:43927", "issue:43994", "issue:44361", @@ -6597,9 +6681,10 @@ "issue:44849", "issue:44913", "issue:44977", - "issue:45357", + "issue:45440", "issue:45491", "issue:45588", + "issue:45701", "issue:45823", "issue:46002", "issue:46050", @@ -6607,255 +6692,262 @@ "issue:46209" ], "soft_pairs": [ + "issue:43646|issue:43749", + "issue:43653|issue:43927", + "issue:43688|issue:45440", + "issue:43688|issue:45701", "issue:43550|issue:43927", "issue:45491|issue:46002", "issue:44464|issue:44977", - "issue:44479|issue:44625", "issue:43550|issue:44361", + "issue:44479|issue:44625", "issue:41720|issue:44464", - "issue:44977|issue:46209", "issue:43643|issue:44561", - "issue:32090|issue:34567", + "issue:44977|issue:46209", "issue:43577|issue:45588", + "issue:32090|issue:34567", "issue:43577|issue:44554", - "issue:43504|issue:43550", "issue:43504|issue:43720", + "issue:43504|issue:43550", "issue:43504|issue:44610", "issue:32090|issue:33666", "issue:43742|issue:44821", - "issue:44466|issue:46050", "issue:33666|issue:36010", - "issue:43720|issue:43927", + "issue:44466|issue:46050", "issue:45823|issue:46050", - "issue:43262|issue:43295", + "issue:43720|issue:43927", "issue:43606|issue:43927", + "issue:43262|issue:43295", "issue:43452|issue:44451", "issue:44849|issue:46209", "issue:43994|issue:46192", - "issue:43525|issue:43572", "issue:43278|issue:43688", + "issue:43525|issue:43572", "issue:33666|issue:36331", "issue:43720|issue:44361", "issue:43756|issue:44913", - "issue:44625|issue:46002", - "issue:28218|issue:33357", - "issue:43493|issue:43825", - "issue:44849|issue:45357" + "issue:44625|issue:46002" ], - "prepared_review_unit_hash": "a75c6e66931d2861e0258cab29585d1291bd9291b3b7ff62b17ba803c432fba6", + "prepared_review_unit_hash": "3a2b826cf9a0852fc21ff0370aae51117673ac193b98f5a46b767bf197513e11", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37935, - "estimated_input_tokens": 9484, - "estimated_eval_tokens": 19224 + "soft_pair_count": 35, + "serialized_chars": 38160, + "estimated_input_tokens": 9540, + "estimated_eval_tokens": 19336 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a coherent duplicate cluster; it spans many unrelated bugs across tokenization, training, config loading, generation, vision/audio processing, and device/dtype behavior. All soft-edge pairs are reject.", - "confidence": 0.92, - "canonical_issue_reason": "No single canonical issue: the items are largely unrelated, so there is no true duplicate cluster to anchor on.", + "summary": "This cluster is highly heterogeneous: most items are distinct model-, tokenizer-, loading-, or training-path regressions rather than duplicates. No soft pair looks like the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.37, + "canonical_issue_reason": "issue:43646 is the broadest, most umbrella-like problem statement in the set ('Transformers 5.0.0 breaks custom model initialization') and best represents the cluster\u2019s general compatibility-regression theme.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative anchor, issue:43504 is the cleanest standalone bug report with a concrete repro, but it is only a weak representative because the cluster is not actually cohesive.", + "best_issue_reason": "Same as canonical: 43646 is the most general issue and could plausibly subsume nearby 5.0 / custom-model breakages, whereas the others are narrower, model-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Different failures: custom model initialization regression vs FSDP CPU RAM efficient loading breakage; separate code paths and symptoms." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Both involve tokens/config, but one is BigBird special-token registration and the other is DiaConfig save/load losing custom token IDs; not the same bug." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models is unrelated to DeepSeekV3 native-vs-remote implementation divergence." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization is not a tokenization/version-change issue; these describe different problems." + }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Different problems: SDPA/torch.compile failure for Bamba vs config save/load losing custom token IDs." + "reason": "torch.compile + SDPA failure in Bamba is unrelated to DiaConfig losing custom token IDs on save/load." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but one is a mixed-length sliding-window attention bug and the other is a classification-head init/checkpoint issue." + "reason": "Both mention NaNs, but one is Gemma3 sliding-window attention/all-padding windows and the other is classification-head init/checkout; different root causes." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Both are generation regressions, but they hit different code paths: compiled forward chunking vs flash-attention on Qwen3.5." - }, - { - "left": "issue:44479", - "right": "issue:44625", - "accept": false, - "reason": "Video-input regression for Qwen VL models vs num_labels propagation in Qwen3.5; not the same bug." + "reason": "Chunked generation with compiled forward and Qwen3.5 flash-attention generation issues affect different generation paths and model families." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Compile/SDPA model failure vs tokenizer AttributeError; unrelated failures." + "reason": "Bamba torch.compile/SDPA bug is unrelated to MLukeTokenizer task AttributeError." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Different runtime bugs: auto device mapping cuda assert vs chunked generation inconsistency under compiled forward." + "reason": "Video-input regression for Qwen VL models is unrelated to num_labels propagation in Qwen3.5 config." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Flash-attention generation bug vs FP8 inference failure on B200; different model/runtime issues." + "reason": "Qwen3 auto device-mapping cuda assert and chunked generation inconsistency are different runtime failures." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both involve trust_remote_code, but one is missing fields from AutoConfig and the other is a v5 API removal breaking remote-code models." + "reason": "Missing fields in AutoConfig with trust_remote_code and removal of is_torch_fx_available are both compatibility-related but distinct breaks." }, { - "left": "issue:32090", - "right": "issue:34567", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "Trainer broadcast TypeError vs TrainerState token counter not updating; unrelated trainer bugs." + "reason": "Flash-attention generation bug in Qwen3.5 is unrelated to FP8 inference failure on B200/SM100." }, { "left": "issue:43577", "right": "issue:45588", "accept": false, - "reason": "Dtype loading mismatch in Blip2 vs flash_attention crash on s_aux=None; different subsystems." + "reason": "BLIP2 dtype handling and flash_attention.py crashing on s_aux=None are separate issues in different subsystems." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to TrainerState.num_input_tokens_seen not updating." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype regression and MPS attention correctness are separate issues." + "reason": "BLIP2 dtype mismatch is unrelated to the MPS attention correctness issue when value head dim differs from query." }, { "left": "issue:43504", - "right": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "BEiT legacy-field load failure is unrelated to Bamba compile/SDPA behavior." + "reason": "Beit legacy-field loading failure and BitNet packed-weight unpacking failure are different model-loading bugs." }, { "left": "issue:43504", - "right": "issue:43720", + "right": "issue:43550", "accept": false, - "reason": "Loading a pretrained BEiT preset vs BitNet packed-weight handling during accelerate loading are different bugs." + "reason": "Different models and mechanisms: Beit preset loading vs Bamba torch.compile with SDPA." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "BEiT preset loading bug vs OmDet processor/model image-size mismatch; not duplicate." + "reason": "Beit legacy-field preload issue is unrelated to OmDet-Turbo processor producing the wrong image size." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer NoneType broadcast error vs Qwen2-VL multi-GPU training problem." + "reason": "Trainer `_gpu_broadcast_one` NoneType error is not the same as Qwen2-VL multi-GPU training support/regression." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "MobileLLM key error on model load vs AutoImageProcessor URL loading issue; different code paths." + "reason": "MobileLLM key error while loading a model is unrelated to AutoImageProcessor loading from URL." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import error are unrelated problems." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Both touch save/load behavior, but one is tied-weight serialization by device and the other is quantized model persistence after sinq." + "reason": "lm_head serialization varying by device and sinq quantized save/load breakage are different persistence bugs." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL vs GenerationMixin import regression; unrelated." + "reason": "Gemma4 PLE device mismatch during forward is unrelated to quantized model save/load corruption." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Packed-weight unpacking during loading vs config field loss on save/load; not the same bug." + "reason": "BitNet packed weights not unpacked on accelerate loading is unrelated to DiaConfig token-ID loss." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Device-map CPU offload mismatch vs quantized save_pretrained/from_pretrained breakage; different issues." + "reason": "CPU offload device mismatch in bark-small is unrelated to DiaConfig save/load token fields." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio chat-template sampling-rate default vs processor.tokenizer/images regression; unrelated." + "reason": "Audio processor chat-template sampling-rate default and processor.tokenizer/image-passing regression are different processor API bugs." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "gguf_file breaks AutoTokenizer/AutoModel loading, while the other is a specific ScandiBERT load failure." + "reason": "gguf_file loading failures for tokenizer/model are not the same as being unable to load a specific model (ScandiBERT)." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 hidden-states bug vs FP8 inference failure; different failure modes." + "reason": "Qwen3.5 output_hidden_states bug is unrelated to FP8 inference on B200." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 output correctness issue vs return_tensors being ignored when text_kwargs is passed." - }, - { - "left": "issue:43525", - "right": "issue:43572", - "accept": false, - "reason": "Both are missing pad-token-related fields, but they affect different config classes and attributes, so they are not clearly the same bug." + "reason": "Siglip2 nonsensical outputs with AutoModel/pipeline are unrelated to return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Embedding dtype drift between train/eval vs auxiliary-loss normalization bug; unrelated." + "reason": "Embedding dtype staying FP32 in eval and MoE auxiliary-loss normalization are different issues." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "BitNet packed-weight loading bug vs MLukeTokenizer task AttributeError; different subsystems." + "reason": "Both are missing config token-id fields, but they affect different model configs and likely different code paths; not the same bug." }, { "left": "issue:43756", "right": "issue:44913", "accept": false, - "reason": "RoPE layer-count regression vs rotary_pct not persisting on reload; related theme but distinct concrete bugs." - }, - { - "left": "issue:44625", - "right": "issue:46002", - "accept": false, - "reason": "num_labels propagation bug vs NaNs during checkout/init; not the same issue." - }, - { - "left": "issue:28218", - "right": "issue:33357", - "accept": false, - "reason": "Tokenizer added-space bug vs MacOS bus error on CLIP model load; unrelated." - }, - { - "left": "issue:43493", - "right": "issue:43825", - "accept": false, - "reason": "SigLIP2 HF/JAX discrepancy vs pipeline error-message regression about translation tasks; no concrete overlap." + "reason": "Smollm3 RoPE-layer dropout and GPTNeoX rotary_pct reload behavior are distinct config/model issues." } ] }, @@ -6871,14 +6963,15 @@ "component_index": 1, "component_count": 17, "review_unit_index": 22, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ + "issue:28218", "issue:33357", "issue:33666", "issue:39692", @@ -6898,37 +6991,39 @@ "issue:43701", "issue:43756", "issue:43824", + "issue:43825", "issue:43844", - "issue:43873", "issue:43927", - "issue:43994", "issue:44112", "issue:44291", "issue:44361", - "issue:44423", "issue:44464", "issue:44466", "issue:44488", "issue:44493", "issue:44568", "issue:44589", - "issue:44734", "issue:44792", "issue:44843", + "issue:44849", "issue:44964", "issue:44977", "issue:45083", "issue:45200", "issue:45229", + "issue:45357", "issue:45405", "issue:45520", "issue:45584", "issue:45759", "issue:45812", "issue:45823", - "issue:46050" + "issue:46285" ], "soft_pairs": [ + "issue:28218|issue:33357", + "issue:43493|issue:43825", + "issue:44849|issue:45357", "issue:44964|issue:45405", "issue:39692|issue:43493", "issue:44568|issue:45812", @@ -6936,17 +7031,18 @@ "issue:45200|issue:45229", "issue:43493|issue:43844", "issue:44488|issue:44843", - "issue:43334|issue:43572", "issue:43278|issue:43844", "issue:39692|issue:43295", + "issue:44493|issue:46285", + "issue:43334|issue:43572", "issue:43756|issue:45083", - "issue:43334|issue:45759", "issue:43646|issue:44466", + "issue:43334|issue:45759", "issue:43824|issue:44589", "issue:43257|issue:43299", + "issue:45229|issue:45823", "issue:43927|issue:44361", "issue:33357|issue:33666", - "issue:45229|issue:45823", "issue:43504|issue:43606", "issue:44589|issue:45520", "issue:43572|issue:44291", @@ -6955,219 +7051,222 @@ "issue:43504|issue:43653", "issue:43606|issue:44112", "issue:43575|issue:45405", - "issue:44792|issue:45405", - "issue:43994|issue:44493", - "issue:44423|issue:44734", - "issue:43873|issue:46050" + "issue:44792|issue:45405" ], - "prepared_review_unit_hash": "bbdacd48955e62220d23dd51b72b03afdab525dd495977b46637d4ac44c03c61", + "prepared_review_unit_hash": "ca3320ab576edda583595d1011333c8e60acd90c3d0fc92d78c7935594678485", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36879, - "estimated_input_tokens": 9220, - "estimated_eval_tokens": 18696 + "soft_pair_count": 31, + "serialized_chars": 37148, + "estimated_input_tokens": 9287, + "estimated_eval_tokens": 18830 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous; the soft pairs mostly share broad subsystems or model families but not the same concrete bug/change. I would not merge any of the candidate pairs.", - "confidence": 0.93, - "canonical_issue_reason": "No single issue is a convincing canonical for this mixed cluster; the items span unrelated regressions across model loading, tokenization, multimodal inference, offloading, and training.", + "summary": "This is not a true duplicate cluster: the soft edges mostly connect unrelated tokenizer, multimodal, config, generation, and CI issues. None of the candidate pairs appears to be the same concrete bug or change.", + "confidence": 0.82, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: there is no shared underlying defect tying the cluster together closely enough to nominate one issue as the representative duplicate target.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-space behavior and a macOS bus error in CLIP are unrelated failures." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation parity and a pipeline translation error message regression are different issues." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states output bug and incorrect save_pretrained visual-encoder keys affect different code paths." + }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Different problems: Phi-4 multimodal loading failure vs a PEFT version pin mismatch." + "reason": "A Phi-4 multimodal load failure and a PEFT version bump are unrelated." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Both are SigLIP2-related, but one is a broken doc example and the other is an implementation-vs-JAX discrepancy." + "reason": "One is a broken SigLIP2 docs example; the other is a model-vs-JAX implementation discrepancy." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Tokenizer regressions, but different models and failure modes: missing BOS/EOS for mdeberta-v3 vs wrong Granite token IDs." + "reason": "Wrong BOS/EOS token addition and float8 storage import failure are unrelated tokenizer/runtime problems." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Both touch Qwen3 multimodal paths, but one is a video-input ValueError and the other is a flash-attention generation issue." + "reason": "Qwen3OmniMoe video-input processing and Qwen3.5 flash-attention generation are distinct bugs." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Text-only mm_token_type_ids defaulting vs Gemma4 multi-GPU inference OOM are unrelated." + "reason": "Defaulting mm_token_type_ids to zeros and Gemma4 multi-GPU OOM are not the same failure." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 discrepancy vs DeepSpeed/gradient instability are different code paths and symptoms." + "reason": "SigLIP2 parity mismatch and DeepSpeed gradient growth are different problems." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "A specific model load failure is not the same as unconditional hub calls breaking offline mode." - }, - { - "left": "issue:43334", - "right": "issue:43572", - "accept": false, - "reason": "Different config-field bugs: missing pad_token_id in Qwen3-VL vs missing pad_token_idx in StableLmConfig." + "reason": "Loading sleng-bert and offline model_info behavior in AutoTokenizer are unrelated." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype regression in eval is unrelated to gradient growth under ZeRO-3." + "reason": "Embedding dtype drift between train/eval and gradient explosion under ZeRO-3 are different bugs." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Doc/example mistakes are not the same as the processor.tokenizer regression in custom model code." + "reason": "A SigLIP2 example issue and a processor.tokenizer regression are separate multimodal breakages." }, { - "left": "issue:43756", - "right": "issue:45083", + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "Smollm3 RoPE-layer truncation and qwen3_omni_moe feature-length helper behavior are different bugs." + "reason": "Unexpected position-id keys and CLIP text-model structure changes are not the same underlying issue." }, { "left": "issue:43334", - "right": "issue:45759", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL and missing pad_token_idx in StableLmConfig are different config bugs." + }, + { + "left": "issue:43756", + "right": "issue:45083", "accept": false, - "reason": "Both involve Qwen multimodal configs, but the concrete failures differ: pad_token_id access vs text_config unwrapping in from_config." + "reason": "RoPE-layer dropping in Smollm3 and a qwen3_omni_moe helper length bug are unrelated." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage is not the same as device-dependent lm_head serialization inconsistency." + "reason": "Custom model initialization regression and lm_head serialization inconsistency are different changes." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id and unwrapping text_config for composite configs are different multimodal loading issues." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Importing Qwen2.5-VL and missing Float8 storage type are unrelated failures." + "reason": "Qwen2.5-VL import failure and Float8 storage lookup failure are unrelated." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both are Qwen3 MoE loading issues, but one is accelerate/deepspeed weight conversion and the other is a dev-version load regression." + "reason": "Qwen3 MOE conversion under accelerate/deepspeed and generic Qwen3VL loading failure are distinct bugs." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "CUDA OOM and device mismatch with device_map=\"auto\" are not the same issue." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Config save/load token-ID loss and MLukeTokenizer AttributeError are different bugs." + "reason": "Custom token-ID loss in DiaConfig and MLukeTokenizer AttributeError are unrelated model/tokenizer bugs." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "Completely different models and workflows: MacOS bus error on CLIP vs Qwen2-VL multi-GPU training." - }, - { - "left": "issue:45229", - "right": "issue:45823", - "accept": false, - "reason": "Gemma4 OOM during inference and Gemma4 PLE device mismatch are distinct failure modes." + "reason": "A CLIP bus error on MacOS and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "BEiT legacy-field load failure is unrelated to a CPU offload device-mismatch bug." + "reason": "Legacy-field load failure in BEiT and CPU-offload device mismatch in bark-small are different code paths." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage lookup failure and flash_attn import_utils KeyError are separate import/runtime issues." + "reason": "Float8 storage resolution and flash_attn import_utils KeyError on Python 3.13 are unrelated." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Missing pad_token_idx in config is not the same as init_empty_weights receiving an unexpected argument." + "reason": "StableLmConfig pad-token field and init_empty_weights unexpected argument are separate config/init regressions." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Compiled chunked generation inconsistency and Whisper empty-transcription failure are unrelated." + "reason": "Chunked generation inconsistency with compiled forward and empty-transcription failure after align_special_tokens are different generation bugs." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "A dtype change during evaluation is unrelated to resume_from_checkpoint key mismatch." + "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "BEiT pretrained-load legacy field and BigBirdTokenizer special-token registration are different bugs." + "reason": "BEiT legacy-field loading and BigBirdTokenizer mask special-token registration are separate issues." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "A real CPU offload mismatch is not the same as a stale CI test in GraniteSpeech." + "reason": "CPU offload device mismatch in bark-small and a stale GraniteSpeech device-override test are not the same bug." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Tensor-parallel OOM on a model load is unrelated to a PEFT dependency version bump." + "reason": "Qwen2-57B-A14B-Instruct TP OOM and an unreleased PEFT minimum-version bump are unrelated." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus image-generation test failure and PEFT version pin are unrelated." - }, - { - "left": "issue:43994", - "right": "issue:44493", - "accept": false, - "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys do not point to the same underlying defect." - }, - { - "left": "issue:44423", - "right": "issue:44734", - "accept": false, - "reason": "Serve crashes in multimodal batching vs KV-cache continuation indexing are different serve-path bugs." - }, - { - "left": "issue:43873", - "right": "issue:46050", - "accept": false, - "reason": "Quantization/offloading behavior and sinq save/load breakage are distinct issues." + "reason": "A janus model test failure and the PEFT version bump do not describe the same underlying change." } ] }, @@ -7183,13 +7282,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 23, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:15354", "issue:28218", @@ -7200,35 +7299,34 @@ "issue:34567", "issue:37428", "issue:38175", - "issue:39692", "issue:42490", "issue:43232", "issue:43295", "issue:43450", "issue:43493", "issue:43540", - "issue:43572", "issue:43582", "issue:43696", "issue:43701", "issue:43844", "issue:43873", "issue:43957", + "issue:43994", "issue:44186", + "issue:44423", + "issue:44493", "issue:44521", "issue:44554", "issue:44610", + "issue:44734", "issue:44849", "issue:44964", "issue:44977", - "issue:44987", "issue:45072", "issue:45084", "issue:45198", "issue:45200", "issue:45290", - "issue:45325", - "issue:45356", "issue:45381", "issue:45406", "issue:45446", @@ -7241,6 +7339,9 @@ "issue:46209" ], "soft_pairs": [ + "issue:43994|issue:44493", + "issue:44423|issue:44734", + "issue:43873|issue:46050", "issue:29942|issue:30333", "issue:45588|issue:46050", "issue:42490|issue:43696", @@ -7252,8 +7353,8 @@ "issue:43582|issue:44977", "issue:44554|issue:45446", "issue:45084|issue:45520", - "issue:15354|issue:38175", "issue:43540|issue:45200", + "issue:15354|issue:38175", "issue:45200|issue:45823", "issue:45072|issue:45198", "issue:37428|issue:43957", @@ -7263,216 +7364,192 @@ "issue:45381|issue:46209", "issue:45823|issue:46192", "issue:43295|issue:43450", - "issue:43295|issue:44610", - "issue:43572|issue:44987", - "issue:43572|issue:43957", - "issue:39692|issue:46192", - "issue:44554|issue:45356", - "issue:43295|issue:43873", - "issue:45200|issue:45325" + "issue:43295|issue:44610" ], - "prepared_review_unit_hash": "8b864660260f63db19f08efa14090aefdf814aae3a8bb1d2e5b8a2bf323fff74", + "prepared_review_unit_hash": "fb44162f10c0a6a9c201a9a33c79aa6cfa69fcb901000335ae2a550377691899", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36449, - "estimated_input_tokens": 9113, - "estimated_eval_tokens": 18482 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34993, + "estimated_input_tokens": 8749, + "estimated_eval_tokens": 17754 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated regressions across tokenization, generation, multimodal processors, quantization, and platform-specific runtime issues. The soft-similarity pairs mostly share keywords or broad subsystems, but not the same concrete bug/change, so they should remain separate.", - "confidence": 0.93, - "canonical_issue_reason": "issue:44521 is the broadest and most active user-facing bug in the set, centered on apply_chat_template handling for multimodal inputs, which makes it the best tentative representative of the closest subgroup here.", + "summary": "No soft pair looks like the same underlying bug/change closely enough to merge. Most pairs share a subsystem or model family, but the reported failures and likely fixes differ.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44521 is a clear, active, and narrowly-scoped bug report with reproducible impact and inbound references, making it the best representative issue in this set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 has the clearest ongoing impact and the strongest thematic overlap with a few nearby tokenizer/chat-template reports, even though the cluster overall is not a true duplicate set.", + "best_issue_reason": "issue:44521 is the strongest canonical candidate: specific failure mode, multimodal scope, open status, and enough discussion/references to anchor triage.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Both mention SigLIP2/position-id style symptoms, but one reports nonsensical outputs in AutoModel/pipeline and the other reports unexpected key warnings. Different failure modes." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve/runtime crashes, but one is a multimodal continuous-batching AttributeError and the other is a KV-cache continuation indexing bug. Not the same code-path." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "One is about offloading not working with quantization generally; the other is a save/load breakage for sinq-quantized models. Related area, different bug." + }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention test failures and MLflow failure reporting are unrelated subsystems and symptoms." + "reason": "Flash Attention test failures and MLFlow job-status reporting are unrelated; only broad training/CI context overlaps." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "One is an s_aux=None crash in flash-attention integration; the other is quantized model save/load breakage." + "reason": "Flash-attention sink-less-model AttributeError and sinq quantization persistence are distinct issues with different triggers and fixes." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Local-path import warning vs CUDA OOM on GPT-oss are clearly different issues." + "reason": "A path-with-slash import warning is unrelated to a GPT-oss CUDA OOM error." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and rope-validation list handling are unrelated bugs." + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to rope-validation list handling." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient anomaly and Phi-4 multimodal load failure do not share the same code path." + "reason": "ZeRO-3 gradient growth during training and Phi-4 multimodal model loading failure are different problems." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." + "reason": "Tokenizer spacing behavior and TrainerState token-count tracking are separate features/bugs." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Slow/fast tokenizer inconsistency and NoneType broadcast in Trainer are different problems." + "reason": "Slow/fast tokenizer inconsistency is unrelated to _gpu_broadcast_one rejecting NoneType in Trainer." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template, but one is zero assistant masks for multimodal inputs while the other is a crash on tool-call messages with no content; distinct failure modes." + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs while the other crashes on tool-call messages without content. Different defects." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon warmup TypeError and Qwen3.5 flash-attention generation failure are not the same bug." + "reason": "Apple Silicon warmup TypeError and Qwen3.5 flash-attention generation failure are separate runtime issues." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and flex_attention version-check import logic are separate code paths." + "reason": "MPS attention correctness with mismatched value/query heads is unrelated to an AuxRequest import version-check bug." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation error and flash_attn import KeyError on Python 3.13 are unrelated." + "reason": "Template-node compilation and flash_attn import-key errors are not the same issue." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "TorchScript GeneratorExp export limitation and SigLIP2 zero probabilities are unrelated." + "reason": "Qwen3OmniMoe video processing ValueError and Gemma4 mm_token_type_ids defaulting are different multimodal bugs." }, { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "Video-input processing error in Qwen3OmniMoe and missing mm_token_type_ids default in Gemma 4 are different bugs." + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Text-only mm_token_type_ids defaulting and Gemma4 PLE device mismatch are separate issues." + "reason": "Both are Gemma4-related, but one is about missing mm_token_type_ids defaults and the other is a device_map forward mismatch. Different root causes." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatches and Wav2Vec2 save/tokenization failures do not indicate the same underlying defect." + "reason": "bfloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failure are unrelated." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Missing flash_supports_window_size import and meta-device model loading are different loader/runtime problems." + "reason": "Both concern model-loading/import behavior, but one is a missing flash_attention symbol and the other is meta-device loading breakage across some models. Not the same bug." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs update after sync_gpus and output_hidden_states handling in Qwen3.5 are distinct generation bugs." + "reason": "Generation-state update after sync_gpus and Qwen3.5 hidden-state output issues are different generation bugs." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2Tokenizer crashes on NER/padding and return_tensors being ignored are different tokenizer behaviors." + "reason": "LayoutLMv2 tokenizer crashes on NER/batching and return_tensors being ignored with text_kwargs are separate tokenizer behaviors." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy and checkpoint resume key mismatch are unrelated." + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch do not describe the same problem." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL video position-id bug and FP8 inference on B200 are unrelated." + "reason": "Qwen2.5-VL vision_position_ids bug and FP8 inference failure on B200 are different model/hardware issues." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device-map mismatch and return_tensors being ignored are different defects." + "reason": "Gemma4 device-mapping mismatch and return_tensors precedence/ignoring are unrelated." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor/tokenizer API regression and batched video processor shape bug are different code paths." + "reason": "Processor.tokenizer regression and batched video processor shape bug affect 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 change." - }, - { - "left": "issue:43572", - "right": "issue:44987", - "accept": false, - "reason": "StableLmConfig missing pad_token_idx and loading physical-intelligence/fast under transformers>=5.1.0 are different issues." - }, - { - "left": "issue:43572", - "right": "issue:43957", - "accept": false, - "reason": "Config field regression and meta-device loading failures are unrelated." - }, - { - "left": "issue:39692", - "right": "issue:46192", - "accept": false, - "reason": "SigLIP2 docs/example problems and return_tensors argument handling are not the same bug." - }, - { - "left": "issue:44554", - "right": "issue:45356", - "accept": false, - "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec handling are unrelated." - }, - { - "left": "issue:43295", - "right": "issue:43873", - "accept": false, - "reason": "Processor/tokenizer regression and quantization offloading behavior are different problems." - }, - { - "left": "issue:45200", - "right": "issue:45325", - "accept": false, - "reason": "mm_token_type_ids defaults and Qwen2.5-VL temporal position scaling are separate multimodal bugs." + "reason": "Custom processor/tokenizer regression and OmDet-Turbo input-size mismatch are not the same underlying bug." } ] }, @@ -7488,23 +7565,24 @@ "component_index": 1, "component_count": 17, "review_unit_index": 24, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:28218", "issue:35141", "issue:37428", "issue:38175", + "issue:39692", "issue:41720", "issue:42490", "issue:42915", - "issue:43262", "issue:43278", + "issue:43295", "issue:43334", "issue:43388", "issue:43450", @@ -7512,47 +7590,53 @@ "issue:43525", "issue:43526", "issue:43550", + "issue:43572", "issue:43575", "issue:43653", - "issue:43819", "issue:43824", - "issue:43827", "issue:43844", "issue:43856", - "issue:43901", + "issue:43873", + "issue:43950", + "issue:43957", "issue:43975", "issue:44112", - "issue:44206", "issue:44442", "issue:44466", - "issue:44514", - "issue:44521", + "issue:44554", "issue:44561", - "issue:44610", "issue:44792", - "issue:44857", "issue:44898", - "issue:45083", + "issue:44987", "issue:45127", "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", "issue:45412", "issue:45520", "issue:45563", - "issue:45584", - "issue:46170", "issue:46178", "issue:46192", "issue:46209", - "issue:46234" + "issue:46234", + "issue:46285" ], "soft_pairs": [ + "issue:43572|issue:44987", + "issue:43572|issue:43957", + "issue:39692|issue:46192", + "issue:44554|issue:45356", + "issue:43950|issue:46285", + "issue:45200|issue:45325", + "issue:43295|issue:43873", "issue:37428|issue:43824", "issue:45520|issue:46178", "issue:43550|issue:43844", "issue:44898|issue:45412", "issue:44466|issue:45127", - "issue:43334|issue:43525", "issue:43450|issue:43575", + "issue:43334|issue:43525", "issue:44792|issue:45563", "issue:41720|issue:46209", "issue:43824|issue:43975", @@ -7566,232 +7650,220 @@ "issue:38175|issue:43493", "issue:44442|issue:45198", "issue:43975|issue:45520", - "issue:44561|issue:46234", - "issue:44514|issue:44521", - "issue:38175|issue:45412", - "issue:43262|issue:43450", - "issue:45520|issue:46170", - "issue:44206|issue:45584", - "issue:43819|issue:44112", - "issue:44610|issue:44857", - "issue:43827|issue:43901", - "issue:43819|issue:45083" + "issue:44561|issue:46234" ], - "prepared_review_unit_hash": "00a63abb7d19e7c9d3e05db671546a31a91876cec4aaa2991118e33cc6e18f02", + "prepared_review_unit_hash": "b2f8efe99feb1876c356ddf44ee9487593584662746ed57ebea7feb0691a8d76", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36906, - "estimated_input_tokens": 9227, - "estimated_eval_tokens": 18710 + "soft_pair_count": 28, + "serialized_chars": 36471, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: the soft pairs share broad subsystem keywords but not the same concrete bug or code path, so I reject all duplicate edges. No pull requests are present.", - "confidence": 0.41, - "canonical_issue_reason": "issue:44521 is the strongest cluster anchor by activity and inbound references, but only as a loose representative; the cluster does not cohere around one bug.", + "summary": "Mostly a noisy mix of unrelated Transformers regressions, but there is one plausible duplicate pair around missing `pad_token_id` on new config classes.", + "confidence": 0.43, + "canonical_issue_reason": "issue:43950 is the strongest cluster anchor: it describes a broad, concrete v5 loading regression in `from_pretrained`/buffer handling that is central and reusable across models.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the most active open issue with the highest inbound references, making it the best single issue to surface despite weak overall cluster similarity.", + "best_issue_reason": "issue:43950 is the best single issue to represent this cluster because it is a core framework regression with clear impact, not a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Both mention loading regressions, but the model/config symptoms are too different and there is no concrete same code path." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "One is a missing `pad_token_idx` config attribute; the other is a meta-device loading failure. Different bugs and fixes." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "A SigLIP2 documentation/example bug and a `return_tensors` handling bug are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression are separate subsystems with different failure modes." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in loading is not the same issue as CLIP text model structural inconsistency." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 multimodal token type defaults and Qwen2.5-VL RoPE temporal scaling are unrelated model-specific bugs." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer API regression and quantization offloading behavior do not share the same code path." + }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Different import failures for different symbols and model paths; no shared code-path bug." + "reason": "These are different ImportErrors for different symbols and modules." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Both are import/backends problems, but one is flash_attn on Python 3.13 and the other is tensorflow_text backend validation; unrelated." + "reason": "A Python 3.13 flash-attn import issue and a missing backend mapping for tensorflow_text are unrelated." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile/SDPA failure and ZeRO-3 gradient growth are separate training issues." + "reason": "torch.compile/SDPA instability and ZeRO-3 gradient growth are different training failures." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Image-size interpolation failure and memory not released on deletion are different bugs." + "reason": "Perceiver interpolation failure and RT-DETR memory release are unrelated bugs." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both mention tied weights, but one is serialization inconsistency and the other is LoRA merge collapse; not the same fix." - }, - { - "left": "issue:43334", - "right": "issue:43525", - "accept": false, - "reason": "Both are pad_token_id attribute errors, but for different model configs and likely different code paths." + "reason": "Serialization of tied weights depends on device; LoRA merge collapse with extended vocab is a different failure mode." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Batched video processor shape bug and tensor-parallel OOM are unrelated." + "reason": "Batched video processor shape handling and tensor-parallel OOM are not the same underlying bug." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Both report the same regression: new config objects lack `pad_token_id`, causing `AttributeError` during model loading; one fix could plausibly cover both." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Janus image-generation test failure and stale generate warning are different symptoms." + "reason": "A Janus image-generation test failure and a paged-generate warning bug are unrelated." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Different hardware-specific inference failures on different models; not mergeable into one fix." + "reason": "CUDA assert on A800 with auto device mapping and FP8 inference failure on B200 are different hardware/path issues." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "ImportError for a missing class versus detokenization mismatch; unrelated bugs." + "reason": "Importing Qwen2.5-VL classes and DeepSeek tokenizer detokenization are unrelated." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "FP8 config failure in Qwen3Moe and a missing Qwen2.5-VL import are unrelated." + "reason": "Qwen3 MoE FP8 loading and Qwen2.5-VL import failure are different issues." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both involve labels, but one is metric gathering and the other is image-processor label reduction; different bugs." + "reason": "A trainer metric-gathering bug and a Beit image processor label reduction bug are separate paths." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Path-trailing-slash warning and SigLIP2 implementation discrepancy are unrelated." + "reason": "Trailing-slash local path warnings and SigLIP2 implementation discrepancies are not the same bug." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added tokens and embedding reinit on resize are distinct tokenizer/model issues." + "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are different tokenizer/model-state bugs." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Dtype drift in evaluate and MoE memory usage are different problems." + "reason": "Embedding dtype drift in evaluate and Qwen3 MoE memory usage are unrelated." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI test failure are unrelated." + "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI test issue are different." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "Label reduction bug and ignored return_tensors keyword are different API issues." + "reason": "Image label reduction and `return_tensors` handling are unrelated processor bugs." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Both involve SigLIP2, but one reports zero probabilities and the other a broader HF-vs-JAX discrepancy; insufficiently specific to treat as duplicates." + "reason": "Both are SigLIP2-related, but one is zero probabilities and the other is a broader HF-vs-JAX discrepancy; not enough to treat as the same concrete bug." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer/model problems: AutoTokenizer loading versus save_pretrained/tokenization failure." - }, - { - "left": "issue:43975", - "right": "issue:45520", - "accept": false, - "reason": "Detokenization regression and flash_attn import error are unrelated." + "reason": "Tokenizer load failure and Wav2Vec2 save/tokenization failure are distinct tokenizer issues." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Removal of one utility breaking trust_remote_code models is not the same as a missing import_utils availability flag." - }, - { - "left": "issue:44514", - "right": "issue:44521", - "accept": false, - "reason": "Both touch apply_chat_template, but one crashes on batched padding=False input while the other returns zero assistant masks; different defects." - }, - { - "left": "issue:38175", - "right": "issue:45412", - "accept": false, - "reason": "SigLIP2 zero-probability issue and RT-DETR memory retention are unrelated." - }, - { - "left": "issue:43262", - "right": "issue:43450", - "accept": false, - "reason": "Audio sampling-rate defaulting and batched video output shapes are different processor bugs." - }, - { - "left": "issue:45520", - "right": "issue:46170", - "accept": false, - "reason": "Both are import-related, but one is flash_attn on Python 3.13 and the other is Windows/ROCm torch.distributed dependency handling." - }, - { - "left": "issue:44206", - "right": "issue:45584", - "accept": false, - "reason": "Unsupported center argument in an extractor and empty-transcription Whisper failure are separate regressions." - }, - { - "left": "issue:43819", - "right": "issue:44112", - "accept": false, - "reason": "DAC latent conversion mismatch and a GraniteSpeech CI device override test are unrelated." - }, - { - "left": "issue:44610", - "right": "issue:44857", - "accept": false, - "reason": "Processor/model resolution mismatch and AMP float16 CUDA crash are different issues." + "reason": "Removing `is_torch_fx_available` and missing `is_falcon_mamba_ssm_available` are unrelated import-utils regressions." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:43975", + "right": "issue:45520", "accept": false, - "reason": "Both are docs-related pipeline removals/mentions, but they concern different APIs and different breakages." + "reason": "Tokenizer detokenization regression and flash-attn import key error are unrelated." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:44561", + "right": "issue:46234", "accept": false, - "reason": "DAC latent conversion behavior and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "These are different missing utility symbols with different affected code paths." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft-edge pair, issue:43334 vs issue:43525, is well-supported by both titles explicitly describing missing `pad_token_id` on new config classes. The other pairs are mostly different subsystems or symptoms, and the rejections do not overstate equivalence. The choice of issue:43950 as the anchor is also defensible from its broad v5 loading-regression title." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7800,44 +7872,43 @@ "component_index": 1, "component_count": 17, "review_unit_index": 25, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:29127", "issue:29942", "issue:32090", - "issue:34689", - "issue:35141", "issue:37428", "issue:38175", - "issue:39692", - "issue:42490", + "issue:43262", "issue:43278", "issue:43335", "issue:43425", + "issue:43450", "issue:43504", - "issue:43526", "issue:43550", "issue:43606", "issue:43611", "issue:43653", - "issue:43720", "issue:43819", "issue:43825", - "issue:43854", + "issue:43827", + "issue:43901", "issue:43931", "issue:44112", "issue:44206", "issue:44351", "issue:44448", "issue:44493", + "issue:44514", + "issue:44521", + "issue:44610", "issue:44743", - "issue:44779", "issue:44855", "issue:44857", "issue:45083", @@ -7845,19 +7916,29 @@ "issue:45200", "issue:45245", "issue:45290", - "issue:45310", "issue:45381", - "issue:45459", - "issue:45478", + "issue:45412", + "issue:45520", + "issue:45584", "issue:45588", "issue:45593", + "issue:45759", "issue:45823", "issue:45859", - "issue:45920", - "issue:46192", - "issue:46234" + "issue:46170", + "issue:46285" ], "soft_pairs": [ + "issue:44514|issue:44521", + "issue:38175|issue:45412", + "issue:45759|issue:46285", + "issue:43262|issue:43450", + "issue:45520|issue:46170", + "issue:44206|issue:45584", + "issue:43819|issue:44112", + "issue:44610|issue:44857", + "issue:43827|issue:43901", + "issue:43819|issue:45083", "issue:43335|issue:43550", "issue:44857|issue:45593", "issue:37428|issue:43425", @@ -7877,248 +7958,216 @@ "issue:43335|issue:43504", "issue:45588|issue:45859", "issue:29127|issue:32090", - "issue:43278|issue:43825", - "issue:43335|issue:45083", - "issue:45459|issue:46234", - "issue:39692|issue:43526", - "issue:39692|issue:44493", - "issue:45310|issue:45478", - "issue:43720|issue:44112", - "issue:43335|issue:44112", - "issue:44448|issue:44779", - "issue:43335|issue:45593", - "issue:42490|issue:43854", - "issue:43606|issue:44857", - "issue:34689|issue:35141", - "issue:38175|issue:44493", - "issue:45920|issue:46192" + "issue:43278|issue:43825" ], - "prepared_review_unit_hash": "35f91fc115b453268724a46b2b709c6cd45462c68bc0a6c9f10dc58f889d65ac", + "prepared_review_unit_hash": "df6f6d5b0269611612c62be2bd9f803bbba177338c03d84fb14a5dc1d1a5bf78", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 38127, - "estimated_input_tokens": 9532, - "estimated_eval_tokens": 19320 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36378, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports across different models, loaders, tokenizers, and CI failures. Only one soft pair looks like a true duplicate (the two Qwen3.5 MoE from_pretrained reports); the rest are distinct issues and should stay separate.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 45310 is the best canonical duplicate target because it is the earlier of the only clear duplicate pair and both reports describe the same Qwen3.5 MoE from_pretrained regression.", + "summary": "The cluster is mostly heterogeneous and the soft edges are largely false positives. The only likely duplicate family is the `apply_chat_template` multimodal handling pair; the rest look like separate bugs, regressions, or docs/import issues.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 44521 is the broader, more general report of the same `apply_chat_template` multimodal assistant-mask problem; 44514 is a narrower Qwen2.5-VL batched-input crash repro.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the strongest overall representative issue: it has the broadest impact, is already referenced by other items, and captures a substantial tokenizer regression affecting multiple models.", + "best_issue_reason": "Issue 44521 is the strongest representative of the only plausible duplicate family here: it is broader in scope, has more discussion/inbound activity, and describes the underlying multimodal `apply_chat_template` failure more generally.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44521", + "accept": true, + "reason": "Same code path (`apply_chat_template`) and same multimodal/batched-input handling area; the crash and all-zero assistant masks plausibly stem from one bug in template/mask construction." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different models, different subsystems, and different failure modes (`siglip2` zero probabilities vs RT-DETR memory release)." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both touch multimodal/model structure, but they are different concrete issues: `text_config` unwrapping vs `.text_model` structure inconsistency." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and batched video shape handling are unrelated bugs." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/dependency problems, but they are distinct platform-specific failures with different missing dependencies and error paths." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different audio bugs: an unsupported `center` argument in a feature extractor versus Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent reconstruction mismatch and a GraniteSpeech CI device-override test failure are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different vision-model problems: incorrect processor output size versus AMP/CUDA loss crash." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they reference different pipeline/text-classification behaviors and are not the same bug." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated audio latent/forward mismatch versus helper output-length behavior in qwen3_omni_moe." + }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Different bugs: SwitchTransformers sparse-layer config vs Bamba torch.compile/SDPA failure." + "reason": "SwitchTransformers config construction and Bamba torch.compile/SDPA failure are different code paths." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Different model/code paths: LwDetr AMP/CUDA crash vs D-FINE auxiliary-loss behavior." + "reason": "Different D-FINE/LwDetr training-time loss issues; one is AMP crash, the other is missing auxiliary losses." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "One is a missing import symbol; the other is a Torch 2.10 compatibility report." + "reason": "A missing internal flash-attention helper import is not the same as broad Torch 2.10 incompatibility." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "Bark CPU offload device mismatch is unrelated to qwen3_omni_moe helper length behavior." + "reason": "CPU offload device mismatch in Bark is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and Trainer NoneType broadcast errors are different failure modes." + "reason": "Flash Attention 2 test failures and a Trainer `_gpu_broadcast_one` NoneType error are separate bugs." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus v4/v5 output differences are unrelated to qwen3_5 recurrent-state reset bugs." + "reason": "Different model regressions: Pegasus output differences versus Qwen3 recurrent-state reset behavior." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template tool-call crashes and qwen2.5-vl video position-id bugs are separate issues." + "reason": "Tool-call assistant-message crashes and qwen2.5-vl vision position-id issues are different `apply_chat_template`/multimodal failures." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge collapse with tied embeddings is unrelated to the 2^24 categories runtime error." - }, - { - "left": "issue:45200", - "right": "issue:45588", - "accept": false, - "reason": "Gemma4 mm_token_type_ids handling and flash_attention s_aux=None are different code paths." + "reason": "LoRA vocabulary merge collapse and a category-count runtime limit are unrelated." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer creation is unrelated to BigBirdTokenizer mask-token registration." + "reason": "A sparse-layer config bug and a tokenizer special-token registration bug are not the same issue." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "base_model_prefix loading regression and Qwen3-VL weight-shape mismatch are distinct model-loading bugs." + "reason": "Base-model-prefix loading breakage and Qwen3-VL weight-shape mismatch are distinct model-loading failures." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to GraniteSpeech CI device-override staleness." + "reason": "torch.compile/SDPA failure in Bamba and a GraniteSpeech CI stale test are unrelated." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "LasrFeatureExtractor center-arg support and Gemma4 PLE device mismatch are different defects." + "reason": "Both involve model/audio workflows, but the concrete failures differ: unsupported feature-extractor arg versus Gemma4 PLE device mismatch." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Missing flash-attention helper import and missing HybridCache import are separate API regressions." + "reason": "Both are import errors, but they concern different missing symbols (`_flash_supports_window_size` vs `HybridCache`)." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "DebertaV2 import parsing on Python 3.13 is unrelated to qwen3_omni_moe output-length behavior." + "reason": "Python 3.13 JIT parsing/indentation error is unrelated to qwen3_omni_moe output-length behavior." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC STE mismatch and unexpected position-id keys are different model bugs." + "reason": "DAC latent mismatch and unexpected position-id keys are different symptoms in different code paths." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer config is unrelated to BEiT semantic-segmentation legacy-field loading." + "reason": "SwitchTransformers sparse-layer construction and Beit legacy-field loading are separate model config/loading bugs." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both involve offload/flash-attention-adjacent code, but the crash conditions and models differ." + "reason": "Both touch attention/offload code, but one crashes on `s_aux=None` in flash attention integration while the other is a rotary-embedding CPU-offload incompatibility." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity and Trainer _gpu_broadcast_one NoneType errors are unrelated." + "reason": "LayoutLMV3 error messaging and Trainer `_gpu_broadcast_one` NoneType errors are unrelated." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to the pipeline translation-task error message regression." - }, - { - "left": "issue:43335", - "right": "issue:45083", - "accept": false, - "reason": "SwitchTransformers sparse-layer creation and qwen3_omni_moe feature-length logic are unrelated." - }, - { - "left": "issue:45459", - "right": "issue:46234", - "accept": false, - "reason": "Tokenizer protobuf error masking and missing import_utils symbol are different import/diagnostic issues." - }, - { - "left": "issue:39692", - "right": "issue:43526", - "accept": false, - "reason": "SigLIP2 documentation-example failures are unrelated to BeitImageProcessorFast reduce_labels behavior." - }, - { - "left": "issue:39692", - "right": "issue:44493", - "accept": false, - "reason": "Doc-example issues and unexpected position-id keys are unrelated." - }, - { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Same Qwen3.5 MoE from_pretrained error reported with the same symptom and version gate; these are duplicate reports of the same regression." - }, - { - "left": "issue:43720", - "right": "issue:44112", - "accept": false, - "reason": "BitNet packed-weight loading and GraniteSpeech stale device override are unrelated." - }, - { - "left": "issue:43335", - "right": "issue:45593", - "accept": false, - "reason": "SwitchTransformers sparse-layer config is unrelated to D-FINE auxiliary-loss handling." - }, - { - "left": "issue:42490", - "right": "issue:43854", - "accept": false, - "reason": "Local-path import warning with trailing slash is unrelated to GLM-4.7-Flash model-loading failures." - }, - { - "left": "issue:43606", - "right": "issue:44857", - "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to LwDetr AMP/CUDA loss crashes." - }, - { - "left": "issue:34689", - "right": "issue:35141", - "accept": false, - "reason": "Llama 3.2 Vision load breakage and embedding reinitialization after resize are separate problems." - }, - { - "left": "issue:38175", - "right": "issue:44493", - "accept": false, - "reason": "SigLIP2 zero probabilities and unexpected position-id keys are different bugs." - }, - { - "left": "issue:45920", - "right": "issue:46192", - "accept": false, - "reason": "AutoTokenizer wrong token IDs and return_tensors being ignored are different tokenizer API issues." + "reason": "Embedding dtype drift during eval and a pipeline v5 error-message regression are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it characterizes the cluster as largely unrelated, and the one accepted duplicate pair (issue:45310 / issue:45478) is the clear same-title Qwen3.5 MoE from_pretrained regression with the earlier report chosen as canonical. The false soft-edge verdicts are conservative and the reasons stay within what the titles/supporting metadata justify." + "feedback": "The summary is grounded in the packet metadata and stays conservative on the soft edges. The one accepted pair (44514/44521) is a plausible duplicate family based on the shared `apply_chat_template` multimodal area, while the rest of the non-edges are reasonably rejected as distinct issues." }, "evaluator_used": true, "retried": false, @@ -8131,13 +8180,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 26, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:10000", "issue:15354", @@ -8145,303 +8194,313 @@ "issue:29942", "issue:32090", "issue:33357", + "issue:34689", "issue:35141", "issue:37428", + "issue:38175", + "issue:39692", "issue:40444", "issue:41720", "issue:42490", - "issue:43278", - "issue:43329", - "issue:43381", - "issue:43412", + "issue:43335", "issue:43526", "issue:43550", "issue:43575", + "issue:43606", "issue:43701", + "issue:43720", "issue:43723", "issue:43746", + "issue:43854", "issue:43873", "issue:43927", - "issue:43976", + "issue:44112", "issue:44360", "issue:44448", - "issue:44466", + "issue:44493", "issue:44554", "issue:44561", - "issue:44568", "issue:44779", "issue:44857", "issue:44977", "issue:44987", "issue:45072", "issue:45083", - "issue:45198", "issue:45229", - "issue:45372", - "issue:45406", - "issue:45440", - "issue:45491", - "issue:45563", - "issue:45588", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45593", "issue:45698", - "issue:45803", - "issue:45823", - "issue:46209" + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46234" ], "soft_pairs": [ + "issue:45459|issue:46234", + "issue:39692|issue:43526", + "issue:43335|issue:45083", + "issue:39692|issue:44493", + "issue:45310|issue:45478", + "issue:43720|issue:44112", + "issue:43335|issue:44112", + "issue:44448|issue:44779", + "issue:43335|issue:45593", + "issue:42490|issue:43854", + "issue:43606|issue:44857", + "issue:34689|issue:35141", + "issue:38175|issue:44493", + "issue:45920|issue:46192", "issue:44360|issue:44561", "issue:44977|issue:45229", "issue:44857|issue:45072", "issue:43746|issue:46209", - "issue:44448|issue:44977", "issue:40444|issue:43526", + "issue:44448|issue:44977", "issue:28218|issue:32090", "issue:43701|issue:45083", - "issue:29942|issue:35141", "issue:32090|issue:33357", + "issue:29942|issue:35141", "issue:43550|issue:45083", "issue:43723|issue:44554", "issue:43873|issue:45229", - "issue:42490|issue:43575", "issue:43927|issue:45698", + "issue:42490|issue:43575", "issue:10000|issue:15354", "issue:37428|issue:44987", - "issue:41720|issue:45229", - "issue:43278|issue:43329", - "issue:44561|issue:44779", - "issue:44977|issue:45563", - "issue:44857|issue:45588", - "issue:44568|issue:45491", - "issue:45372|issue:45588", - "issue:43412|issue:45588", - "issue:45198|issue:45803", - "issue:43278|issue:43381", - "issue:45588|issue:45823", - "issue:45372|issue:45406", - "issue:43976|issue:45440", - "issue:44448|issue:44466" + "issue:41720|issue:45229" ], - "prepared_review_unit_hash": "cd3e8082e585c1d79176544186dee667e21a8d4075e7d397e45209ae7f419461", + "prepared_review_unit_hash": "27350bea6e04f589b7e1defb0b7eff41bba1648b8e2fd1d210b7eddf46301f56", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37166, - "estimated_input_tokens": 9292, - "estimated_eval_tokens": 18840 + "soft_pair_count": 32, + "serialized_chars": 37250, + "estimated_input_tokens": 9313, + "estimated_eval_tokens": 18882 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly unrelated bugs spanning tokenization, model loading, attention kernels, training/eval behavior, quantization, and device/runtime issues. None of the pairs look like the same underlying bug or a plausible single PR target.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue: this cluster is heterogeneous, with the candidate pairs pointing to different code paths and different failure modes.", + "summary": "This cluster is mostly heterogeneous tokenizer/model/loading bugs plus a few CI/runtime issues. Only one soft edge looks like a true duplicate: the two Qwen3.5 MoE from_pretrained regressions. No PRs are present.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45310 is the best canonical for the only confirmed duplicate pair: it is earlier and more descriptive, while issue:45478 is a later, shorter report of the same transformers>=5.4.0 Qwen3.5 MoE from_pretrained failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest standalone triage candidate because it is open, has substantial discussion/inbound references, and describes a concrete, actionable problem. It is not a duplicate anchor for the other items.", + "best_issue_reason": "issue:45310 is the strongest anchor for deduping here because it cleanly represents the shared Qwen3.5 MoE loading regression; the remaining issues are unrelated and should not be grouped under it.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:45459", + "right": "issue:46234", "accept": false, - "reason": "Different problems: DSA indexer/ReLU discussion versus removal of a utility breaking trust_remote_code models." + "reason": "Different failures: tokenizer protobuf error handling vs a missing import_utils symbol." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "Both mention generation/inference regressions, but one is flash-attention behavior and the other is multi-GPU CUDA OOM for Gemma4; not the same bug." + "reason": "Unrelated model/doc example bug vs BEiT fast processor label reduction bug." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Different failure modes: AMP/CUDA crash in a loss module versus dtype mismatches in bfloat16 inference." + "reason": "Different model/config path and different helper-function behavior; no shared underlying bug." }, { - "left": "issue:43746", - "right": "issue:46209", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Local checkpoint PEFT adapter loading issue versus FP8 inference on B200; unrelated code paths." + "reason": "SigLIP2 doc/example issue is unrelated to position-id key warnings across models." }, { - "left": "issue:44448", - "right": "issue:44977", - "accept": false, - "reason": "Different regression surfaces: Pegasus output drift across versions versus Qwen3.5 flash-attention generation issue." + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same concrete bug: transformers>=5.4.0 breaks loading Qwen3.5 MoE from_pretrained; 45478 is a duplicate report of the same regression." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "IterableDataset multimodal finetuning failure versus BeitImageProcessorFast label reduction bug; unrelated." + "reason": "Both are CI-related but they fail for different reasons and in different code paths." }, { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:43335", + "right": "issue:44112", "accept": false, - "reason": "Tokenizer added-space behavior versus Trainer/_gpu_broadcast_one NoneType error; different subsystems and symptoms." + "reason": "Sparse-layer config bug and GraniteSpeech CI device-override failure are unrelated." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Checkpoint resume key mismatch is not the same as a feature-extraction length helper behaving unexpectedly." + "reason": "Both are v4/v5 regressions, but they affect different models/tokenizers and likely different code paths." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Flash Attention test failures versus embedding reinitialization on resize; distinct bugs." + "reason": "SwitchTransformers sparse-layer construction is unrelated to D-FINE auxiliary-loss behavior." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "Trainer broadcast TypeError versus MacOS bus error with a CLIP model; not mergeable as one fix." + "reason": "Local path trailing-slash warning and GLM-4.7-Flash loading failure are not the same bug." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "torch.compile/SDPA model failure versus qwen3_omni_moe feature-length helper logic; unrelated." + "reason": "CPU offload device mismatch and AMP/CUDA loss crash are distinct runtime issues." }, { - "left": "issue:43723", - "right": "issue:44554", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Tokenizer loading in v5 versus MPS attention correctness with mismatched head dimensions; different layers of the stack." + "reason": "Model-loading breakage for Llama 3.2 Vision is unrelated to embedding reinitialization after resize." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Quantization/offloading behavior versus multi-GPU OOM; the former is about placement logic, the latter about memory scale." + "reason": "SigLIP2 zero probabilities are not the same as unexpected position-id keys during loading." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "Import warning on trailing slash paths versus tensor-parallel load OOM; not the same bug." + "reason": "Tokenizer ID regression and return_tensors being ignored are different API bugs." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Custom token IDs lost after save/load is different from loading the wrong custom module after save_pretrained." + "reason": "DSA indexer architecture discussion is unrelated to trust_remote_code breakage from removed torch-fx helper." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "Unrelated reports: German DistilBertModel issue versus torch.jit.script GeneratorExp export failure." + "reason": "Flash-attention generation bug and multi-GPU CUDA OOM are different symptoms and code paths." }, { - "left": "issue:37428", - "right": "issue:44987", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Missing internal import for flash support versus v5.1.0 loading failure for a specific model; different breakages." + "reason": "float16 AMP loss crash is unrelated to bfloat16 dtype mismatches." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:43746", + "right": "issue:46209", "accept": false, - "reason": "cudaErrorAssert under auto device mapping is not the same as CUDA OOM during Gemma4 multi-GPU inference." + "reason": "PEFT local checkpoint loading and FP8 inference on B200 are unrelated issues." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "Embedding dtype drift in eval versus undefined variables in multimodal token counting video branch; unrelated code paths." + "reason": "Multimodal IterableDataset finetuning failure does not match BEiT label reduction." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Removal of is_torch_fx_available breaks trust_remote_code models, while the other is DeepSeek tokenizer output regression." + "reason": "Both involve model behavior regressions, but they are separate models and failures." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "Flash-attention generation bug versus stale warning in paged generate(); different scope and fix." + "reason": "Tokenizer spacing bug and Trainer GPU broadcast NoneType error are unrelated." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Image loss AMP/CUDA crash versus flash_attention.py AttributeError on sink-less models; unrelated." + "reason": "Checkpoint resume key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Tokenizer special-token addition bug versus Gemma3 NaN embeddings from sliding-window attention; distinct areas." + "reason": "Trainer broadcast TypeError and MacOS CLIP bus error are different runtime failures." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Gemma4 processor dependency import failure versus flash_attention.py s_aux handling bug; not the same underlying issue." + "reason": "Flash Attention test failures are unrelated to embedding reinitialization after resizing." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "ExecuTorch export guards/erfinv support versus flash_attention.py AttributeError; unrelated failures." + "reason": "Bamba torch.compile/SDPA failure is unrelated to qwen3_omni_moe helper behavior." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:43723", + "right": "issue:44554", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure versus bare except swallowing interrupts/errors in Fuyu; different bugs." + "reason": "Tokenizer loading failure and MPS attention correctness issue are not the same bug." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Eval dtype mismatch versus gradient checkpointing disallowed in eval mode; separate behavioral issues." + "reason": "Quantization offloading issue and Gemma4 multi-GPU OOM are different problems." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "flash_attention.py crashes on s_aux=None versus Gemma4 PLE device mismatch in forward; different code paths." + "reason": "Both concern save/load behavior, but one is custom token IDs in config and the other is wrong custom module loading." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "Gemma4 processor import failure versus transformers serve missing _tokenizer attribute; not the same defect." + "reason": "Trailing-slash path warning and tensor-parallel OOM are unrelated." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Python version compatibility issue versus DeepseekV3MoE divergence from remote implementation; unrelated." + "reason": "German DistilBert and TorchScript GeneratorExp export errors are unrelated." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Missing flash_attention_utils import and a model-loading regression for physical-intelligence/fast are not clearly the same code-path bug." + }, + { + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Pegasus output differences across versions versus inconsistent lm_head.weight serialization tied to device; different model-state bugs." + "reason": "Qwen3 auto device-mapping assert and Gemma4 multi-GPU OOM are different hardware/runtime failures." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative overall. The only accepted soft edge, issue:45310 vs issue:45478, is well supported by the identical title and close timing. The other soft edges are plausibly distinct bugs and are rejected cautiously. No PR pairs are present." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -8450,18 +8509,16 @@ "component_index": 1, "component_count": 17, "review_unit_index": 27, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:25251", "issue:29127", - "issue:29942", - "issue:30064", "issue:32090", "issue:33290", "issue:33357", @@ -8471,45 +8528,61 @@ "issue:42915", "issue:42994", "issue:43065", - "issue:43066", "issue:43278", + "issue:43329", "issue:43381", - "issue:43421", - "issue:43575", + "issue:43412", "issue:43611", "issue:43653", - "issue:43701", - "issue:43756", - "issue:43824", "issue:43873", + "issue:43976", "issue:43994", "issue:44186", "issue:44206", - "issue:44265", - "issue:44279", "issue:44361", - "issue:44442", - "issue:44462", + "issue:44448", + "issue:44466", "issue:44479", - "issue:44610", + "issue:44561", + "issue:44568", "issue:44743", + "issue:44779", + "issue:44857", "issue:44871", "issue:44977", "issue:45198", "issue:45245", "issue:45372", + "issue:45406", "issue:45412", "issue:45440", "issue:45459", "issue:45491", "issue:45563", - "issue:45593", + "issue:45588", "issue:45712", - "issue:46121" + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46285" ], "soft_pairs": [ - "issue:43653|issue:44743", + "issue:43278|issue:43329", + "issue:44561|issue:44779", + "issue:44977|issue:45563", + "issue:44857|issue:45588", + "issue:44568|issue:45491", + "issue:45372|issue:45588", + "issue:43412|issue:45588", + "issue:45198|issue:45803", + "issue:43611|issue:46285", + "issue:43278|issue:43381", + "issue:45588|issue:45823", + "issue:45372|issue:45406", + "issue:43976|issue:45440", + "issue:44448|issue:44466", "issue:25251|issue:32090", + "issue:43653|issue:44743", "issue:45245|issue:45563", "issue:44206|issue:44479", "issue:43065|issue:43994", @@ -8522,231 +8595,224 @@ "issue:43611|issue:46121", "issue:33357|issue:39692", "issue:42490|issue:43873", - "issue:45372|issue:45459", "issue:29127|issue:34567", - "issue:29942|issue:30064", - "issue:42915|issue:42994", - "issue:43994|issue:45412", - "issue:44265|issue:45198", - "issue:43278|issue:43575", - "issue:43066|issue:44462", - "issue:43756|issue:45440", - "issue:43421|issue:45491", - "issue:43381|issue:43701", - "issue:43653|issue:44442", - "issue:44610|issue:45412", - "issue:29127|issue:33357", - "issue:43824|issue:44279", - "issue:45440|issue:45593" + "issue:45372|issue:45459", + "issue:42915|issue:42994" ], - "prepared_review_unit_hash": "83d07362ada2fe378ca448a4533acb7233459f2ca8b697d471f7de2f30141ef9", + "prepared_review_unit_hash": "c0e1a82a0fee1d559bbd43b7537b6f804c788872bf3c62b9e47afdc1f44d9e14", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36611, - "estimated_input_tokens": 9153, - "estimated_eval_tokens": 18562 + "soft_pair_count": 31, + "serialized_chars": 37341, + "estimated_input_tokens": 9336, + "estimated_eval_tokens": 18928 }, "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, loading, vision, training, quantization, and memory issues. None of the candidate pairs look like true duplicates or the same fix.", - "confidence": 0.92, - "canonical_issue_reason": "No single true canonical issue emerges from this set; if one representative must be chosen, issue 44462 is the broadest tokenizer/loading regression among the otherwise unrelated reports.", + "summary": "The cluster is highly heterogeneous: the soft-similarity pairs mostly connect unrelated regressions across tokenizers, quantization, loading, export, and generation. I do not see any pair that clearly represents the same underlying bug/change strongly enough to merge.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 44462 is the most generally framed, actionable regression in the set (AutoTokenizer ignoring tokenizer.json), so it is the best representative issue despite the cluster not forming a real duplicate group.", + "best_issue_reason": "issue:45372 is the strongest standalone issue here: it is detailed, current, and actionable. It is not a duplicate hub for the cluster, but it is the clearest representative issue among the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Different bugs: dtype drift between train/eval vs undefined video-token helper variables." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Different code paths: removed helper import breaks trust_remote_code models vs DeepSeek tokenizer behavior regression." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Both touch generation, but one is a flash-attention generation failure and the other is only a stale warning in paged generate()." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: AMP/CUDA loss crash vs flash_attention.py AttributeError on sink-less models." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token insertion bug vs Gemma3 mixed-length NaN embeddings; not the same defect." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Processor-loading import failure vs flash-attention crash; separate code paths and fixes." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guard/erfinv issue is unrelated to the flash-attention AttributeError." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure vs Fuyu tensor conversion swallowing errors; different underlying bugs." + }, + { + "left": "issue:43611", + "right": "issue:46285", + "accept": false, + "reason": "Both involve model loading/structure, but the concrete problems differ: base_model_prefix loading vs CLIPTextModel structure mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval-mode checkpointing restriction is unrelated to embedding dtype changing between train and eval." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention sinkless crash and Gemma4 device-map mismatch are distinct forward-path bugs." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma processor import error and Gemma4Processor _tokenizer crash are separate failures in different layers." + }, + { + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Tokenizer special-token decode bug vs Qwen3.5 recurrent-state/cache bug; different code paths and symptoms." + "reason": "Python-version compatibility regression vs DeepSeekV3MoE divergence; not the same issue." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different symptoms: output drift between v4/v5 vs serialization inconsistency of tied weights." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k output nesting issue vs Trainer _gpu_broadcast_one NoneType error; unrelated components." + "reason": "Pipeline top_k nesting bug is unrelated to Trainer broadcast failing on NoneType." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration vs recurrent-state reset in modular qwen3_5; unrelated." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count limit runtime error vs stale generate() warning; not the same failure mode." + "reason": "Category-count runtime limit is unrelated to the stale paged-generate warning." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Feature extractor center-arg crash vs Qwen video input regression; different models and root causes." + "reason": "Unsupported center arg in image extractor vs Qwen VL video-input regression; different components." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Dummy Sam3PixelDecoder Conv2d placeholder issue vs SigLIP2 incorrect outputs; no shared bug." + "reason": "Dummy Conv2d placeholder bug is not the same as SigLIP2 AutoModel/pipeline nonsensical outputs." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Protobuf-import exception masking tokenizer errors vs leftover dummy classes in repo checks; unrelated." + "reason": "Exception masking in tokenizer decode is unrelated to leftover dummy classes leaking into dir(transformers)." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash vs Wav2Vec2 save/tokenization failure; different tokenizer paths." + "reason": "LayoutLMv2 NER/padding crash and Wav2Vec2 save/tokenization failure are different tokenizer bugs." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy layer in Sam3PixelDecoder vs RT-DETR memory not released; different subsystems and fixes." + "reason": "Dummy class cleanup and RT-DETR memory release are unrelated." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma eos_token_id mismatch vs Qwen3.5 flash-attention generation failure; not the same bug." + "reason": "EOS-token configuration mismatch is unrelated to Qwen3.5 flash-attention generation failure." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast of NoneType vs DeepSpeed Adafactor OOM; distinct training issues." + "reason": "Trainer broadcast NoneType error and Adafactor+DeepSpeed OOM are different failure modes." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer AttributeError vs Wav2Vec2 save_pretrained/tokenization failure; unrelated tokenizer bugs." + "reason": "MLukeTokenizer AttributeError is not the same bug as Wav2Vec2 save/tokenization failure." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "base_model_prefix loading breakage vs rope-validation TypeError on JSON lists; different loading/validation code paths." + "reason": "Base-model-prefix loading regression and rope-validation TypeError are separate config/loading issues." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS bus error with a community CLIP model vs SigLIP2 doc example mismatch/quantization failure; not duplicates." + "reason": "MacOS bus error on CLIP model and SigLIP2 documentation errors are different problems." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Trailing-slash import warning vs quantization offloading malfunction; different symptoms and likely causes." - }, - { - "left": "issue:45372", - "right": "issue:45459", - "accept": false, - "reason": "Gemma 4 processor ImportError due to ReasoningEffort vs protobuf-related tokenizer error masking; both import-related but not the same bug." + "reason": "Trailing-slash local-model import warning is unrelated to quantization offloading behavior." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 box-information clarity vs TrainerState token counter not updating; unrelated functionality." + "reason": "LayoutLMv3 error clarity and TrainerState token counter not updating are unrelated." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "Flash Attention 2 test failures vs void segmentation map processing; different models and failure modes." + "reason": "Gemma processor import failure and protobuf-related tokenizer error masking are unrelated." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure vs quantized model saving failure; both quantization-related but not the same issue." - }, - { - "left": "issue:43994", - "right": "issue:45412", - "accept": false, - "reason": "SigLIP2 wrong outputs vs RT-DETR GC/memory leak; unrelated bugs." - }, - { - "left": "issue:44265", - "right": "issue:45198", - "accept": false, - "reason": "torch.export with torch_compilable_check vs Wav2Vec2 save/tokenization failure; no common code path." - }, - { - "left": "issue:43278", - "right": "issue:43575", - "accept": false, - "reason": "BF16-to-FP32 eval dtype change vs tensor-parallel OOM on Qwen2-57B; different problems." - }, - { - "left": "issue:43066", - "right": "issue:44462", - "accept": false, - "reason": "Tokenizer decoder-type regression vs AutoTokenizer ignoring tokenizer.json; both tokenizer-related but distinct behaviors and fixes." - }, - { - "left": "issue:43756", - "right": "issue:45440", - "accept": false, - "reason": "Smollm3 RoPE-layer mismatch vs DeepseekV3MoE divergence; different model implementations." - }, - { - "left": "issue:43421", - "right": "issue:45491", - "accept": false, - "reason": "Runtime special-token/post-processor update issue vs Gemma3 NaN embeddings from sliding-window attention; unrelated bugs." - }, - { - "left": "issue:43381", - "right": "issue:43701", - "accept": false, - "reason": "Gradient checkpointing invalid in eval mode vs resume_from_checkpoint key mismatch; not the same defect." - }, - { - "left": "issue:43653", - "right": "issue:44442", - "accept": false, - "reason": "BigBirdTokenizer special-token registration bug vs AutoTokenizer loading failure for FastSpeech2ConformerTokenizer; different tokenizer issues." - }, - { - "left": "issue:44610", - "right": "issue:45412", - "accept": false, - "reason": "Processor/model input-size mismatch vs RT-DETR memory leak; unrelated." - }, - { - "left": "issue:29127", - "right": "issue:33357", - "accept": false, - "reason": "LayoutLMv3 error-message clarity issue vs CLIP bus error on MacOS; unrelated." - }, - { - "left": "issue:43824", - "right": "issue:44279", - "accept": false, - "reason": "Missing Qwen2_5_VL import vs generic dependency issue; not the same bug." - }, - { - "left": "issue:45440", - "right": "issue:45593", - "accept": false, - "reason": "DeepSeek model-implementation divergence vs stale paged-generate warning; unrelated." + "reason": "Both involve quantization, but one is FP8 config failure for Qwen3Moe and the other is quantized model saving." } ] }, @@ -8762,65 +8828,79 @@ "component_index": 1, "component_count": 17, "review_unit_index": 28, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:29127", "issue:29942", - "issue:33290", - "issue:34567", - "issue:34689", + "issue:30064", + "issue:33357", "issue:35141", "issue:36010", - "issue:42175", "issue:42490", "issue:42915", + "issue:43066", "issue:43262", + "issue:43278", "issue:43334", "issue:43381", - "issue:43452", + "issue:43421", "issue:43526", "issue:43531", "issue:43575", - "issue:43646", + "issue:43653", "issue:43701", + "issue:43756", "issue:43761", - "issue:43873", + "issue:43824", "issue:43931", - "issue:44062", - "issue:44077", - "issue:44079", + "issue:43994", "issue:44186", "issue:44206", + "issue:44265", + "issue:44279", "issue:44387", "issue:44442", + "issue:44462", "issue:44464", + "issue:44610", "issue:44625", - "issue:44743", - "issue:44811", "issue:44857", - "issue:44898", "issue:44977", "issue:45072", "issue:45103", + "issue:45198", "issue:45245", "issue:45372", + "issue:45412", + "issue:45440", "issue:45491", "issue:45584", - "issue:45588", + "issue:45593", "issue:45834", - "issue:45859", - "issue:45907", - "issue:46234" + "issue:45859" ], "soft_pairs": [ - "issue:29942|issue:36010", + "issue:29942|issue:30064", + "issue:43994|issue:45412", + "issue:43278|issue:43575", + "issue:44265|issue:45198", + "issue:43066|issue:44462", + "issue:43756|issue:45440", + "issue:43421|issue:45491", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:44610|issue:45412", + "issue:29127|issue:33357", + "issue:43824|issue:44279", + "issue:45440|issue:45593", "issue:43526|issue:45834", + "issue:29942|issue:36010", "issue:43761|issue:45859", "issue:43526|issue:44186", "issue:44625|issue:45584", @@ -8829,221 +8909,222 @@ "issue:44442|issue:45072", "issue:43575|issue:43701", "issue:43334|issue:43531", - "issue:42490|issue:43381", - "issue:43526|issue:44857", "issue:42915|issue:43931", + "issue:43526|issue:44857", "issue:44977|issue:45245", + "issue:42490|issue:43381", "issue:43575|issue:44387", "issue:44464|issue:45491", - "issue:43262|issue:44206", - "issue:44743|issue:44811", - "issue:43646|issue:44077", - "issue:43452|issue:45588", - "issue:42175|issue:46234", - "issue:44062|issue:45907", - "issue:33290|issue:34689", - "issue:44442|issue:44898", - "issue:33290|issue:35141", - "issue:33290|issue:34567", - "issue:43761|issue:44079", - "issue:43381|issue:43873" + "issue:43262|issue:44206" ], - "prepared_review_unit_hash": "0b4b8891cbbe6127e51233fb070ded450cea20201894b5f94f7a87884ab46a51", + "prepared_review_unit_hash": "1aad32bd054847474747aa165d2ca40c7f584b1eb16c61508162ce2a236b1e81", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35513, - "estimated_input_tokens": 8879, - "estimated_eval_tokens": 18014 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36691, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; the issues span many unrelated bugs across model loading, tokenization, quantization, training, and audio/vision utilities. No pull requests are present. The best representative issue, if forced, is the highly discussed open issue 43873, but it is only a loose hub, not a true duplicate anchor.", - "confidence": 0.84, - "canonical_issue_reason": null, + "summary": "The soft edges are overwhelmingly false positives: the paired issues usually share only a broad subsystem (tokenizers, vision, Qwen, OOMs) but describe different bugs, models, or code paths. No PRs are present, and there is no single coherent canonical issue for this heterogeneous set.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the items are unrelated regressions and product bugs rather than one duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 has the most discussion and inbound references, so it is the closest cluster hub, but the surrounding issues are too heterogeneous for it to serve as a true duplicate canonical.", + "best_issue_reason": "No clear best issue: the set is too diverse for one issue to serve as a meaningful representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:29942", - "right": "issue:36010", + "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and a GenerationMixin import error are unrelated failure modes in different code paths." + "reason": "Unrelated failures: Flash Attention 2 tests vs image processor handling of void segmentation maps." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Both touch OCR/image processing, but one is a label-reduction bug and the other is a long-input index error in Kosmos2.5; not the same bug." + "reason": "Different problems: bad SigLIP2 outputs through AutoModel/pipeline vs RT-DETR memory not being released." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "CLIP vision hidden_states regression and Qwen3.5Moe CPU offload incompatibility are unrelated." + "reason": "Different code paths and symptoms: BF16/FP32 dtype change in eval vs tensor-parallel load OOM." }, { - "left": "issue:43526", - "right": "issue:44186", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Both involve processors/tokenizers, but the concrete failures differ: BEiT label reduction vs LayoutLMv2 NER padding/truncation crash." + "reason": "torch.export / torch_compilable_check failure is unrelated to Wav2Vec2 save_pretrained/tokenization failure." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are different model/component bugs." + "reason": "Both involve tokenizers, but one is a decoder-type regression in v5 and the other is AutoTokenizer ignoring tokenizer.json." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "LayoutLMv3 error-message clarity and token-embedding reinitialization in post_init are unrelated." + "reason": "Different model-specific implementation mismatches: Smollm3 RoPE layer count vs DeepseekV3MoE parity with remote implementation." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Docstring annotation handling and a mistral_common import error are not the same underlying issue." + "reason": "Runtime special-token post-processor sync is unrelated to Gemma3 NaNs from sliding-window/all-padding batching." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Tokenizer loading and dtype mismatch inference failures are unrelated." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate training issues." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Tensor-parallel OOM on model load and resume checkpoint key mismatch are different code-path problems." + "reason": "Different tokenizer bugs: BigBird special-token registration vs FastSpeech2ConformerTokenizer loading." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:44610", + "right": "issue:45412", "accept": false, - "reason": "Both are Qwen3-family issues, but one is a pad_token_id load failure and the other is a sliding_window bug; not the same fix." + "reason": "Processor image-size mismatch is unrelated to RT-DETR memory reclamation." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue is unrelated to the MacOS CLIP bus error." + }, + { + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "A local-path import warning and gradient-checkpointing eval-mode behavior are unrelated." + "reason": "Specific missing Qwen2.5-VL import is not the same as a generic dependency issue." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 implementation divergence and D-FINE auxiliary-loss behavior are different model bugs." }, { "left": "issue:43526", - "right": "issue:44857", + "right": "issue:45834", "accept": false, - "reason": "BEiT label reduction and LwDetrImageLoss AMP crashes are distinct image-model bugs." + "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 long-OCR index error are unrelated." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:29942", + "right": "issue:36010", "accept": false, - "reason": "FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different loading/quantization issues." + "reason": "Flash Attention 2 test failures are unrelated to the GenerationMixin import error." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Flash-attention generation regression and category-count RuntimeError do not share a code path." + "reason": "CLIPVision hidden_states regression is unrelated to Qwen3_5Moe CPU-offload incompatibility." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:43526", + "right": "issue:44186", "accept": false, - "reason": "Two OOM reports, but one is TP model loading and the other is int4 reserved-memory regression; too different to merge." + "reason": "Different processors and failures: Beit label reduction vs LayoutLMv2Tokenizer NER/padding crash." }, { - "left": "issue:44464", - "right": "issue:45491", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Gemma3 sliding-window NaNs are separate generation bugs." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription failure are different bugs." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and LasrFeatureExtractor's unsupported center arg are unrelated." + "reason": "LayoutLMv3 error clarity has nothing to do with token embedding reinitialization in post_init." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode special-token handling are different behaviors." + "reason": "auto_docstring annotation parsing crash is unrelated to the ReasoningEffort import failure." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "General Transformers 5 custom-init breakage and patchtsmixer post_init policy are not the same concrete bug." + "reason": "Tokenizer loading and bfloat16 dtype mismatches are different issue classes." }, { - "left": "issue:43452", - "right": "issue:45588", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "GGUF from_pretrained breakage and flash_attention.py s_aux=None crash are unrelated." + "reason": "Tensor-parallel OOM is unrelated to resume-from-checkpoint key mismatch." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Missing TensorFlow from extras and missing import_utils helper are different packaging/API issues." + "reason": "Both are Qwen3-family issues, but one is a missing pad_token_id load error and the other is a sliding_window bug." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "AddedToken keyword duplication and list_repo_files revision forwarding are unrelated." + "reason": "FineGrainedFP8Config failure on Qwen3Moe is unrelated to Qwen3-VL weight-shape mismatch." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:43526", + "right": "issue:44857", "accept": false, - "reason": "AdaFactor/DeepSpeed OOM and Llama 3.2 Vision loading regression are different problems." + "reason": "BeitImageProcessorFast reduce_labels is unrelated to LwDetrImageLoss AMP/CUDA crashes." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Tokenizer loading failure and Perceiver interpolation failure are different model/component bugs." + "reason": "Qwen3.5 flash-attention generation issue is unrelated to the 2^24 category limit runtime error." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "OOM in DeepSpeed and output embedding reinitialization are unrelated." + "reason": "Local-path import warning is unrelated to gradient checkpointing being unusable in eval mode." }, { - "left": "issue:33290", - "right": "issue:34567", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "OOM in optimizer setup and TrainerState token counter not updating are distinct training issues." + "reason": "Both mention OOM, but one is tensor-parallel load OOM while the other is int4 quantization memory growth; not the same bug." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:44464", + "right": "issue:45491", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment bug are unrelated." + "reason": "Chunked generation inconsistency with compiled forward is unrelated to Gemma3 NaNs from sliding-window padding." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction and quantization offloading/OOM behavior are different issues, not a single fixable code-path." + "reason": "Audio chat-template sampling-rate defaults and LasrFeatureExtractor center-arg crashes are different audio-processing bugs." } ] }, @@ -9059,65 +9140,76 @@ "component_index": 1, "component_count": 17, "review_unit_index": 29, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ - "issue:25251", - "issue:28282", "issue:33290", + "issue:34567", "issue:34689", + "issue:35141", "issue:36010", "issue:36331", + "issue:42175", "issue:42490", "issue:42907", "issue:43232", - "issue:43295", "issue:43316", + "issue:43381", "issue:43388", + "issue:43452", "issue:43493", "issue:43525", "issue:43611", - "issue:43643", - "issue:43650", + "issue:43646", "issue:43720", "issue:43723", - "issue:43749", "issue:43761", - "issue:43825", "issue:43827", "issue:43873", "issue:43931", + "issue:44062", "issue:44077", + "issue:44079", "issue:44188", - "issue:44190", "issue:44442", "issue:44479", - "issue:44496", "issue:44743", - "issue:44855", + "issue:44811", "issue:44871", - "issue:44913", + "issue:44898", "issue:44987", "issue:45003", - "issue:45137", "issue:45216", "issue:45290", "issue:45440", "issue:45479", + "issue:45588", "issue:45698", "issue:45759", "issue:45803", + "issue:45907", "issue:46178", - "issue:46202", - "issue:46209" + "issue:46209", + "issue:46234" ], "soft_pairs": [ + "issue:44743|issue:44811", + "issue:43646|issue:44077", + "issue:43452|issue:45588", + "issue:44062|issue:45907", + "issue:42175|issue:46234", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:44442|issue:44898", + "issue:33290|issue:34567", + "issue:43761|issue:44079", "issue:45003|issue:45440", + "issue:43381|issue:43873", "issue:43723|issue:45479", "issue:43316|issue:43525", "issue:42490|issue:44743", @@ -9130,211 +9222,228 @@ "issue:44077|issue:44479", "issue:44987|issue:46178", "issue:34689|issue:36010", - "issue:43493|issue:43827", "issue:43931|issue:45216", + "issue:43493|issue:43827", "issue:33290|issue:36331", - "issue:43316|issue:45759", "issue:45290|issue:46209", + "issue:43316|issue:45759", "issue:43873|issue:44871", - "issue:42907|issue:45698", - "issue:43643|issue:44913", - "issue:43749|issue:43931", - "issue:44855|issue:45137", - "issue:43650|issue:46202", - "issue:44190|issue:44496", - "issue:25251|issue:28282", - "issue:43295|issue:43825" + "issue:42907|issue:45698" ], - "prepared_review_unit_hash": "53b7bb5d11a59ddd87babce573dfd1c578a5cad663bba7305d0cd9c36a95401a", + "prepared_review_unit_hash": "45e2604301965effe3f555eb91c3c19140ba3ff54915ec65242ebd58ce2bd37c", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36036, - "estimated_input_tokens": 9009, - "estimated_eval_tokens": 18274 + "soft_pair_count": 31, + "serialized_chars": 37229, + "estimated_input_tokens": 9308, + "estimated_eval_tokens": 18872 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is very heterogeneous: most items are distinct Transformers bugs/regressions across loading, config, generation, pipelines, training, quantization, and vision. I do not see any pair that should be merged as the same underlying issue, so there is no strong canonical issue here.", + "summary": "The set is highly heterogeneous: most pairs only share broad vocabulary (loading, config, tokenizer, save/load, generation) but not the same underlying bug. I would not merge any of the soft edges, and there are no PRs here.", "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits the cluster: the items cover unrelated bug classes and model areas rather than one duplicate root cause.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative for deduplication because there is no cohesive duplicate group to anchor it.", + "best_issue_reason": "issue:43646 is the broadest regression-style report in the list, but even it is not a true duplicate anchor for the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems: Qwen recurrent-state cache bug vs Whisper processor batch_decode token skipping." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both involve model init behavior, but one is a generic Transformers 5.0 custom-model init regression and the other is a PatchTSMixer-specific post_init policy issue." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer/model loading via gguf_file is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-kwarg duplication and list_repo_files revision forwarding are unrelated code paths." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backend selection for tensorflow in a torch install is unrelated to a missing import_utils symbol." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed is unrelated to a model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Training-memory OOM and embedding reinitialization on resize are different bugs." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver image-classification resizing failure are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Optimizer OOM and TrainerState.num_input_tokens_seen not updating are distinct trainer issues." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVision hidden_states output regression is not the same as ModelOutput key assignment logic." + }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Both involve model internals, but one is unsafe sys.modules access and the other is a DeepSeekV3 MoE implementation mismatch; different bugs and code paths." + "reason": "sys.modules access safety and DeepSeekV3MoE implementation divergence are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and offloading with quantization are separate behaviors." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "Tokenizer loading in v5 vs degenerate zero-loss in sequence classification; unrelated functionality." + "reason": "AutoTokenizer loading failure and degenerate zero-loss sequence classification are unrelated." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config API problems, but they affect different models and different missing fields; not the same defect." + "reason": "Both are config/API issues, but for different models and different missing/mismatched fields." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path import warning and Qwen recurrent-state reset are unrelated behaviors." + "reason": "Trailing-slash local-path import warning is unrelated to Qwen recurrent state reset." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs after sync_gpus and metric gathering label truncation are separate training/runtime bugs." + "reason": "Generation kwargs handling after sync_gpus and gather_for_metrics label truncation are different paths." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Video-input regression for Qwen VL models vs chat template crash on tool-call assistant messages; different entry points and causes." + "reason": "Video-input regression across Qwen models and chat-template tool-call crash are distinct multimodal bugs." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Hidden_states output regression in CLIPVisionModel and attention divergence under torch.compile are distinct issues." + "reason": "CLIPVision hidden_states regression is unrelated to attention-kernel divergence under torch.compile." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading and AutoTokenizer loading failure are unrelated subsystems." + "reason": "BitNet packed-weight loading and FastSpeech2Conformer tokenizer loading are unrelated." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are loading regressions, but one is a specific Llama 3.2 vision model breakage and the other is a broad base_model_prefix issue in v5.0; not the same bug." + "reason": "Both mention loading, but one is a specific Llama vision model breakage and the other is a base_model_prefix loading regression." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer load failure versus a bare-except bug in Fuyu tensor conversion; different code paths." + "reason": "Tokenizer loading failure and FuyuBatchFeature's bare except are different defects." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "PatchTSTMixer post_init API change and Qwen video-input regression are unrelated." + "reason": "PatchTSMixer post_init restrictions are unrelated to the Qwen video-input regression." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Model loading regression for one repo/package versus backend-mapping error for tensorflow_text; no common underlying defect." + "reason": "Physical-intelligence/fast loading failure and missing tensorflow_text backend mapping are unrelated." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "Llama 3.2 vision loading breakage and GenerationMixin import error have different root causes and surfaces." + "reason": "Llama 3.2 Vision model loading and GenerationMixin import failure are different issues." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "SigLIP2 implementation mismatch and stale docs referencing removed pipelines are not duplicates." + "reason": "Weight-shape mismatch on load and incorrect save_pretrained checkpoint contents are related to model I/O broadly but not the same bug." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Weight-shape mismatch on loading vs incorrect save_pretrained checkpoint contents; both are Qwen-related but not the same failure." + "reason": "SigLIP2 HF-vs-JAX discrepancy and docs referencing removed pipeline() are unrelated." }, { "left": "issue:33290", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed Adafactor OOM and custom trainer compute_loss signature mismatch are independent training issues." + "reason": "Adafactor/DeepSpeed OOM and CustomTrainer.compute_loss signature breakage are different trainer issues." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:45290", + "right": "issue:46209", "accept": false, - "reason": "Config API discrepancy for Gemma3TextConfig vs from_config text_config unwrapping for composite Qwen multimodal configs; different models and behavior." + "reason": "Chat-template tool-call crash and FP8 inference failure on B200 are unrelated." }, { - "left": "issue:45290", - "right": "issue:46209", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Chat template crash with tool calls is unrelated to FP8 inference failure on B200." + "reason": "Gemma3TextConfig API discrepancy and Qwen multimodal text_config unwrapping are different model/config problems." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization offloading behavior and Gemma eos_token_id inconsistency are separate topics." + "reason": "Quantization offloading issue and Gemma-3 eos_token_id inconsistency are unrelated." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained touch different persistence bugs." - }, - { - "left": "issue:43643", - "right": "issue:44913", - "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig vs GPTNeoXConfig rotary_pct not persisting; both are config reload issues but not the same defect." - }, - { - "left": "issue:43749", - "right": "issue:43931", - "accept": false, - "reason": "FSDP CPU RAM efficient loading failure and Qwen3-VL weight mismatch are different loading problems." - }, - { - "left": "issue:44855", - "right": "issue:45137", - "accept": false, - "reason": "Python 3.13 TorchScript parsing error and DeepSpeed ZeRO3 deque underflow are unrelated." - }, - { - "left": "issue:43650", - "right": "issue:46202", - "accept": false, - "reason": "Placeholder/troll issue and Gemma pipeline roundtrip failure are clearly unrelated." - }, - { - "left": "issue:44190", - "right": "issue:44496", - "accept": false, - "reason": "Local dataset loading in a training script and missing model_type in config.json are different problems." - }, - { - "left": "issue:25251", - "right": "issue:28282", - "accept": false, - "reason": "Pipeline top_k nesting bug and missing PyTorch ImportError are unrelated." - }, - { - "left": "issue:43295", - "right": "issue:43825", - "accept": false, - "reason": "Both mention v5/pipeline-related regressions, but one is custom-model processor.tokenizer/image handling and the other is an error-message/docs mismatch; not the same code-path issue." + "reason": "Saving dequantized Ministrals/Devstrals and loading the wrong custom module after save_pretrained are both save/load-related but not the same underlying bug." } ] }, @@ -9350,18 +9459,18 @@ "component_index": 1, "component_count": 17, "review_unit_index": 30, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:16998", "issue:22355", - "issue:32090", - "issue:35141", + "issue:25251", + "issue:28282", "issue:41950", "issue:42617", "issue:43065", @@ -9374,18 +9483,22 @@ "issue:43475", "issue:43540", "issue:43550", - "issue:43572", "issue:43575", "issue:43606", - "issue:43646", + "issue:43643", + "issue:43650", "issue:43673", "issue:43688", "issue:43701", "issue:43716", "issue:43742", + "issue:43749", "issue:43761", + "issue:43825", + "issue:43931", "issue:44077", "issue:44162", + "issue:44190", "issue:44479", "issue:44496", "issue:44514", @@ -9393,238 +9506,235 @@ "issue:44617", "issue:44743", "issue:44792", + "issue:44855", "issue:44871", "issue:44877", "issue:44913", - "issue:45127", - "issue:45200", - "issue:45542", + "issue:45137", "issue:45584", "issue:45803", - "issue:46050", "issue:46170", - "issue:46178", - "issue:46234" + "issue:46202" ], "soft_pairs": [ + "issue:43749|issue:43931", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:43650|issue:46202", + "issue:44190|issue:44496", + "issue:25251|issue:28282", + "issue:43295|issue:43825", "issue:43065|issue:44617", "issue:43550|issue:43701", "issue:43606|issue:43701", "issue:42617|issue:43575", "issue:43540|issue:44514", + "issue:43316|issue:43716", "issue:44077|issue:44534", "issue:44871|issue:45584", - "issue:43316|issue:43716", "issue:43575|issue:43742", "issue:43316|issue:44877", "issue:16998|issue:22355", "issue:44162|issue:44792", - "issue:45803|issue:46170", "issue:43404|issue:43441", + "issue:45803|issue:46170", "issue:43295|issue:44871", "issue:43673|issue:44743", - "issue:43761|issue:44479", "issue:41950|issue:43475", + "issue:43761|issue:44479", "issue:43388|issue:43688", - "issue:43452|issue:44496", - "issue:43646|issue:44913", - "issue:44871|issue:46050", - "issue:45127|issue:45200", - "issue:32090|issue:35141", - "issue:43572|issue:46178", - "issue:45542|issue:46234", - "issue:44617|issue:45584" + "issue:43452|issue:44496" ], - "prepared_review_unit_hash": "62ce3b26c96f5476230afb4e92913a519470ac5448c79d08edefdbe653e56664", + "prepared_review_unit_hash": "662be8164214055412d6c9a2181e50ab6eb02cdc6a9f51b5d33da4363a7d8c27", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35136, - "estimated_input_tokens": 8784, - "estimated_eval_tokens": 17824 + "serialized_chars": 35557, + "estimated_input_tokens": 8890, + "estimated_eval_tokens": 18036 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items do not form a duplicate cluster; they span distinct regressions, models, and code paths. All soft-edge candidate pairs are better treated as separate issues.", - "confidence": 0.97, - "canonical_issue_reason": "No convincing duplicates are present. If one issue must be used as an anchor, issue 43646 is the broadest and most general regression report in the set.", + "summary": "This cluster is a loose collection of Transformers issue reports, mostly about model loading, processor/config regressions, and assorted runtime errors. The soft-similarity links are largely superficial and do not describe the same concrete bug, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue cleanly covers the cluster; the reports are too heterogeneous. If one representative must be chosen, issue 43295 is the closest fit because it is a concrete v5 regression involving processor/model API behavior.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the most general, clearly stated regression and the best single representative among unrelated reports.", + "best_issue_reason": "Issue 43295 is the best representative issue in this set: it is specific, clearly actionable, and exemplifies the kind of v5 regression seen across the cluster without being overly narrow.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading failures, but one is FSDP CPU RAM efficient loading and the other is a Qwen3-VL weight-shape mismatch; different root causes and code paths." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config fields being lost or reset, but one is trust_remote_code missing fields on load and the other is GPTNeoX rotary_pct persistence; not the same bug." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python parsing/import error in TorchScript vs DeepSpeed ZeRO3 deque underflow; unrelated failure modes." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "The titles are not semantically related; one is a nonspecific data request, the other is a Gemma pipeline roundtrip/tokenization bug." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Dataset loading in an example script vs config/model-type recognition for a specific checkpoint; different layers and causes." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Top-k pipeline output shape change is a pipeline behavior bug; the other is an import-time missing PyTorch dependency error." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Both are v5 regressions, but one is processor/tokenizer API breakage and the other is an incorrect pipeline error message; not the same code-path problem." + }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Same project area, but one is a decoder implementation bug and the other is an OOM report for Sam3Video." + "reason": "Both mention SAM 3/video-related behavior, but one is a dummy Conv2d in a decoder and the other is a CUDA OOM during video inference; not duplicates." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "Different failures: torch.compile/SDPA runtime issue vs checkpoint key mismatch." + "reason": "torch.compile + SDPA failure in Bamba-9B-v2 is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key handling." + "reason": "CPU offload device mismatch vs checkpoint key mismatch; separate runtime pathways and symptoms." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "Different models and symptoms: a script execution failure vs tensor-parallel OOM." + "reason": "Running a parallel script versus loading a large model with tensor parallelism; both involve execution issues but not the same bug." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both are multimodal input bugs, but on different processors and different failure modes." + "reason": "Qwen3OmniMoe video processing ValueError and Qwen2_5_VL batched chat-template crash share a family, but the failures occur in different APIs and inputs." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and Mistral-3 image preprocessor dtype mismatch are unrelated model-specific regressions." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "One is a model API validation issue; the other is a v5 buffer initialization regression." + "reason": "Optional post_init allowance for patchtsmixer is a model config/design issue; non-persistent buffers filled with junk is a broader v5 initialization regression." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Both involve token handling, but they affect different models and different code paths." - }, - { - "left": "issue:43316", - "right": "issue:43716", - "accept": false, - "reason": "Config API discrepancy is unrelated to an image preprocessor/model dtype mismatch." + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription generation failure are different tokenization/generation bugs." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM on a huge model is not the same bug as a config key error while loading a small model." + "reason": "OOM when loading a very large Qwen2 model with tensor parallelism is not the same as a key error loading MobileLLM-125M." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Both are config-related, but one is an API inconsistency and the other is strict loading rejection." + "reason": "Both are config/API issues, but Gemma3TextConfig mismatch and strict config blocking granite_speech loading are distinct schema-validation problems." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "Unrelated topics: model_max_length behavior vs missing transformers.onnx module import." + "reason": "DeBERTa-V3 model_max_length question and missing transformers.onnx module are unrelated." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "Different models and failures; one is an ESM2 breakage, the other is a janus test case regression." + "reason": "ESM2 broken and janus generate_images test failure are different model families and different failure modes." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "Bare except swallowing errors is unrelated to Windows/ROCm distributed import failures." + "reason": "Mistral3 lm_head weight tying bug and Ministral-3 FlashAttention failure are both model-family issues, but they target different defects and code paths." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "Weight tying bug and FlashAttention failure are different Mistral-family issues." + "reason": "Bare except swallowing KeyboardInterrupt in Fuyu tensor conversion is unrelated to Windows/ROCm torch.distributed import issues." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Different regressions: processor/tokenizer regression vs eos_token_id config mismatch." + "reason": "Processor/tokenizer API regression is not the same as Gemma eos_token_id configuration inconsistency." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both mention cache, but one is GenerationMixin cache absence and the other is recurrent state reset." + "reason": "GenerationMixin cache missing during chunked_prefill and Qwen3.5 recurrent states resetting with cache are both cache-related, but they affect different mechanisms and implementations." }, { - "left": "issue:43761", - "right": "issue:44479", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "Different models and symptoms: CLIPVision hidden_states regression vs Qwen video input regression." + "reason": "Video-classification pipeline choosing image processors and SAM3 vision encoder missing an attribute are separate video/image pipeline bugs." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:43761", + "right": "issue:44479", "accept": false, - "reason": "Pipeline processor lookup bug is unrelated to the Sam3VisionEncoderOutput attribute error." + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are different model families and API surfaces." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Metric gathering drops labels, while the other is an auxiliary loss normalization bug." + "reason": "gather_for_metrics label truncation and auxiliary-loss normalization are both training bugs, but they affect different parts of the training loop." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Model loading breakage from gguf_file is not the same as missing model_type in config.json." - }, - { - "left": "issue:43646", - "right": "issue:44913", - "accept": false, - "reason": "Broad initialization regression vs specific GPTNeoXConfig serialization/reload issue." - }, - { - "left": "issue:44871", - "right": "issue:46050", - "accept": false, - "reason": "Both involve save/load config state, but the underlying bugs are different." - }, - { - "left": "issue:45127", - "right": "issue:45200", - "accept": false, - "reason": "Different Gemma-related problems: LoRA/vocab collapse vs missing mm_token_type_ids default." - }, - { - "left": "issue:32090", - "right": "issue:35141", - "accept": false, - "reason": "Trainer broadcast type error is unrelated to embedding reinitialization after resizing." - }, - { - "left": "issue:43572", - "right": "issue:46178", - "accept": false, - "reason": "StableLmConfig pad_token_idx regression is unrelated to tensorflow_text backend lookup." - }, - { - "left": "issue:45542", - "right": "issue:46234", - "accept": false, - "reason": "Undefined tf backend error differs from a missing import_utils availability helper." - }, - { - "left": "issue:44617", - "right": "issue:45584", - "accept": false, - "reason": "CUDA OOM in Sam3Video is not the same as Whisper empty-transcription generation failure." + "reason": "gguf_file breaks tokenizer/model loading, while the other is an unrecognized model/config.json issue; related to loading but not the same concrete bug." } ] }, @@ -9640,32 +9750,29 @@ "component_index": 1, "component_count": 17, "review_unit_index": 31, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ + "issue:32090", "issue:35141", "issue:41720", "issue:42490", "issue:43065", - "issue:43335", "issue:43504", "issue:43525", "issue:43531", - "issue:43540", - "issue:43550", - "issue:43644", + "issue:43572", + "issue:43646", "issue:43761", "issue:43827", "issue:43931", - "issue:43976", "issue:43994", "issue:44060", - "issue:44077", "issue:44190", "issue:44242", "issue:44464", @@ -9673,31 +9780,41 @@ "issue:44521", "issue:44534", "issue:44610", + "issue:44617", "issue:44734", "issue:44792", "issue:44855", - "issue:44877", + "issue:44871", "issue:44913", "issue:44933", "issue:44964", "issue:44977", "issue:45127", + "issue:45200", "issue:45245", - "issue:45357", "issue:45362", "issue:45381", "issue:45406", + "issue:45542", "issue:45563", "issue:45584", "issue:45588", "issue:45600", - "issue:45632", "issue:45698", "issue:45803", "issue:45987", + "issue:46050", + "issue:46178", "issue:46234" ], "soft_pairs": [ + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:45127|issue:45200", + "issue:32090|issue:35141", + "issue:43572|issue:46178", + "issue:45542|issue:46234", + "issue:44617|issue:45584", "issue:43504|issue:45698", "issue:44734|issue:45406", "issue:45563|issue:45584", @@ -9705,224 +9822,210 @@ "issue:44792|issue:44977", "issue:43761|issue:44242", "issue:44534|issue:44913", - "issue:44190|issue:44964", "issue:43931|issue:44060", + "issue:44190|issue:44964", "issue:44792|issue:45600", "issue:44479|issue:44734", - "issue:44464|issue:45563", "issue:44855|issue:45588", + "issue:44464|issue:45563", "issue:43827|issue:43994", "issue:44521|issue:45381", "issue:35141|issue:42490", "issue:41720|issue:45245", "issue:43065|issue:44610", "issue:45803|issue:45987", - "issue:44933|issue:45362", - "issue:43335|issue:44855", - "issue:43644|issue:44913", - "issue:45632|issue:46234", - "issue:43976|issue:44855", - "issue:44077|issue:44877", - "issue:43550|issue:44190", - "issue:43540|issue:44734", - "issue:45127|issue:45357" + "issue:44933|issue:45362" ], - "prepared_review_unit_hash": "b4a75166882eb744c91c86c2f0ebe5eaf5e320bd1671735fe9c6c26bdced240e", + "prepared_review_unit_hash": "3982f8ec24033c80f710b468c2e81845177881fe8311f929336d7a67f739ebb4", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36113, - "estimated_input_tokens": 9029, - "estimated_eval_tokens": 18314 + "soft_pair_count": 27, + "serialized_chars": 35877, + "estimated_input_tokens": 8970, + "estimated_eval_tokens": 18196 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issues across different subsystems; every soft pair is only superficially similar and should be rejected. No pull requests are present.", - "confidence": 0.96, - "canonical_issue_reason": "issue:45698 is the strongest representative issue in this set: it is open, heavily discussed, and describes a concrete, reproducible `from_pretrained`/`save_pretrained` loading bug with clear user impact.", + "summary": "No soft duplicates accepted: the candidate pairs mostly share only broad themes like loading, generation, or v5 regressions, but they target different models, APIs, or concrete failure modes. Among the items, the strongest standalone issue is the custom-module save/load regression.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45698 is an open, high-discussion bug with broad save/load impact and a clear reproduction path, making it a good anchor issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best global issue anchor because it has the clearest failure mode, active discussion, and a realistic path to a single targeted fix.", + "best_issue_reason": "issue:45698 is the most broadly applicable and actionable report in the set, and is the most plausible duplicate target for related save_pretrained/from_pretrained complaints.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related regressions after v5, but one is custom model initialization and the other is GPTNeoX rotary_pct reload; different fields and failure modes." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Both concern model persistence, but one is eos_token_id config mismatch and the other is quantized model save/load breakage; not the same bug." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different models and different bugs: LoRA merge collapse with tied embeddings vs Gemma 4 multimodal token-type defaults." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "One is a Trainer GPU broadcast TypeError, the other is embedding reinitialization after resize; unrelated code paths." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and tensorflow_text backend mapping error are unrelated." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "One is a TensorFlow backend initialization issue from tensorboard-only installs; the other is a missing import_utils helper." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription failure after token alignment are different subsystems and symptoms." + }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy-field model loading bug vs custom-module reload mismatch; different code paths and symptoms." + "reason": "Both involve loading, but one is a legacy field in Beit segmentation presets while the other is incorrect custom-module resolution after save/load." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation indexing crash vs missing `_tokenizer` on a processor; unrelated failures." + "reason": "KV-cache continuation indexing crash in serve is unrelated to Gemma4Processor missing _tokenizer." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Stale warning for `num_return_sequences` vs Whisper empty-transcription failure after token alignment; not the same bug." + "reason": "A stale warning for paged generate and an empty-transcription Whisper crash are different generate-time issues." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing `pad_token_id` on config vs `sliding_window` behavior in Qwen3-MoE; different model/config issues." + "reason": "Missing pad_token_id in Llama4Config and sliding_window behavior in Qwen3-MoE are distinct configuration bugs." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus test failure vs Qwen3.5 flash-attention generation problem; different models and failure modes." + "reason": "Failed Janus image generation test and Qwen3.5 flash-attention generation bug do not describe the same failure." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIPVision hidden-states regression vs load-balancing loss omission in MoE; unrelated functionality." + "reason": "CLIP hidden_states not returned and load-balancing loss gating are separate v5 regressions in different model components." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization bug vs GPTNeoX config reload losing `rotary_pct`; different underlying defects." + "reason": "Generic non-persistent buffer junk and GPTNeoX rotary_pct reload default are not the same underlying serialization issue." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Local dataset loading error vs multimodal model load failure; no shared code path." + "reason": "Qwen3-VL weight shape mismatch and Qwen3-Next tied-weights warning involve different model architectures and bugs." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs incorrect tied-weights warning in Qwen3-Next; not the same issue." + "reason": "Dataset loading in a training example and loading a specific multimodal model are unrelated." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Model test failure vs stale auto-mapping reference to removed configs; different bugs." + "reason": "A Janus model test failure and stale auto_mappings references to removed Sam3LiteText configs are different problems." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video-input regression in Qwen VL models vs server KV-cache indexing crash; unrelated paths." + "reason": "Video-input regression for multiple Qwen VL models and serve KV-cache indexing crash are different code paths." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Compiled forward chunked-generation inconsistency vs stale warning text; not the same underlying bug." + "reason": "Python 3.13 torch.jit parsing error and flash_attention s_aux=None crash are unrelated." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Python parsing/import error vs flash-attention `s_aux=None` crash; unrelated." + "reason": "Compiled-forward chunked generation inconsistency and a stale num_return_sequences warning are not the same bug." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs referencing removed `pipeline()` vs incorrect model outputs with AutoModel/pipeline; one is documentation, the other runtime behavior." + "reason": "Docs still referencing pipeline() and SigLIP2 nonsensical outputs are unrelated." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "All-zero assistant masks vs wrong vision position ids; both multimodal, but different data structures and fixes." + "reason": "All-zero assistant masks in chat templating and wrong vision_position_ids in Qwen2.5-VL are both multimodal, but the concrete bugs differ." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinit on resize vs local-path trailing-slash import warning; unrelated." + "reason": "Embedding reinitialization after resize and path-with-slash import warning are unrelated." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "CUDA assert during Qwen3 auto device mapping vs category-count limit error; no overlap in bug root cause." + "reason": "Auto device mapping cuda assert and category-cardinality limit error are different runtime failures." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs processor/model input-size mismatch; different model components." + "reason": "Dummy Conv2d in Sam3PixelDecoder and processor/model input-size mismatch in OmDet-Turbo are distinct issues." }, { "left": "issue:45803", "right": "issue:45987", "accept": false, - "reason": "Bare `except:` swallowing errors vs return-type contract violation in cache length; unrelated code paths." + "reason": "Bare except swallowing KeyboardInterrupt and StaticCache returning a shape-(1,) tensor are unrelated API/robustness bugs." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing import from `image_utils` vs Qwen3.5 chat crash; no shared defect." - }, - { - "left": "issue:43335", - "right": "issue:44855", - "accept": false, - "reason": "Sparse-layer creation when counts are zero vs Python 3.13 indentation parsing problem; unrelated." - }, - { - "left": "issue:43644", - "right": "issue:44913", - "accept": false, - "reason": "Non-persistent buffer junk vs config reload reverting `rotary_pct`; different regression classes." - }, - { - "left": "issue:45632", - "right": "issue:46234", - "accept": false, - "reason": "Remote-code cache path collision vs missing import utility symbol; unrelated packaging/loading issues." - }, - { - "left": "issue:43976", - "right": "issue:44855", - "accept": false, - "reason": "Version compatibility complaint vs `@torch.jit.script` parsing error; different causes." - }, - { - "left": "issue:44077", - "right": "issue:44877", - "accept": false, - "reason": "Optional `post_init` policy issue vs strict config blocking `granite_speech`; not the same bug." - }, - { - "left": "issue:43550", - "right": "issue:44190", - "accept": false, - "reason": "`torch.compile` + SDPA failure in Bamba vs local dataset loading error; unrelated subsystems." - }, - { - "left": "issue:43540", - "right": "issue:44734", - "accept": false, - "reason": "Qwen3OmniMoe video-input validation error vs serve KV-cache indexing crash; different code paths." - }, - { - "left": "issue:45127", - "right": "issue:45357", - "accept": false, - "reason": "LoRA merge/model collapse with extended vocab vs incorrect visual encoder keys on save; not the same underlying problem." + "reason": "Missing import from image_utils and Qwen3.5 chat crash are unrelated." } ] }, @@ -9938,32 +10041,31 @@ "component_index": 1, "component_count": 17, "review_unit_index": 32, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:36246", - "issue:38175", "issue:38617", "issue:41628", "issue:41950", "issue:42175", - "issue:43065", "issue:43116", "issue:43295", "issue:43335", "issue:43404", "issue:43479", - "issue:43531", - "issue:43643", + "issue:43540", + "issue:43550", + "issue:43644", "issue:43650", - "issue:43854", "issue:43976", "issue:44016", + "issue:44077", "issue:44112", "issue:44186", "issue:44190", @@ -9971,19 +10073,19 @@ "issue:44246", "issue:44279", "issue:44462", - "issue:44496", - "issue:44561", "issue:44683", "issue:44734", "issue:44737", + "issue:44855", + "issue:44877", + "issue:44913", "issue:44938", - "issue:44964", - "issue:44987", "issue:45003", + "issue:45127", "issue:45216", "issue:45245", "issue:45276", - "issue:45335", + "issue:45357", "issue:45375", "issue:45446", "issue:45542", @@ -9993,255 +10095,235 @@ "issue:45803", "issue:45907", "issue:46082", - "issue:46121" + "issue:46121", + "issue:46234" ], "soft_pairs": [ + "issue:43335|issue:44855", + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:45632|issue:46234", + "issue:44077|issue:44877", + "issue:43540|issue:44734", "issue:44462|issue:45907", - "issue:44112|issue:45600", + "issue:45127|issue:45357", "issue:43335|issue:44190", "issue:44737|issue:45803", + "issue:44112|issue:45600", "issue:43116|issue:44190", "issue:45276|issue:45584", "issue:46082|issue:46121", "issue:43295|issue:45276", - "issue:43479|issue:45375", "issue:44938|issue:45542", + "issue:43479|issue:45375", "issue:36246|issue:41628", "issue:45245|issue:45584", - "issue:44246|issue:45003", "issue:43650|issue:44220", + "issue:44246|issue:45003", "issue:42175|issue:44279", "issue:44186|issue:44734", "issue:41950|issue:44016", "issue:36246|issue:38617", - "issue:44683|issue:45446", "issue:43404|issue:45216", - "issue:38175|issue:43065", - "issue:43643|issue:44496", - "issue:44016|issue:44220", - "issue:44964|issue:45600", - "issue:44112|issue:44964", - "issue:43854|issue:44964", - "issue:44734|issue:45632", - "issue:44561|issue:45632", - "issue:43976|issue:44987", - "issue:43531|issue:45600", - "issue:43295|issue:45335" + "issue:44683|issue:45446" ], - "prepared_review_unit_hash": "45b416dd39b1ae79f43cf1d9d80e3f266397face4f0701914b9e6eaeaf5b8c08", + "prepared_review_unit_hash": "cfd5aeb8a75ee44ebe1f924b7d1fb21be680138c71e94afd6f8b34a38fcd4a29", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37058, - "estimated_input_tokens": 9265, - "estimated_eval_tokens": 18786 + "soft_pair_count": 28, + "serialized_chars": 36201, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly distinct bug reports across unrelated regressions; I found no convincing duplicate pairs to merge. The broadest representative issue is the top-level import regression around AutoImageProcessor.", - "confidence": 0.56, - "canonical_issue_reason": "Issue 41628 is the broadest and clearest user-facing API regression in this set: a failed top-level import that breaks common workflows and best represents the import-regression theme.", + "summary": "This cluster is mostly a false-positive mix of unrelated Transformers issues. The strongest theme is broad import/export regressions, but none of the soft-edge pairs look like the same underlying bug or change.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 41628 is the cleanest representative of the cluster because it is a direct public import/export failure and is broad enough to stand in for the import-regression theme seen in a few neighboring items.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41628 is the most canonical choice because it has a simple, high-impact repro, affects the public API directly, and is more representative than the model-specific or edge-case reports.", + "best_issue_reason": "Issue 41628 is the best single issue to anchor the cluster: it is a clear user-facing API import breakage, while most other items are narrower or unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "A SwitchTransformers sparse-layer config bug and a Python 3.13 indentation/import parsing error are unrelated code paths." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization and GPTNeoX config reload behavior are both state/config bugs, but not the same defect." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version support/import failure is unrelated to the DebertaV2 JIT parsing indentation error." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and local-dataset loading failure in an image-classification script are different issues." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code and a missing import_utils symbol are unrelated failures." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "These are both config-validation problems, but they affect different models and different validation logic." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing and serve KV-cache continuation failures are distinct code paths." + }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Different bugs: one is AutoTokenizer ignoring tokenizer.json, the other is list_repo_files not forwarding revision." + "reason": "Tokenizer resolution from repo files and list_repo_files revision forwarding are separate Hub-loading behaviors." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "CI failures in different places: GraniteSpeech stale device override test vs removed Sam3LiteText config references." + "reason": "Both involve save/weight handling, but one is LoRA/vocab tie collapse and the other is wrong visual encoder keys in Qwen3.5 checkpoints." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Unrelated: SwitchTransformers config creates a sparse layer incorrectly, while the other is a local dataset-loading failure in an image-classification script." + "reason": "A SwitchTransformers config bug and an image-classification dataset-loading bug are unrelated." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "Different code paths: XLNet device placement bug vs FuyuBatchFeature bare-except error handling." + "reason": "XLNet device placement in forward passes and Fuyu's bare except are different bugs in different modules." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI test flakiness in GraniteSpeech and stale auto-mapping references are separate CI failures." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different failures: multi-label classification example returns empty results, not a dataset-loading bug." + "reason": "These are both example-script failures, but they concern different scripts and different classification workflows." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Different model behaviors: gemma4 resize_token_embeddings wiring vs Whisper empty transcription generation." + "reason": "Gemma4 resize-token-embeddings behavior and Whisper empty-transcription generation are unrelated model-specific bugs." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Different API validation bugs: LlamaConfig head_dim validation vs convert_rope_params_to_dict rejecting a JSON-loaded list." + "reason": "Llama head-dim validation and rope-parameter list handling are different configuration-validation paths." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Different regressions: processor/tokenizer behavior changed in v4.57.5 vs token embedding resizing not updating gemma4 weights." + "reason": "Processor/tokenizer regression and Gemma4 embedding resize behavior do not share the same underlying bug." }, { - "left": "issue:43479", - "right": "issue:45375", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Different config issues: Phi4Multimodal default config initialization vs Qwen3_5MoeVisionConfig dropping a field under @strict." + "reason": "Python 3.14 import failure and missing TensorFlow backend packaging are both environment-related, but not the same defect." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:43479", + "right": "issue:45375", "accept": false, - "reason": "Only loosely related by Python/runtime packaging; one is Python 3.14 load failure, the other is a TensorBoard/TensorFlow backend dependency issue." + "reason": "Different multimodal config bugs: default None handling versus a strict-field drop in a separate config class." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and models: Qwen2_5_VLImageProcessor vs AutoImageProcessor." + "reason": "Both are import errors, but they are for different symbols and modules with different export paths." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Different problems: category-count limit error vs Whisper generation after align_special_tokens." + "reason": "Category-count overflow and Whisper empty transcription are unrelated runtime errors." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "Different concerns: import latency vs unsafe sys.modules access in modeling_utils." + "reason": "The placeholder issue title has no substantive relation to the fbank feature bug." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Unrelated issues: a vague data request vs a specific _torch_extract_fbank_features() bug." + "reason": "Import performance and unsafe sys.modules access are related to imports, but not the same bug or fix." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Different dependency/install complaints: missing TensorFlow in the torch extra vs a generic transformers dependency issue." + "reason": "A specific extras packaging omission and a vague dependency issue are not enough to treat as the same underlying bug." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Different tokenizer/serving bugs: LayoutLMv2Tokenizer NER/padding crashes vs serve KV-cache continuation indexing." + "reason": "LayoutLMv2 tokenizer padding/NER crashes and serve KV-cache indexing failures are unrelated." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Different pipeline problems: video-classification selecting image processors vs a notebook syntax error." + "reason": "A video-classification pipeline bug and a notebook syntax error are completely different problems." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different import regressions: missing Qwen2_5_VLImageProcessor vs missing layer_type_validation." - }, - { - "left": "issue:44683", - "right": "issue:45446", - "accept": false, - "reason": "Different version checks and code paths: compiled flex_attention on torch>=2.9 vs AuxRequest import torch version gate." + "reason": "Both are ImportErrors, but they involve unrelated missing names from different modules." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Different model-specific bugs: Mistral3 lm_head tying vs Qwen3.5 save_pretrained checkpoint regression." - }, - { - "left": "issue:38175", - "right": "issue:43065", - "accept": false, - "reason": "Different model behaviors: unexpected zero probabilities in SigLIP2 vs dummy nn.Conv2d in Sam3PixelDecoder." - }, - { - "left": "issue:43643", - "right": "issue:44496", - "accept": false, - "reason": "Different config-loading failures: missing fields with trust_remote_code vs unrecognized model lacking model_type." - }, - { - "left": "issue:44016", - "right": "issue:44220", - "accept": false, - "reason": "Notebook syntax error is unrelated to the audio feature extraction bug." - }, - { - "left": "issue:44964", - "right": "issue:45600", - "accept": false, - "reason": "Different breakages: Phi-4 multimodal loading vs stale auto_mappings references to removed Sam3LiteText configs." + "reason": "Weight tying in Mistral3 and incorrect Qwen3.5 checkpoint saving are separate model-save regressions." }, { - "left": "issue:44112", - "right": "issue:44964", - "accept": false, - "reason": "Different failures: GraniteSpeech CI device override vs Phi-4 multimodal model loading." - }, - { - "left": "issue:43854", - "right": "issue:44964", - "accept": false, - "reason": "Different model-loading problems affecting different checkpoints and failure modes." - }, - { - "left": "issue:44734", - "right": "issue:45632", - "accept": false, - "reason": "Different areas: KV-cache continuation indexing in serve vs trust_remote_code cache-path collision for local models." - }, - { - "left": "issue:44561", - "right": "issue:45632", - "accept": false, - "reason": "Different trust_remote_code regressions: removed is_torch_fx_available vs cache path collisions." - }, - { - "left": "issue:43976", - "right": "issue:44987", - "accept": false, - "reason": "Different compatibility issues: Python 3.9+/3.10+ packaging vs loading a specific model on transformers>=5.1.0." - }, - { - "left": "issue:43531", - "right": "issue:45600", - "accept": false, - "reason": "Different model/config bugs: Qwen3-MoE sliding_window vs Sam3LiteText auto-mapping CI breakage." - }, - { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Both mention token/embedding behavior, but one is a processor.tokenizer regression and the other is resize_token_embeddings not updating decoder.embed_tokens." + "reason": "Both mention flex_attention, but one is a torch>=2.9 compiled-path failure and the other is a version-check/import guard bug." } ] }, @@ -10257,18 +10339,17 @@ "component_index": 1, "component_count": 17, "review_unit_index": 33, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:38175", - "issue:39692", - "issue:41950", "issue:42907", + "issue:43065", "issue:43295", "issue:43299", "issue:43381", @@ -10276,277 +10357,285 @@ "issue:43479", "issue:43525", "issue:43526", - "issue:43577", + "issue:43531", + "issue:43643", "issue:43650", "issue:43673", "issue:43824", + "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:44521", - "issue:44617", - "issue:44779", + "issue:44561", + "issue:44734", "issue:44933", - "issue:45020", + "issue:44964", + "issue:44987", "issue:45042", "issue:45200", "issue:45216", - "issue:45278", "issue:45325", "issue:45335", - "issue:45357", "issue:45372", - "issue:45405", "issue:45584", "issue:45588", "issue:45593", + "issue:45600", + "issue:45632", "issue:45759", - "issue:45812", - "issue:45823", "issue:46209", "issue:46234" ], "soft_pairs": [ + "issue:38175|issue:43065", + "issue:44016|issue:44220", + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:43854|issue:44964", + "issue:44734|issue:45632", + "issue:44561|issue:45632", + "issue:43976|issue:44987", + "issue:43531|issue:45600", + "issue:43295|issue:45335", "issue:42907|issue:43441", "issue:43526|issue:43901", + "issue:43673|issue:44336", "issue:45372|issue:46234", "issue:44496|issue:45042", - "issue:43673|issue:44336", "issue:43441|issue:45588", "issue:44016|issue:44062", "issue:44075|issue:44368", - "issue:43381|issue:45593", "issue:43824|issue:44933", - "issue:43901|issue:44496", + "issue:43381|issue:45593", "issue:43299|issue:45216", + "issue:43901|issue:44496", "issue:43650|issue:46209", "issue:43976|issue:44279", "issue:44496|issue:45759", "issue:45335|issue:45584", "issue:43479|issue:43525", "issue:44242|issue:45200", - "issue:44521|issue:45325", - "issue:38175|issue:44617", - "issue:43577|issue:45216", - "issue:43299|issue:45357", - "issue:41950|issue:45020", - "issue:44279|issue:45405", - "issue:44779|issue:45812", - "issue:41950|issue:45823", - "issue:43295|issue:44779", - "issue:39692|issue:43901", - "issue:44351|issue:45278" + "issue:44521|issue:45325" ], - "prepared_review_unit_hash": "069630131a31143b6d42863f9b13446d5596c3e7b2adca50da15248a72c211a5", + "prepared_review_unit_hash": "cc8b0b51b92189ef159034a7149a7bc889f7784f08b0aebb9e74347ce12821e6", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36373, - "estimated_input_tokens": 9094, - "estimated_eval_tokens": 18444 + "soft_pair_count": 30, + "serialized_chars": 36694, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a heterogeneous mix of unrelated model-loading, tokenizer, multimodal, docs, and utility regressions. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them as duplicates.", + "summary": "The soft matches are mostly false positives: they span unrelated bugs, regressions, import errors, and docs/test issues across different models and code paths. I did not find any convincing duplicate pairs.", "confidence": 0.88, - "canonical_issue_reason": "Issue 45020 is the broadest representative regression report in the set: it captures a general 'recent Transformers versions break models' theme, while the others are mostly narrower model-/API-specific failures.", + "canonical_issue_reason": "issue:44964 is the best anchor here: it is a concrete, user-facing model-loading regression in latest transformers with enough discussion to represent the closest loading/config-related subset of the set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best umbrella issue because it is broad enough to represent the cluster\u2019s overall version-regression pattern without being tied to one narrow model family.", + "best_issue_reason": "issue:44964 has the clearest repro and the broadest applicability among the issues, making it the most useful representative issue in this noisy cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:38175", + "right": "issue:43065", "accept": false, - "reason": "Same model family area (Ministral) but different bugs: saving dequantized models vs FlashAttention inference failure." + "reason": "Different bug classes: zero probabilities in SigLIP2 vs a dummy Conv2d in SAM3 pixel decoding." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Unrelated components: BeitImageProcessorFast label reduction vs TextClassificationPipeline docs behavior." + "reason": "Notebook syntax error and fbank feature extraction failure are unrelated code paths." }, { - "left": "issue:45372", - "right": "issue:46234", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Both are missing-import reports, but for different symbols and different loading paths; not the same bug." + "reason": "Both involve model/config loading, but they are different failures on different models and initialization paths." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:44964", + "right": "issue:45600", "accept": false, - "reason": "Different failures: unrecognized model/config handling vs PIL image processors requiring torchvision." + "reason": "Different models and causes: Phi-4 multimodal loading vs stale auto_mappings references to removed Sam3LiteText configs." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:44112", + "right": "issue:44964", "accept": false, - "reason": "Completely different subsystems: generation cache during chunked prefill vs ANSI color output in loading_report." + "reason": "CI test device-override flake is not the same bug as a Phi-4 multimodal loading regression." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "Both mention flash attention, but one is a Ministral model failure and the other is an AttributeError on sink-less attention internals." + "reason": "GLM-4.7-Flash unit-test loading issue is model-specific and distinct from Phi-4 multimodal loading." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:44734", + "right": "issue:45632", "accept": false, - "reason": "Notebook syntax error and tokenizer AddedToken argument collision are unrelated." + "reason": "KV-cache continuation tensor indexing and trust_remote_code cache-path collisions are different failure modes." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:44561", + "right": "issue:45632", "accept": false, - "reason": "Optimizer SGD arguments not applied vs a tie_word_embeddings warning; different code paths and symptoms." + "reason": "API removal in v5 and local-model cache-path collision are unrelated bugs." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are distinct training semantics bugs." + "reason": "Python-version support regression and model-loading failure are not the same underlying issue." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "Both are import errors, but they concern different modules and different missing names." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to obsolete auto_mappings entries." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Docs mismatch for text classification vs model/config loading failure; no shared bug." + "reason": "Processor.tokenizer regression and resize_token_embeddings not propagating are different code paths." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Different Qwen multimodal regressions: model loading fails in v5.0.0.dev0 vs incorrect save_pretrained checkpointing in 5.4.0." + "reason": "Saving dequantized models and FlashAttention failures are separate Ministral issues." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "The first is not a technical bug report; the second is an FP8 inference failure on B200. No overlap." + "reason": "reduce_labels returning one label is a runtime bug; return_all_scores in docs is only a documentation mismatch." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Chunked-prefill cache handling and ANSI coloring in loading_report are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46234", "accept": false, - "reason": "A Python-version compatibility bug is not the same as a vague dependency issue." + "reason": "Gemma 4 processor import failure and missing falcon-mamba utility are different missing-import problems." }, { "left": "issue:44496", - "right": "issue:45759", + "right": "issue:45042", "accept": false, - "reason": "Different problems: config/model recognition failure vs AutoModelForCausalLM.from_config not unwrapping text_config." + "reason": "Model registration/config lookup and unnecessary torchvision dependency in image processors are separate issues." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "t5gemma embedding resize and Whisper empty-transcription generation are unrelated." + "reason": "Both touch flash attention, but they affect different models and distinct code paths." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "Phi4MultimodalConfig default subconfig initialization and Llama4Config missing pad_token_id are different configuration bugs." + "reason": "A notebook syntax error is not the same as AddedToken keyword duplication." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "Load-balancing loss gating and Gemma 4 mm_token_type_ids defaults are different multimodal/MoE issues." + "reason": "Ignored SGD optimizer args and tie_word_embeddings warnings do not share a concrete root cause." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "Assistant-mask generation and Qwen2.5-VL rope-index scaling are separate multimodal bugs." + "reason": "Both are import errors in multimodal code, but they involve different missing symbols and fixes." }, { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "SIGLIP2 zero probabilities and Sam3Video CUDA OOM are unrelated failures." + "reason": "Gradient checkpointing in eval mode and auxiliary-loss handling in D-FINE are unrelated." }, { - "left": "issue:43577", + "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype propagation and Qwen3.5 checkpoint saving are different regression areas." + "reason": "Qwen3VL MoE loading and Qwen3.5 checkpoint save regressions are different bugs." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "One is a model-loading regression; the other is a save_pretrained key-serialization regression." + "reason": "Docs mismatch for return_all_scores is unrelated to an unrecognized-model config error." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Video-classification pipeline processor lookup is unrelated to remote_code model breakage." + "reason": "The placeholder data issue and FP8 inference on B200 are unrelated." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "General dependency trouble is not the same as a specific PEFT version pin being unreleased." + "reason": "A Python compatibility regression is not the same as a generic dependency issue." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + "reason": "Unrecognized model config and failure to unwrap text_config are both config-related, but they are different mechanisms and model families." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Pipeline processor mismatch and Gemma4 PLE device placement are unrelated." + "reason": "t5gemma embedding resizing and Whisper empty transcription after align_special_tokens are unrelated." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "Custom processor/tokenizer regression and DeepSeek tokenizer output regression are different bugs." + "reason": "Phi4MultimodalConfig default handling and Llama4Config missing pad_token_id are separate config bugs." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Documentation problems in different areas; no shared underlying change." + "reason": "Missing load-balancing loss and mm_token_type_ids defaults affect different training behaviors." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:44521", + "right": "issue:45325", "accept": false, - "reason": "A missing HybridCache export and a broad 'many import errors' report are too vague to treat as the same concrete bug." + "reason": "All-zero assistant masks and still-image rope scaling are different multimodal preprocessing bugs." } ] }, @@ -10562,64 +10651,74 @@ "component_index": 1, "component_count": 17, "review_unit_index": 34, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:33290", - "issue:42175", + "issue:38175", + "issue:39692", + "issue:41950", "issue:42994", "issue:43065", - "issue:43262", + "issue:43295", "issue:43299", "issue:43317", "issue:43441", "issue:43450", + "issue:43577", "issue:43650", "issue:43653", - "issue:43673", - "issue:43723", - "issue:43761", "issue:43854", "issue:43901", "issue:43976", - "issue:43994", "issue:44016", - "issue:44162", - "issue:44261", - "issue:44263", "issue:44279", "issue:44291", "issue:44297", - "issue:44361", + "issue:44351", "issue:44462", "issue:44466", - "issue:44521", + "issue:44617", "issue:44623", - "issue:44671", "issue:44683", "issue:44749", "issue:44779", "issue:44898", + "issue:45020", "issue:45081", + "issue:45216", "issue:45276", - "issue:45397", + "issue:45278", + "issue:45357", + "issue:45397", "issue:45405", "issue:45542", "issue:45593", "issue:45600", "issue:45656", "issue:45712", + "issue:45812", "issue:45823", "issue:45834", "issue:45907", "issue:46132" ], "soft_pairs": [ + "issue:38175|issue:44617", + "issue:43577|issue:45216", + "issue:43299|issue:45357", + "issue:41950|issue:45020", + "issue:44279|issue:45405", + "issue:41950|issue:45823", + "issue:44779|issue:45812", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:44351|issue:45278", "issue:44683|issue:45542", "issue:43976|issue:45405", "issue:43299|issue:43854", @@ -10631,220 +10730,210 @@ "issue:44466|issue:45276", "issue:44016|issue:44291", "issue:43441|issue:45834", - "issue:45600|issue:45712", "issue:42994|issue:43317", - "issue:43653|issue:45593", "issue:44623|issue:45397", + "issue:45600|issue:45712", + "issue:43653|issue:45593", "issue:44623|issue:44749", "issue:33290|issue:45656", - "issue:43065|issue:44898", - "issue:44261|issue:44263", - "issue:44361|issue:45593", - "issue:44016|issue:45823", - "issue:44671|issue:44779", - "issue:42175|issue:43976", - "issue:43262|issue:44521", - "issue:43441|issue:44683", - "issue:43723|issue:44162", - "issue:43901|issue:43994", - "issue:43673|issue:43761" + "issue:43065|issue:44898" ], - "prepared_review_unit_hash": "d95a1255608510e609f2e65329d3ddef3cab5f9b8377921f8730e631894d15f6", + "prepared_review_unit_hash": "70ee55981bd3cb48ca4d4b9128ac3c0151749d7a1c9039c0a718e2b9ae49e93f", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36012, - "estimated_input_tokens": 9003, - "estimated_eval_tokens": 18262 + "serialized_chars": 36005, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster does not contain a convincing duplicate set: the items span unrelated bug reports across tokenizers, model loading, quantization, and docs. No soft pair looks safe to merge. If one issue must anchor the cluster, #44521 is the most active and broadly referenced report.", - "confidence": 0.22, - "canonical_issue_reason": "Issue #44521 is the strongest representative in this set: it is open, has the most inbound references/discussion, and describes a concrete, actionable bug. There is no clearer duplicate anchor among the other issues.", + "summary": "This cluster is heterogeneous: the paired issues cover unrelated bugs across tokenizers, model loading/saving, processors, docs, deepspeed, and quantization. I do not see any pair that is clearly the same underlying defect or change, so none of the soft edges should be merged.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#44521 is the best issue to keep as the triage target because it is the most active and well-scoped report in the group, whereas the others are mostly unrelated one-off regressions.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:38175", + "right": "issue:44617", "accept": false, - "reason": "Different failure modes and code paths: flex attention compilation on torch 2.9 vs missing TensorFlow backend packaging." + "reason": "Different models and failure modes: zero probabilities in SigLIP2 vs CUDA OOM in Sam3Video." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "Both are dependency-related, but one is a Python version support issue and the other is a PEFT version bump; not the same bug." + "reason": "Distinct regressions: BLIP2 dtype persistence vs Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:43299", - "right": "issue:43854", + "right": "issue:45357", "accept": false, - "reason": "Both are model-loading reports, but they concern different models and distinct loading failures." + "reason": "Different Qwen variants and different code paths: model loading vs save_pretrained visual-encoder key serialization." }, { - "left": "issue:43650", - "right": "issue:46132", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "One is a placeholder/data request, the other is an AttentionInterface behavioral change; unrelated." + "reason": "Video-classification processor selection bug is unrelated to remote_code model breakages." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "Both involve tokenizers, but one is AutoTokenizer ignoring tokenizer.json and the other is a Mistral regex patch crash; different root causes." + "reason": "Too vague on the left and a specific PEFT version bump on the right; no clear same bug." }, { - "left": "issue:43450", - "right": "issue:44279", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "A video processor shape bug is unrelated to a generic dependency issue." + "reason": "Different bugs in different subsystems: video pipeline processor lookup vs Gemma4 device-mismatch during forward." }, { - "left": "issue:44297", - "right": "issue:44462", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is a different bug from AutoTokenizer preferring the wrong source file." + "reason": "Both are tokenizer regressions, but model-specific DeepSeek wrong tokens and Granite wrong token IDs are not the same concrete defect." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "Tokenizer regex crash and list_repo_files revision forwarding are separate code paths." + "reason": "Processor.tokenizer regression and DeepSeek tokenizer output regression are separate issues." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Both touch Gemma4 weights/embeddings, but one is serialization of tied weights and the other is resize_token_embeddings propagation." + "reason": "Both mention docs, but one is a SigLIP2 example with errors and the other is a pipeline API documentation mismatch." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Notebook syntax error vs init_empty_weights TypeError are unrelated issues." + "reason": "Both mention import failures, but the specific missing HybridCache symbol does not match the broader upgrade breakage." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "Different models and different bugs: FlashAttention failure vs OCR long-input index error." + "reason": "Completely unrelated: torch flex_attention compilation vs TensorBoard/TensorFlow backend installation issue." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Both are repository hygiene/compatibility issues, but one is stale auto_mappings entries and the other is leftover dummy classes." + "reason": "Python version compatibility and PEFT version pinning are unrelated." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Quantized save failure and dequantized gpu/cpu offload loading failure are different problems." + "reason": "Different models and symptoms: Qwen3VL MoE loading vs GLM-4.7-Flash test loading." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:43650", + "right": "issue:46132", "accept": false, - "reason": "BigBirdTokenizer special-token registration is unrelated to D-FINE auxiliary loss handling." + "reason": "Generic filler issue vs AttentionInterface.register behavior change; no shared code-path defect." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "Processor save_pretrained missing files and gemma-4 zero3 from_pretrained are different bugs." + "reason": "AutoTokenizer ignoring repository tokenizer.json is different from Mistral regex patch crashing on backend_tokenizer access." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:43450", + "right": "issue:44279", "accept": false, - "reason": "Processor file-saving behavior is unrelated to a data filtering slowdown after upgrade." + "reason": "Video processor batch-shape bug is unrelated to the generic dependency issue." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:44297", + "right": "issue:44462", "accept": false, - "reason": "Both mention deepspeed/optimizer, but one is OOM with Adafactor and the other is double optimizer stepping; not the same bug." + "reason": "Tokenizer save metadata mismatch is a different bug from AutoTokenizer ignoring tokenizer.json at load time." }, { - "left": "issue:43065", - "right": "issue:44898", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Different model/component bugs: a dummy Conv2d placeholder vs Perceiver interpolation failure." + "reason": "Mistral tokenizer patch crash and list_repo_files revision forwarding are separate code paths." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "These are separate GLM/MoE issues affecting different parts of the model stack." + "reason": "One is device-dependent lm_head serialization, the other is resize_token_embeddings not updating Gemma4 embeddings." }, { - "left": "issue:44361", - "right": "issue:45593", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "Tokenizer AttributeError and auxiliary-loss behavior are unrelated." + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "Notebook syntax error and Gemma4 device mismatch are unrelated." + "reason": "FlashAttention failure for Ministral-3 and long-ocr index error in Kosmos2.5 are different bugs." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Different regressions: CamemBERT masked LM predictions vs Deepseek tokenizer correctness." + "reason": "Quantized model saving failure and dequantized offload loading failure are different failure modes." }, { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "One is a missing TensorFlow backend in a torch install extra; the other is a Python version compatibility regression." + "reason": "processor.save_pretrained missing files is not the same issue as Gemma-4 zero3 from_pretrained." }, { - "left": "issue:43262", - "right": "issue:44521", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Both are apply_chat_template-related, but one is an audio sampling-rate default and the other is multimodal assistant mask generation; different bugs." + "reason": "Both are CI/repo hygiene issues, but they touch different files and problems." }, { - "left": "issue:43441", - "right": "issue:44683", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "Both mention attention/compilation performance, but they target different failures and models." + "reason": "BigBirdTokenizer special-token registration bug is unrelated to D-FINE auxiliary-loss behavior." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "Tokenizer loading from AutoTokenizer and ESM2 model breakage are not the same underlying issue." + "reason": "Missing processor save files and slower filtering after upgrading Transformers are unrelated." }, { - "left": "issue:43901", - "right": "issue:43994", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "Docs mismatch for TextClassificationPipeline is unrelated to SigLIP2 inference producing bad outputs." + "reason": "Deepspeed + Adafactor OOM and optimizer.step being called twice are not the same concrete bug." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:43065", + "right": "issue:44898", "accept": false, - "reason": "Generation cache regression and CLIPVision hidden_states bug are different code paths and symptoms." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to Perceiver image-classification resolution handling." } ] }, @@ -10860,66 +10949,75 @@ "component_index": 1, "component_count": 17, "review_unit_index": 35, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ - "issue:36246", "issue:41628", "issue:41950", + "issue:42175", "issue:42491", - "issue:42757", - "issue:42886", + "issue:43262", "issue:43299", - "issue:43352", + "issue:43441", "issue:43450", "issue:43525", - "issue:43526", "issue:43531", - "issue:43596", "issue:43643", "issue:43673", + "issue:43723", + "issue:43761", "issue:43784", "issue:43824", "issue:43881", "issue:43901", "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", "issue:44188", "issue:44220", "issue:44242", "issue:44246", + "issue:44261", + "issue:44263", "issue:44295", "issue:44297", "issue:44336", - "issue:44351", + "issue:44361", "issue:44373", - "issue:44485", "issue:44496", - "issue:44561", + "issue:44521", "issue:44589", "issue:44617", - "issue:44749", + "issue:44671", + "issue:44683", "issue:44779", - "issue:44857", - "issue:44871", - "issue:45003", - "issue:45250", - "issue:45292", "issue:45362", "issue:45397", "issue:45542", "issue:45561", "issue:45563", "issue:45593", - "issue:46132" + "issue:45823" ], "soft_pairs": [ - "issue:43450|issue:44617", + "issue:44261|issue:44263", + "issue:44361|issue:45593", + "issue:44016|issue:45823", + "issue:44671|issue:44779", + "issue:42175|issue:43976", + "issue:43441|issue:44683", + "issue:43262|issue:44521", + "issue:43723|issue:44162", + "issue:43901|issue:43994", + "issue:43673|issue:43761", "issue:44297|issue:45397", + "issue:43450|issue:44617", "issue:43824|issue:43976", "issue:43784|issue:45542", "issue:43525|issue:43881", @@ -10930,240 +11028,209 @@ "issue:44589|issue:45362", "issue:44336|issue:44373", "issue:45561|issue:45563", - "issue:42491|issue:43299", "issue:44295|issue:45397", + "issue:42491|issue:43299", "issue:44246|issue:44496", "issue:44242|issue:45593", "issue:43531|issue:45362", - "issue:43526|issue:45003", - "issue:41950|issue:44220", - "issue:42886|issue:46132", - "issue:44246|issue:44871", - "issue:44336|issue:44485", - "issue:36246|issue:42757", - "issue:36246|issue:44351", - "issue:45003|issue:45561", - "issue:44779|issue:45292", - "issue:44295|issue:44749", - "issue:43673|issue:44561", - "issue:36246|issue:43596", - "issue:44242|issue:44857", - "issue:43352|issue:45250" + "issue:41950|issue:44220" ], - "prepared_review_unit_hash": "8c71ec0f5ed56910ebe8c41e598e4703bd967493913a5f9201b307a94f97faca", + "prepared_review_unit_hash": "199848d52df288fccbd345f521a70152f6f552b2e1c116547d674b3edc09ec7b", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36689, - "estimated_input_tokens": 9173, - "estimated_eval_tokens": 18602 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35158, + "estimated_input_tokens": 8790, + "estimated_eval_tokens": 17836 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: import/export regressions, model-loading bugs, tokenizer/processor issues, and unrelated pipeline/loss/perf reports. I do not see any soft pair that is clearly the same underlying bug or change, so all soft edges should be rejected.", - "confidence": 0.57, - "canonical_issue_reason": "Issue 36246 is the most central item in the small import/export failure subset and has the strongest soft links to similar missing-symbol reports, making it the best available anchor even though the overall cluster is not a true duplicate set.", + "summary": "These issues are mostly unrelated regression reports across different model families and subsystems; none of the soft pairs look like true duplicates. No PRs are present in the set. The strongest single issue to represent the cluster is the open multimodal apply_chat_template bug.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44521 is the best representative here: it is open, detailed, reproducible, and has the most active cross-reference trail among the set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 36246 is the clearest representative of the only semi-coherent subcluster (import-name failures around transformers APIs).", + "best_issue_reason": "issue:44521 is the most actionable issue in this set because it has a concrete multimodal repro and ongoing discussion.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43450", - "right": "issue:44617", - "accept": false, - "reason": "Different failures: batched video processor shape bug vs Sam3Video CUDA OOM." - }, - { - "left": "issue:44297", - "right": "issue:45397", - "accept": false, - "reason": "Tokenizer save-config mismatch is unrelated to gemma-4 zero3 loading." - }, - { - "left": "issue:43824", - "right": "issue:43976", - "accept": false, - "reason": "Qwen2.5-VL import error and Python-version compatibility are separate issues." - }, - { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Sentence-transformers import NameError is unrelated to TensorBoard/TensorFlow backend detection." + "reason": "Different bugs: one is an MLA layernorm config precision issue, the other concerns torch.split return values in a GLM MoE indexer." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:44361", + "right": "issue:45593", "accept": false, - "reason": "Different model-loading failures on different models/code paths." + "reason": "Unrelated subsystems and symptoms: tokenizer AttributeError vs missing auxiliary losses in D-FINE." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Docstring mismatch for a pipeline flag is unrelated to intermittent import slowdown." + "reason": "Notebook syntax error and Gemma4 device-mismatch forward failure are different problems." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Both involve loading-time attributes, but the concrete bugs and code paths differ." + "reason": "Both are model-quality regressions, but they affect different models and code paths: CamemBERT MLM vs Deepseek tokenizer." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:42175", + "right": "issue:43976", "accept": false, - "reason": "Attention-kernel divergence and ANSI output in loading_report are unrelated." + "reason": "Package/backend install issue versus Python-version compatibility regression; not the same bug." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:43441", + "right": "issue:44683", "accept": false, - "reason": "Missing AutoImageProcessor import is not a Python-version support bug." + "reason": "FlashAttention failure in a specific model is separate from compiled flex_attention failing on newer torch." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:43262", + "right": "issue:44521", "accept": false, - "reason": "Float8 storage serialization error and Qwen3.5 chat crash are different failures." + "reason": "Both involve apply_chat_template, but one is an audio sampling-rate default and the other is an assistant mask bug for multimodal inputs." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Terminal ANSI formatting and a wrong docstring do not share the same bug." + "reason": "Different loading failures for different model families and APIs; not one underlying tokenizer issue." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:43901", + "right": "issue:43994", "accept": false, - "reason": "xdist file race and stale generate warning are unrelated test/runtime bugs." + "reason": "Docs mismatch for a pipeline argument is not the same as incorrect model outputs in SigLIP2." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Both mention Qwen MoE, but they affect different versions/models and different failure modes." + "reason": "One is cache handling during chunked prefill, the other is CLIPVision hidden_states behavior; different code paths." }, { - "left": "issue:44295", + "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "position_ids buffer read error is unrelated to gemma-4 zero3 loading." + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to Gemma-4 from_pretrained under ZeRO3." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:43450", + "right": "issue:44617", "accept": false, - "reason": "Import performance issue and unrecognized model/config issue are separate problems." + "reason": "Incorrect batched video processor shape is not the same as a CUDA OOM in Sam3Video." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Both involve missing losses, but they are distinct loss mechanisms in different models." + "reason": "Missing exported model class and Python version compatibility are unrelated issues." }, { - "left": "issue:43531", - "right": "issue:45362", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Qwen3-MoE sliding_window bug and Qwen3.5 chat crash are not the same concrete issue." + "reason": "Both mention missing backends/names, but one is a sentence-transformers import NameError and the other is an undefined tf backend installation issue." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast label reduction and sys.modules access are unrelated." + "reason": "A missing config attribute in Llama4 is not the same as GLM-4v loading failure." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Video-classification processor selection and fbank extraction are different subsystems." + "reason": "Pipeline docs text and slow import behavior are unrelated." }, { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated." + "reason": "Missing pad_token_id on a config object is different from missing fields when using trust_remote_code in AutoConfig." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Import slowdown and eos_token_id inconsistency are separate bugs." + "reason": "Torch.compile attention-kernel divergence is unrelated to ANSI codes in loading_report." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "ANSI codes in loading_report are unrelated to GLM-5 RoPE implementation." + "reason": "Importing AutoImageProcessor fails for a different reason than the Python-version regression." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Both are import errors, but they concern different symbols and different packages." + "reason": "A storage-type lookup error is a different failure mode from Qwen3.5 chat crashes." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Both are missing-symbol import failures, but not the same API or underlying bug." + "reason": "Console ANSI formatting and a wrong docstring for position_ids are not the same bug." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Unsafe sys.modules access and xdist capture-file race are unrelated." + "reason": "A pytest-xdist race in testing utils is unrelated to a stale generation warning." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "Tokenizer regression and embedding resize behavior are different code paths." + "reason": "Position_ids buffer handling and Gemma-4 zero3 loading are distinct failures." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "position_ids buffer access and data filtering slowdown are unrelated." + "reason": "Both involve Qwen3 MoE models, but one is LoRA compatibility across versions and the other is a model-loading regression in v5." }, { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Chunked-prefill cache bug and trust_remote_code model breakage are different regressions." + "reason": "Slow import performance is unrelated to unrecognized model config errors." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "Qwen2.5-VL import error and BertModel zero3 IndexError are unrelated." + "reason": "MoE load-balancing loss and D-FINE auxiliary losses are different loss-path bugs in different models." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:43531", + "right": "issue:45362", "accept": false, - "reason": "Missing auxiliary loss and LwDetrImageLoss AMP crash are different failures." + "reason": "A sliding_window issue in Qwen3-MoE is not the same as Qwen3.5 chat crashing." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "A specific model not supporting Flash Attention 2.0 is not the same as a generic Flash Attention 2.0 issue." + "reason": "Video-classification processor lookup and fbank feature extraction are separate audio/video pipeline issues." } ] }, @@ -11179,303 +11246,295 @@ "component_index": 1, "component_count": 17, "review_unit_index": 36, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ + "issue:36246", + "issue:42757", "issue:42886", "issue:43065", "issue:43232", "issue:43257", "issue:43262", + "issue:43352", "issue:43408", "issue:43475", + "issue:43526", "issue:43540", - "issue:43653", + "issue:43596", + "issue:43673", "issue:43901", - "issue:43931", - "issue:44060", - "issue:44077", "issue:44162", - "issue:44188", + "issue:44242", "issue:44246", + "issue:44295", "issue:44336", - "issue:44368", - "issue:44466", - "issue:44479", - "issue:44483", + "issue:44351", + "issue:44485", "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", "issue:44877", - "issue:44977", "issue:44987", "issue:44995", "issue:45003", "issue:45137", "issue:45200", - "issue:45229", + "issue:45250", "issue:45292", - "issue:45335", "issue:45375", - "issue:45397", "issue:45412", "issue:45459", - "issue:45563", + "issue:45561", "issue:45584", - "issue:45588", - "issue:45600", - "issue:45656", "issue:45701", "issue:45759", "issue:45987", "issue:46082", "issue:46123", - "issue:46170", - "issue:46202" + "issue:46132" ], "soft_pairs": [ + "issue:43526|issue:45003", + "issue:42886|issue:46132", + "issue:44336|issue:44485", + "issue:44246|issue:44871", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:45003|issue:45561", + "issue:44779|issue:45292", + "issue:44295|issue:44749", + "issue:36246|issue:43596", + "issue:44242|issue:44857", + "issue:43673|issue:44561", + "issue:43352|issue:45250", "issue:44162|issue:45200", "issue:43901|issue:45003", "issue:44496|issue:45003", + "issue:45412|issue:46123", "issue:43262|issue:44246", "issue:45292|issue:45584", - "issue:45412|issue:46123", "issue:43257|issue:45137", "issue:45292|issue:45701", "issue:45375|issue:45759", "issue:43232|issue:44336", "issue:44877|issue:45375", "issue:44987|issue:45459", - "issue:44479|issue:46170", "issue:43065|issue:43408", - "issue:43475|issue:43540", - "issue:45987|issue:46082", "issue:44995|issue:45200", - "issue:44466|issue:45335", - "issue:45397|issue:45656", - "issue:42886|issue:45229", - "issue:44483|issue:46202", - "issue:44060|issue:44077", - "issue:45137|issue:45600", - "issue:43653|issue:44162", - "issue:44995|issue:45588", - "issue:44368|issue:44977", - "issue:44188|issue:46202", - "issue:44877|issue:46170", - "issue:44368|issue:45563", - "issue:43931|issue:44368" + "issue:43475|issue:43540", + "issue:45987|issue:46082" ], - "prepared_review_unit_hash": "9a59b38f23a13c08ec101afe57f35202c3c3548674fc801451c014badc3ac108", + "prepared_review_unit_hash": "9c50f6ebf8290cd6219c885203dcd517ff57d6c0f3fe9c6334b28c044f21f891", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36744, - "estimated_input_tokens": 9186, - "estimated_eval_tokens": 18628 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35809, + "estimated_input_tokens": 8953, + "estimated_eval_tokens": 18162 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No safe duplicate cluster emerges from these titles alone; the soft pairs span different subsystems and should all be rejected. If forced to anchor the set, issue 45292 is the most general API regression here.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45292 is the clearest, most general report of the resize_token_embeddings/output_embeddings mismatch and is the best umbrella issue in this set.", + "summary": "The soft pairs are all false positives: they share superficial keywords or broad subsystem overlap, but not the same concrete bug/change. No PRs are present, and the issue set is heterogeneous rather than one duplicate cluster.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out; the items cover unrelated regressions, import errors, config mismatches, and performance/docs issues.", "canonical_pr_reason": null, - "best_issue_reason": "It is the broadest and most reusable duplicate anchor among otherwise unrelated reports, with a straightforward API-level bug description.", + "best_issue_reason": "Issue 45003 is the broadest internal code-path bug in the set and the closest thing to a representative anchor, but it is not a true duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44162", - "right": "issue:45200", - "accept": false, - "reason": "Different models and failures: ESM2 load breakage vs Gemma 4 token-type defaults." - }, - { - "left": "issue:43901", + "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch for pipeline args vs unsafe sys.modules access; unrelated code paths." + "reason": "Different subsystems and symptoms: Beit image processor label handling vs unsafe sys.modules access." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "Model config recognition error vs sys.modules access bug; not the same issue." + "reason": "Offline cache loading failure is unrelated to AttentionInterface.register changing function behavior." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Audio chat-template sampling-rate bug vs slow import; no shared bug path." + "reason": "ANSI output in loading_report has nothing to do with GLM-5 RoPE implementation." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Embedding resize propagation bug vs Whisper empty-transcription generation failure." + "reason": "Import latency and Gemma eos_token_id inconsistency are different bugs." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "RT-DETR memory retention vs MaskGenerationPipeline batch-finalization issue; unrelated." + "reason": "Different missing imports in different modules; not the same underlying failure." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Both mention DeepSpeed, but one is MoE weight conversion and the other is a deque underflow in ZeRO3." + "reason": "Qwen2.5 VL image processor import error is unrelated to missing HybridCache export." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "Resize-token-embeddings regression vs tokenization behavior changes across versions; different problems." + "reason": "sys.modules access bug and pytest-xdist file race are separate code paths." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Missing config field vs from_config text_config unwrapping; different composite-config bugs." + "reason": "Tokenizer correctness regression is not the same as resize_token_embeddings not updating output embeddings." }, { - "left": "issue:43232", - "right": "issue:44336", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Generation kwargs/sync_gpus bug vs ANSI codes in loading report; unrelated." + "reason": "Buffer/position_ids error vs data-filtering slowdown are unrelated." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Strict config loading problem vs missing field in a different config class; not the same bug." + "reason": "ImportError on Qwen2.5 VL is unrelated to DeepSpeed ZeRO3 BertModel index failure." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Model loading failure for a specific repo vs tokenizer protobuf-error masking; different failure modes." + "reason": "Missing load-balancing loss and AMP image-loss crash are different model behaviors." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "Video-input regression vs Windows ROCm torch.distributed import issue; unrelated." + "reason": "Chunked-prefill cache missing and removed is_torch_fx_available breaking trust_remote_code are unrelated regressions." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Dummy Conv2d in one SAM3 component vs model-type warning for a different SAM3 component." + "reason": "Specific Nemotron FA2 support error is not the same as a generic Flash Attention 2.0 issue." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "SAM3 vision encoder attribute error vs Qwen3OmniMoe video-processing ValueError; different code paths." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are different model-specific bugs." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Cache length return-type contract bug vs LlamaConfig head_dim validation; unrelated." + "reason": "Pipeline docs mismatch has no overlap with unsafe sys.modules access." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Stale indexer cache on second forward pass vs Gemma 4 token-type defaults; no overlap." + "reason": "Unrecognized model/config loading failure is unrelated to sys.modules access." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "Serialization of tied weights depends on device vs resize_token_embeddings not updating decoder embeddings; related theme but different concrete bugs." + "reason": "RT-DETR memory leak and MaskGenerationPipeline partial-batch dropping are different problems." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "Gemma-4 ZeRO3 from_pretrained bug vs optimizer step called twice with DeepSpeed; different behaviors." + "reason": "Audio sampling-rate default bug is unrelated to import slowness." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "Offline tokenizer cache loading vs Gemma4 multi-GPU OOM; unrelated." + "reason": "Embedding resize propagation and Whisper empty-transcription handling are different code paths." }, { - "left": "issue:44483", - "right": "issue:46202", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Chat-completions API request rejection vs Gemma pipeline roundtrip failure on \u2581; different surfaces." + "reason": "Qwen3 MoE weight conversion and ZeRO3 deque IndexError are not the same bug." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "Incorrect tied-weights warning vs patchtsmixer post_init allowance; unrelated." + "reason": "resize_token_embeddings behavior and version-dependent tokenization changes are distinct issues." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "ZeRO3 deque underflow vs stale Sam3LiteText references in auto_mappings; different fixes." + "reason": "Missing strict-config field and text_config unwrapping for composite Qwen configs are different failures." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:43232", + "right": "issue:44336", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug vs ESM2 load breakage; not the same issue." + "reason": "Generation kwargs update after sync_gpus is unrelated to ANSI escape codes in loading_report." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Stale cache bug vs flash_attention s_aux=None crash; unrelated." + "reason": "Both involve config validation, but they target different models and missing fields." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "Tie-word-embeddings warning vs flash-attention generation regression; different bugs." + "reason": "Model loading failure and protobuf-related tokenizer error masking are separate bugs." }, { - "left": "issue:44188", - "right": "issue:46202", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "torch.compile attention-kernel divergence vs Gemma pipeline token roundtrip failure; unrelated." + "reason": "SAM3 pixel decoder dummy conv2d and sam3_video vs sam3_tracker warning are different model issues." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Strict config loading vs Windows ROCm import/type error; not the same code path." + "reason": "Stale indexer cache crash is unrelated to Gemma 4 token-type defaults." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "Weight-tying warning vs stale paged-generate warning; unrelated warning sources." + "reason": "Missing fpn_position_embeddings and Qwen3OmniMoe video ValueError are not the same failure." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs tied-embedding warning; different model-load failures." + "reason": "StaticCache return-type contract bug and LlamaConfig head_dim validation are unrelated." } ] }, @@ -11491,310 +11550,317 @@ "component_index": 1, "component_count": 17, "review_unit_index": 37, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ - "issue:28282", - "issue:30990", - "issue:41628", - "issue:42371", + "issue:42886", "issue:42994", "issue:43065", "issue:43232", "issue:43475", "issue:43482", - "issue:43525", "issue:43643", "issue:43646", + "issue:43653", "issue:43673", "issue:43701", "issue:43827", - "issue:43873", + "issue:43931", "issue:44038", + "issue:44060", + "issue:44077", "issue:44162", "issue:44188", "issue:44297", - "issue:44351", "issue:44361", - "issue:44530", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", "issue:44623", - "issue:44661", "issue:44734", "issue:44749", "issue:44869", "issue:44871", - "issue:44933", - "issue:44945", - "issue:45081", - "issue:45092", - "issue:45103", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45137", + "issue:45229", "issue:45230", - "issue:45310", + "issue:45335", "issue:45356", - "issue:45375", "issue:45381", "issue:45397", - "issue:45406", - "issue:45478", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", "issue:45656", - "issue:46077", "issue:46123", "issue:46132", "issue:46170", "issue:46202" ], "soft_pairs": [ + "issue:44479|issue:46170", + "issue:44466|issue:45335", + "issue:45397|issue:45656", + "issue:42886|issue:45229", + "issue:44483|issue:46202", + "issue:45137|issue:45600", + "issue:44060|issue:44077", + "issue:43653|issue:44162", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:44188|issue:46202", + "issue:44368|issue:45563", + "issue:44877|issue:46170", + "issue:43931|issue:44368", "issue:43673|issue:44734", - "issue:44530|issue:46170", + "issue:45584|issue:46170", "issue:43065|issue:46123", "issue:44297|issue:44623", "issue:44361|issue:44749", "issue:44869|issue:45356", - "issue:43646|issue:44162", "issue:43232|issue:43673", - "issue:44623|issue:45656", + "issue:43646|issue:44162", "issue:44749|issue:45656", - "issue:43673|issue:43827", + "issue:44623|issue:45656", "issue:43701|issue:44749", + "issue:43673|issue:43827", "issue:44871|issue:46132", "issue:45230|issue:45397", - "issue:43475|issue:45381", - "issue:43475|issue:43643", "issue:42994|issue:43482", "issue:44038|issue:44623", - "issue:28282|issue:30990", - "issue:42371|issue:45092", - "issue:45406|issue:46202", - "issue:43475|issue:44661", - "issue:41628|issue:44933", - "issue:42994|issue:43525", - "issue:45375|issue:45478", - "issue:46077|issue:46123", - "issue:45081|issue:45103", - "issue:45310|issue:45375", - "issue:43873|issue:44945", - "issue:43232|issue:44188", - "issue:41628|issue:44351" + "issue:43475|issue:45381", + "issue:43475|issue:43643" ], - "prepared_review_unit_hash": "f52dd1565e5436653dc71cf262ca4af2c74474cc6886416b0f4fa784ccc99618", + "prepared_review_unit_hash": "204ad39764be03a2e0143df14ef0961f452be68b4073254ebe24f186ce3b822b", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36845, - "estimated_input_tokens": 9212, - "estimated_eval_tokens": 18680 + "soft_pair_count": 32, + "serialized_chars": 37210, + "estimated_input_tokens": 9303, + "estimated_eval_tokens": 18862 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many items are unrelated model- or feature-specific regressions, with only loose similarity around Transformers v5-era breakages. I did not find any soft pair that clearly looks like the same underlying bug.", - "confidence": 0.41, - "canonical_issue_reason": "issue:43646 is the broadest, most model-agnostic regression report in the set; the others are mostly narrower, unrelated bugs or different failure modes.", + "summary": "This cluster is highly heterogeneous: tokenizer, generation, multimodal, DeepSpeed/ZeRO, save_pretrained, docs, and model-specific regressions are all mixed together. None of the soft pairs look like the same underlying bug/change, so I reject all proposed merges.", + "confidence": 0.24, + "canonical_issue_reason": "Issue 45229 is the strongest standalone anchor in the set: it has by far the most discussion activity and a clear high-impact, concrete failure mode (Gemma4 multi-GPU CUDA OOM).", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best umbrella representative because it describes a generic v5 initialization regression rather than a single model or subsystem edge case.", + "best_issue_reason": "Issue 45229 is the best overall representative because it is the most actively discussed and most clearly actionable report among otherwise unrelated issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43673", - "right": "issue:44734", + "left": "issue:44479", + "right": "issue:46170", "accept": false, - "reason": "Both involve generation internals, but one is a missing cache state and the other is KV-cache tensor indexing in serve; different code paths." + "reason": "Video-input regression for Qwen models and a Windows/ROCm import dependency error are unrelated failures." }, { - "left": "issue:44530", - "right": "issue:46170", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Unrelated: one is a Qwen3.5 cache/group-type crash, the other is a Windows/ROCm torch.distributed import dependency issue." + "reason": "Both mention tied weights/embedding behavior, but one is a device-dependent serialization bug and the other is resize_token_embeddings not propagating to decoder.embed_tokens." }, { - "left": "issue:43065", - "right": "issue:46123", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Different subsystems and bugs: SAM3 pixel decoder dummy layer vs pipeline batch-finalization dropping results." + "reason": "Gemma-4 ZeRO3 from_pretrained failure is not the same bug as optimizer.step being called twice under deepspeed." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Both touch save_pretrained, but one is tokenizer metadata and the other is processor file emission; not the same bug." + "reason": "HF_HUB_OFFLINE cache loading and Gemma4 multi-GPU OOM are completely different code paths." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:44483", + "right": "issue:46202", "accept": false, - "reason": "Tokenizer AttributeError and data filtering slowdown are unrelated." + "reason": "OpenAI chat-completions request validation and Gemma pipeline token roundtrip failure are unrelated." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Both are tokenizer-adjacent, but they affect different models and different failure mechanisms." + "reason": "ZeRO3 deque IndexError and stale Sam3LiteText references in auto_mappings.py are different problems." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Generic custom model initialization regression vs ESM2-specific breakage; no shared concrete code path." + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are unrelated model/config issues." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Both are generation issues, but one is sync_gpus kwargs handling and the other is chunked_prefill cache behavior." + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are different tokenizer/model regressions." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "Processor save_pretrained file handling and deepspeed optimizer stepping are unrelated." + "reason": "Stale indexer cache on second forward pass and flash_attention s_aux=None AttributeError are different failure modes." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "A performance regression in filtering is not the same as duplicated optimizer steps." + "reason": "A tied-embeddings warning is not the same as a flash-attention generation correctness bug." }, { - "left": "issue:43673", - "right": "issue:43827", + "left": "issue:44188", + "right": "issue:46202", "accept": false, - "reason": "Generation cache bug vs documentation still referencing removed pipeline APIs; different artifact types." + "reason": "torch.compile attention-kernel divergence and Gemma tokenizer roundtrip failure do not share the same root cause." }, { - "left": "issue:43701", - "right": "issue:44749", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "Checkpoint key mismatch and data filtering slowdown are unrelated." + "reason": "A tied-weights warning and a stale num_return_sequences warning are unrelated." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:44877", + "right": "issue:46170", "accept": false, - "reason": "EOS config mismatch and AttentionInterface.register behavior change do not share the same bug." + "reason": "Strict granite_speech config loading and Windows/ROCm import failures are unrelated." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "The titles are too generic/specific mismatch; no evidence they describe the same from_pretrained failure." + "reason": "Qwen3-VL weight-shape mismatch is not the same as a tie_word_embeddings warning." }, { - "left": "issue:43475", - "right": "issue:45381", + "left": "issue:43673", + "right": "issue:44734", "accept": false, - "reason": "Different vision bugs: missing fpn_position_embeddings in SAM 3 vs wrong vision_position_ids in qwen2.5-vl." + "reason": "Both involve generation cache, but one is missing cache during chunked_prefill and the other is wrong tensor indexing in serve continuation." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:45584", + "right": "issue:46170", "accept": false, - "reason": "SAM 3 encoder output field loss and trust_remote_code config field loss are different issues." + "reason": "Whisper empty-transcription generation and a torch.distributed import/type error are unrelated." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:43065", + "right": "issue:46123", "accept": false, - "reason": "Quantized model saving failure and GGUF loading failure are related only broadly to quantization, not the same bug." + "reason": "Sam3PixelDecoder dummy Conv2d and MaskGenerationPipeline partial-batch handling are different subsystems and bugs." }, { - "left": "issue:44038", + "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe regression and processor save_pretrained missing files are different code paths." + "reason": "tokenizer.save_pretrained writing the wrong tokenizer_class and processor.save_pretrained missing files are different serialization issues." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "ImportError for missing PyTorch vs loading stuck are completely different failure modes." + "reason": "MLukeTokenizer AttributeError and a performance regression after upgrade are unrelated." }, { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "TF32 settings guidance and InternVL2 meta-init incompatibility are unrelated." + "reason": "Whisper timestamp decode crash and Kimi-K2.5 codec handling regression are model-specific tokenizer bugs with different causes." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Gemma4 processor missing _tokenizer in serve and Gemma pipeline roundtrip on \u2581 are different problems." + "reason": "Both are generation-related, but sync_gpus/_update_model_kwargs_for_generation and chunked_prefill cache absence are distinct paths." }, { - "left": "issue:43475", - "right": "issue:44661", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "SAM 3 encoder output field issue vs TOKENIZER_MAPPING_NAMES model registration failure are unrelated." + "reason": "Custom model initialization breakage and ESM2 breakage are too generic and not the same underlying issue." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:44749", + "right": "issue:45656", "accept": false, - "reason": "Both are import errors, but they reference different missing symbols and likely different migration fixes." + "reason": "Filtering slowdown after upgrading Transformers and double optimizer.step under deepspeed are unrelated." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Quantized save failure and missing pad_token_id on Llama4Config are unrelated." + "reason": "Missing processor save_pretrained files is unrelated to optimizer.step being called twice." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:43701", + "right": "issue:44749", "accept": false, - "reason": "Both mention Qwen3.5 Moe, but one is a specific config-field drop and the other is a generic from_pretrained error; not enough to merge." + "reason": "Checkpoint resume key mismatch and inference slowdown are different failure modes." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:43673", + "right": "issue:43827", "accept": false, - "reason": "Gemma4 attention mask construction and partial-batch result dropping are unrelated." + "reason": "Generation cache missing during chunked_prefill and docs still referencing pipeline() are unrelated." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "Tokenizer regex patch crash and auto_docstring annotation handling are different subsystems." + "reason": "Gemma eos_token_id mismatch and AttentionInterface.register behavior change are separate issues." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Same model family, but one is a broad from_pretrained error and the other is a specific vision-config field being dropped; not clearly the same bug." + "reason": "A placeholder generic bug report does not match a specific Gemma-4 ZeRO3 from_pretrained failure." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "Quantization offloading and pipeline parallelism output corruption are different problems." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite directions and different bugs." }, { - "left": "issue:43232", - "right": "issue:44188", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Generation kwargs syncing and divergent attention kernels under torch.compile are different code paths." + "reason": "Qwen3-VL-Moe/v5 compatibility and processor.save_pretrained missing files are unrelated." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Missing fpn_position_embeddings on Sam3VisionEncoderOutput and wrong vision_position_ids in qwen2.5-vl video input are different model bugs." + }, + { + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Both are import-related, but AutoImageProcessor and HybridCache are separate missing exports with different fixes." + "reason": "A missing attribute in SAM3 vision output is not the same as trust_remote_code AutoConfig field loss." } ] }, @@ -11810,64 +11876,77 @@ "component_index": 1, "component_count": 17, "review_unit_index": 38, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ - "issue:30333", + "issue:28282", "issue:30990", - "issue:33290", - "issue:35141", "issue:36010", "issue:41628", "issue:42175", "issue:42222", + "issue:42371", "issue:42673", "issue:42831", "issue:42898", "issue:42994", "issue:43232", - "issue:43278", "issue:43377", - "issue:43479", + "issue:43475", "issue:43504", + "issue:43525", "issue:43526", "issue:43673", "issue:43704", - "issue:43723", - "issue:43784", "issue:43824", - "issue:43874", - "issue:43976", + "issue:43873", "issue:44038", - "issue:44079", "issue:44188", "issue:44222", "issue:44242", + "issue:44351", "issue:44496", "issue:44568", - "issue:44623", - "issue:44779", + "issue:44661", "issue:44792", - "issue:44869", "issue:44933", "issue:44945", "issue:44964", + "issue:45081", "issue:45092", + "issue:45103", "issue:45137", "issue:45200", "issue:45310", - "issue:45356", + "issue:45375", + "issue:45406", + "issue:45478", "issue:45561", "issue:45712", "issue:45753", - "issue:45812" + "issue:46077", + "issue:46123", + "issue:46202" ], "soft_pairs": [ + "issue:28282|issue:30990", + "issue:42371|issue:45092", + "issue:45406|issue:46202", + "issue:43475|issue:44661", + "issue:41628|issue:44933", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:46077|issue:46123", + "issue:45310|issue:45375", + "issue:45081|issue:45103", + "issue:43873|issue:44945", + "issue:43232|issue:44188", + "issue:41628|issue:44351", "issue:42673|issue:43704", "issue:44964|issue:45137", "issue:44945|issue:45753", @@ -11875,8 +11954,8 @@ "issue:44222|issue:45310", "issue:42831|issue:44222", "issue:36010|issue:41628", - "issue:43232|issue:44792", "issue:44038|issue:45310", + "issue:43232|issue:44792", "issue:43673|issue:44188", "issue:42175|issue:45712", "issue:44496|issue:45561", @@ -11885,245 +11964,229 @@ "issue:43377|issue:44242", "issue:42175|issue:44933", "issue:42898|issue:44568", - "issue:30990|issue:35141", - "issue:42222|issue:45200", - "issue:43976|issue:44933", - "issue:43278|issue:45137", - "issue:44623|issue:45310", - "issue:43479|issue:44869", - "issue:43479|issue:44079", - "issue:30333|issue:33290", - "issue:42898|issue:45812", - "issue:43784|issue:43824", - "issue:43723|issue:44568", - "issue:42898|issue:44779", - "issue:42898|issue:45356", - "issue:43874|issue:45092" + "issue:42222|issue:45200" ], - "prepared_review_unit_hash": "9f8a964e45ff03a64ad0eb09edddb3a0d792808954937f27cf02b1664457eeab", + "prepared_review_unit_hash": "49a8c2dccf839f939c0ab6f90b3b8d3f1812bee675b05fb2f05bcf68dae37bc9", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36919, - "estimated_input_tokens": 9230, - "estimated_eval_tokens": 18716 + "serialized_chars": 36894, + "estimated_input_tokens": 9224, + "estimated_eval_tokens": 18704 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of unrelated Transformers bug reports; only one pair is a clear duplicate. The rest share broad themes like v5 regressions, tokenizer issues, or import errors, but they describe different concrete code paths.", - "confidence": 0.74, - "canonical_issue_reason": "issue:42898 is the most broadly framed regression report in the set and best serves as an anchor among the tokenizer/v5 behavior-change issues.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers issue reports. The only clear duplicate-looking pair is the Qwen3.5 Moe from_pretrained failure (#45310 / #45478); everything else is similar only at the subsystem or model-family level, not the same concrete bug.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45310 is the strongest canonical issue because it is the earlier, more complete report of the exact Qwen3.5 Moe from_pretrained error that also appears in issue:45478.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the strongest overall issue to keep as the representative: it is concrete, user-visible, and broader than the model-specific crashes/import failures around it.", + "best_issue_reason": "issue:45310 is the best representative issue for the cluster because it anchors the only true duplicate pair and has the clearest, most specific bug description.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Exact same Qwen3ForCausalLM VRAM leak symptom and title; clear duplicate." + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Both are loading-related, but one is a missing PyTorch ImportError and the other is a hang while loading Sentence Transformers; different failure modes." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "Different failures: multimodal model loading vs DeepSpeed ZeRO3 deque underflow." + "reason": "TF32 behavior settings and InternVL2 meta-initialization compatibility are unrelated problems." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "Different bugs: pipeline-parallel output corruption vs image-triggered infinite loop." + "reason": "Gemma4 processor attribute failure and Gemma pipeline roundtrip on '\u2581' are different bugs." }, { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:43475", + "right": "issue:44661", "accept": false, - "reason": "Unrelated areas: quantized saving failure vs missing Qwen2.5-VL import." + "reason": "SAM 3 VisionEncoderOutput attribute error and add-new-model-like/tokenizer mapping logic are not the same code-path issue." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "Both involve MoE/FP8, but one is save_pretrained and the other is from_pretrained loading; not the same code-path bug." + "reason": "Both involve imports, but they concern different missing symbols from different modules and likely different fixes." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "Accuracy degradation in FineGrainedFP8 is different from FP8 save_pretrained behavior." + "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are distinct problems." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "Both are import errors, but for different symbols and modules; too broad to treat as one bug." + "reason": "Both mention Qwen3.5 Moe, but one is a missing config field in a vision config and the other is a from_pretrained loading error; not enough evidence they are the same bug." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:46077", + "right": "issue:46123", "accept": false, - "reason": "Generation kwargs update after sync_gpus is not the same as a Janus image-generation test failure." + "reason": "Bidirectional attention mask construction and partial-batch pipeline result dropping are unrelated." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "Both mention Qwen3-VL/MoE, but one is model compatibility and the other is a from_pretrained regression." + "reason": "Same model family, but one is a from_pretrained error and the other is a missing deepstack_visual_indexes field; different underlying defects." }, { - "left": "issue:43673", - "right": "issue:44188", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Chunked prefill cache issue and attention-kernel divergence under torch.compile are different generation bugs." + "reason": "Tokenizer regex patch crash and auto_docstring annotation handling are unrelated failures." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Packaging dependency omission is unrelated to leftover dummy classes leaking into dir(transformers)." + "reason": "Quantization offloading behavior and incorrect pipeline-parallel LLM output are different issues." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:43232", + "right": "issue:44188", "accept": false, - "reason": "Model-type/config loading error is unrelated to the pytest-xdist captured_info.txt race." + "reason": "GenerationMixin cache handling after sync_gpus and attention kernel branching under torch.compile are separate generation/runtime bugs." }, { - "left": "issue:43526", - "right": "issue:45561", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to test-file contention." + "reason": "Both are import errors, but they affect different exported symbols and code paths." }, { - "left": "issue:43504", - "right": "issue:45561", + "left": "issue:42673", + "right": "issue:43704", "accept": false, - "reason": "Legacy-field pretrained load failure is unrelated to the xdist race condition." + "reason": "These are the same title, but the later issue is a repeated report rather than clear evidence of one shared underlying bug fix target from the available text." }, { - "left": "issue:43377", - "right": "issue:44242", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Missing padding-mask support in MIMI encoder is unrelated to router-logit loss handling." + "reason": "Phi-4 multimodal model loading and DeepSpeed ZeRO3 deque IndexError are unrelated." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "Backend dependency packaging and missing image_utils import are different failures." + "reason": "Pipeline parallelism output corruption and Qwen3_5 image infinite loop are different symptoms and code paths." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different behaviors and code paths." + "reason": "Quantized model saving and Qwen2.5-VL import failure are unrelated." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Sentence-transformers loading hang is unrelated to embedding reinitialization after resize_token_embeddings." + "reason": "FP8 save_pretrained for MoE and Qwen3.5 Moe from_pretrained error are different concrete bugs." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "Vitpose breakage and Gemma 4 mm_token_type_ids defaulting are different model-specific issues." + "reason": "FP8 accuracy regression and FP8 save_pretrained MoE are separate FP8 issues." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Python version compatibility is unrelated to a missing image_utils import." + "reason": "GenerationMixin import failure and AutoImageProcessor import failure are both import problems, but not the same missing object or fix." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Embedding dtype drift in evaluate is unrelated to DeepSpeed ZeRO3 deque exhaustion." + "reason": "Qwen3-VL-Moe on transformers 5.0 and Qwen3.5 Moe from_pretrained error are different release/model compatibility problems." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Processor save_pretrained file omission is unrelated to Qwen3.5 MoE from_pretrained loading." + "reason": "Generation keyword update behavior and janus image-generation test failure are not the same bug." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:43673", + "right": "issue:44188", "accept": false, - "reason": "Phi-4 multimodal config initialization and Whisper timestamp decoding are different bugs." + "reason": "Missing GenerationMixin cache in chunked prefill and attention kernel divergence under torch.compile are different generation-path issues." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Multimodal config defaults and ModelOutput key assignment are unrelated." + "reason": "TensorFlow missing from a torch-only install and leftover dummy PT objects leaking without torch are packaging/configuration issues, but not the same one." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "MLflow reporting on training failure is unrelated to a DeepSpeed OOM." + "reason": "Unrecognized model/config issue and xdist race on captured_info.txt are unrelated." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:43526", + "right": "issue:45561", "accept": false, - "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is Granite token ID mapping; not the same bug." + "reason": "BeitImageProcessorFast label reduction bug and xdist race in testing utils are unrelated." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:43504", + "right": "issue:45561", "accept": false, - "reason": "Sentence-transformers import NameError and Qwen2.5-VL import error are distinct compatibility issues." + "reason": "Beit pretrained preset loading and xdist race are different code paths." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "AutoTokenizer loading in v5 and add_special_tokens/BOS-EOS behavior are different tokenizer failures." + "reason": "MIMI padding mask mismatch and MoE load balancing loss omission are different model bugs." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Different tokenizer regressions affecting different models and behaviors; not one concrete defect." + "reason": "TensorFlow packaging and image_utils import/export are unrelated." }, { "left": "issue:42898", - "right": "issue:45356", + "right": "issue:44568", "accept": false, - "reason": "Kimi-K2.5 codec handling/warning regression is separate from clean_up_tokenization_spaces behavior." + "reason": "clean_up_tokenization_spaces v5 behavior change and missing BOS/EOS insertion in a tokenizer are different tokenizer issues." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "GLM46V image-patch counting and InternVL2 meta-init incompatibility are unrelated multimodal issues." + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaults are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The one accepted pair (issue:42673 / issue:43704) is a clear duplicate from identical titles and symptoms, and the remaining false verdicts do not overclaim same-bug identity. The representative/canonical choice of issue:42898 is also supported as a broad tokenizer/v5 regression anchor among otherwise mostly unrelated reports." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -12132,70 +12195,82 @@ "component_index": 1, "component_count": 17, "review_unit_index": 39, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:22355", "issue:28282", "issue:30333", + "issue:30990", + "issue:33290", "issue:34689", "issue:35141", "issue:36331", - "issue:41628", - "issue:42757", "issue:42831", "issue:42898", "issue:43122", - "issue:43232", + "issue:43278", "issue:43479", "issue:43644", "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", "issue:44016", "issue:44060", "issue:44075", - "issue:44190", - "issue:44206", + "issue:44079", "issue:44222", - "issue:44263", "issue:44295", "issue:44297", - "issue:44373", "issue:44448", - "issue:44483", - "issue:44484", - "issue:44485", + "issue:44568", "issue:44623", "issue:44734", + "issue:44779", + "issue:44869", "issue:44933", - "issue:44977", - "issue:45071", "issue:45092", "issue:45103", "issue:45125", + "issue:45137", "issue:45245", "issue:45310", + "issue:45356", "issue:45405", - "issue:45406", "issue:45656", "issue:45712", - "issue:45834", - "issue:46082", + "issue:45812", "issue:46132", "issue:46209", "issue:46231" ], "soft_pairs": [ + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:43278|issue:45137", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:43479|issue:44079", + "issue:30333|issue:33290", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:43874|issue:45092", + "issue:42898|issue:45356", "issue:44734|issue:45103", "issue:44016|issue:46231", "issue:44075|issue:46231", "issue:44295|issue:45656", - "issue:42898|issue:44448", "issue:44060|issue:45125", + "issue:42898|issue:44448", "issue:45405|issue:45712", "issue:44448|issue:46132", "issue:44222|issue:44297", @@ -12206,250 +12281,244 @@ "issue:30333|issue:34689", "issue:42831|issue:44623", "issue:43122|issue:46209", + "issue:45245|issue:46132", "issue:30333|issue:36331", "issue:30333|issue:35141", "issue:28282|issue:30333", - "issue:45245|issue:46132", - "issue:22355|issue:28282", - "issue:44190|issue:46082", - "issue:45071|issue:46082", - "issue:44297|issue:45310", - "issue:41628|issue:42757", - "issue:44206|issue:45103", - "issue:43723|issue:44977", - "issue:44263|issue:45092", - "issue:43232|issue:45834", - "issue:44373|issue:44485", - "issue:44295|issue:44623", - "issue:44222|issue:44484", - "issue:44483|issue:45406" + "issue:22355|issue:28282" ], - "prepared_review_unit_hash": "1a0de16096931b6974944cb756916ed270395ebd6b9d834b4e9aff8f7b756840", + "prepared_review_unit_hash": "cdc511341d9b672f8aa5b804e5a2788d041b890c5ff362aa2eaf320d9ff8aabe", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37303, - "estimated_input_tokens": 9326, - "estimated_eval_tokens": 18908 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37335, + "estimated_input_tokens": 9334, + "estimated_eval_tokens": 18924 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: import errors, training/runtime bugs, tokenizer regressions, docs issues, and multimodal/model-specific defects are all mixed together. I found no true duplicate issue pair among the soft candidates, so this does not look like a single canonical-bug cluster.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits: the items span unrelated subsystems and failure modes, so selecting one as the cluster representative would be misleading.", + "summary": "This cluster is not a true duplicate group; it mixes unrelated import, tokenizer, training, multimodal, optimizer, and documentation issues. None of the soft pairs look like the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue: the items are too heterogeneous to share one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue. If forced, the most-discussed issue is not semantically representative of the rest of the set.", + "best_issue_reason": "No global best issue: there is no single representative bug that safely covers the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility failure vs a nonexistent import from image_utils; different modules and causes." + }, + { + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Serve KV-cache crash and auto-docstring annotation handling are unrelated code paths." + "reason": "Loading hang vs embedding reinitialization during post_init; unrelated code paths." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Notebook syntax error and a docstring parameter-name mismatch are different bug classes." + "reason": "Dtype mismatch in eval vs DeepSpeed ZeRO3 deque error; different failure modes." }, { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Unused optimizer args and documentation mismatch are not the same defect." + "reason": "Processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained failure; not the same bug." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Position_ids buffer access and double optimizer stepping with DeepSpeed are unrelated." + "reason": "Default config initialization bug vs Whisper timestamp decode crash; unrelated." }, { - "left": "issue:42898", - "right": "issue:44448", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Both involve v5 behavior changes, but one is tokenization cleanup and the other is Pegasus output drift; not the same bug." + "reason": "Config default handling vs ModelOutput key assignment; different components." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Tied-weights warning corruption and missing _tp_plan for tensor parallelism are different Qwen3 MoE issues." + "reason": "MLflow reporting on failed jobs vs optimizer OOM in DeepSpeed; unrelated runtime problems." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:42898", + "right": "issue:45812", "accept": false, - "reason": "PEFT version pinning and leftover dummy classes are unrelated maintenance problems." + "reason": "Tokenizer cleanup behavior change vs Granite token-id regression; both tokenizer-related but different concrete bugs." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Model output regression and AttentionInterface.register behavior change are different code paths." + "reason": "Sentence-transformers import NameError vs missing Qwen2.5-VL export; different missing symbols." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "FP8 save_pretrained for MoE and tokenizer_class mismatch on save_pretrained are different serialization bugs." + "reason": "AutoTokenizer loading issue vs add_special_tokens not adding BOS/EOS for one tokenizer; different tokenizer bugs." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "Missing image_utils import and dummy_pt_objects leakage are both import-related, but not the same issue." + "reason": "clean_up_tokenization_spaces behavior vs Deepseek incorrect tokenization; not the same regression." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Tokenizer save metadata bug and optimizer double-step bug are unrelated." + "reason": "Missing image patch method vs old InternVL2 meta-init incompatibility; different multimodal issues." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "Config default initialization and non-persistent buffer corruption are separate initialization problems." + "reason": "Tokenizer cleanup change vs Kimi codec-handling regression; separate tokenizer problems." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 MoE serialization and the other is processor file output; different failures." + "reason": "KV-cache indexing crash in serve vs auto_docstring annotation crash; unrelated subsystems." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:44016", + "right": "issue:46231", "accept": false, - "reason": "MLflow job reporting and Llama 3.2 model-loading regression are unrelated." + "reason": "Notebook syntax error vs documentation parameter-name mismatch; not a duplicate." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:44075", + "right": "issue:46231", "accept": false, - "reason": "FP8 accuracy and processor save_pretrained missing files are unrelated." + "reason": "Optimizer arguments ignored vs docs typo about parameter name; unrelated." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Tokenization drift across versions and FP8 inference on B200 are different problem areas." + "reason": "Position_ids buffer access bug vs DeepSpeed optimizer step called twice; different code paths." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Failed-job MLflow reporting and Trainer compute_loss signature break are unrelated." + "reason": "Incorrect tied-weights warning in Qwen3-Next vs missing _tp_plan in Qwen3.5 MoE; both model-specific but distinct defects." }, { - "left": "issue:30333", - "right": "issue:35141", + "left": "issue:42898", + "right": "issue:44448", "accept": false, - "reason": "MLflow reporting and embedding resize reinitialization are different training-stack bugs." + "reason": "Tokenizer behavior change vs Pegasus v4/v5 output difference; not the same underlying issue." }, { - "left": "issue:28282", - "right": "issue:30333", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Missing torch import and MLflow job-status reporting are unrelated import vs tracking issues." + "reason": "PEFT version bump problem vs leftover dummy classes; unrelated." }, { - "left": "issue:45245", + "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Category-count runtime limit and AttentionInterface.register behavior change do not share a code path." + "reason": "Pegasus output regression vs AttentionInterface.register behavior change; different features." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch support." + "reason": "FP8 save_pretrained bug vs tokenizer_class mismatch in tokenizer_config.json; different save_pretrained issues." }, { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Local dataset loading and LlamaConfig head_dim validation are unrelated." + "reason": "Missing image_utils import vs dummy classes leaking into dir(transformers); unrelated cleanup problems." }, { - "left": "issue:45071", - "right": "issue:46082", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "PretrainedConfig type-checking break and head_dim validation are different config issues." + "reason": "Tokenizer metadata mismatch vs DeepSpeed optimizer step duplication; unrelated." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained failure are not the same bug." + "reason": "Default vision/audio config initialization vs non-persistent buffers filled with junk; different mechanisms." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Missing AutoImageProcessor and missing is_offline_mode are separate import/export failures." + "reason": "FP8 MoE save_pretrained issue vs processor.save_pretrained missing files; both serialization-related but not the same artifact or bug." }, { - "left": "issue:44206", - "right": "issue:45103", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "LasrFeatureExtractor argument handling and auto-docstring annotation parsing are unrelated." + "reason": "MLflow job-status reporting vs Llama 3.2 Vision model loading break; unrelated." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "Tokenizer loading regression and flash-attention generation bug are unrelated." + "reason": "FineGrainedFP8 accuracy problem vs processor.save_pretrained missing files; different subsystems." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "torch.split return-value handling and InternVL2 meta-init incompatibility are different defects." + "reason": "Tokenization differences across versions vs FP8 inference failure on B200; unrelated." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "Generation kwarg update logic and long OCR index error are unrelated." + "reason": "Category-cardinality runtime error vs AttentionInterface.register behavior change; unrelated." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "Docstring typo and GLM-5 RoPE implementation discussion are not duplicates." + "reason": "MLflow reporting issue vs Trainer compute_loss signature mismatch; different training bugs." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:30333", + "right": "issue:35141", "accept": false, - "reason": "Position_ids buffer access and processor save_pretrained missing files are different bugs." + "reason": "Failed-job reporting vs embedding reinitialization; unrelated." }, { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:28282", + "right": "issue:30333", "accept": false, - "reason": "FP8 MoE save_pretrained bug and a max_shard_size question are unrelated." + "reason": "Missing PyTorch import dependency vs MLflow job reporting; unrelated." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Chat/completions request handling and Gemma4Processor missing _tokenizer are different failures." + "reason": "Missing transformers.onnx module vs missing PyTorch dependency; both import errors but different root causes." } ] }, @@ -12465,16 +12534,14 @@ "component_index": 1, "component_count": 17, "review_unit_index": 40, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ - "issue:22355", - "issue:28218", "issue:30990", "issue:38175", "issue:39401", @@ -12487,277 +12554,304 @@ "issue:43066", "issue:43232", "issue:43479", - "issue:43576", "issue:43723", - "issue:43756", "issue:43761", - "issue:43784", "issue:43824", "issue:44038", - "issue:44060", - "issue:44117", + "issue:44190", + "issue:44206", + "issue:44222", "issue:44261", "issue:44263", + "issue:44295", + "issue:44297", "issue:44360", "issue:44373", "issue:44442", - "issue:44464", + "issue:44483", + "issue:44484", + "issue:44485", "issue:44514", "issue:44568", - "issue:44671", - "issue:44704", + "issue:44623", "issue:44829", "issue:44871", "issue:44913", + "issue:44977", "issue:44991", + "issue:45071", "issue:45092", "issue:45103", "issue:45278", "issue:45310", "issue:45357", - "issue:45593", - "issue:45753", + "issue:45406", + "issue:45834", "issue:46002", "issue:46050", - "issue:46082", - "issue:46132" + "issue:46082" ], "soft_pairs": [ + "issue:44190|issue:46082", + "issue:45071|issue:46082", + "issue:44297|issue:45310", + "issue:41628|issue:42757", + "issue:44206|issue:45103", + "issue:43723|issue:44977", + "issue:44263|issue:45092", + "issue:43232|issue:45834", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:44222|issue:44484", + "issue:44483|issue:45406", "issue:43761|issue:46082", "issue:45092|issue:45357", "issue:43723|issue:44871", "issue:44263|issue:44360", - "issue:30990|issue:38175", "issue:44261|issue:45092", + "issue:30990|issue:38175", "issue:44514|issue:45103", "issue:43723|issue:44991", "issue:42907|issue:46050", "issue:44829|issue:46002", "issue:43723|issue:44442", - "issue:43479|issue:44913", "issue:42831|issue:45310", - "issue:41628|issue:43824", + "issue:43479|issue:44913", "issue:44263|issue:44373", + "issue:41628|issue:43824", "issue:42831|issue:44038", "issue:39401|issue:44568", "issue:42886|issue:43066", "issue:42886|issue:42994", - "issue:42757|issue:45278", - "issue:43232|issue:45593", - "issue:22355|issue:28218", - "issue:42831|issue:45753", - "issue:44464|issue:46082", - "issue:44117|issue:44704", - "issue:43756|issue:44060", - "issue:44671|issue:46132", - "issue:43576|issue:43784" + "issue:42757|issue:45278" ], - "prepared_review_unit_hash": "ce5b783029c309cdff20f65ab8fe952fbeb8aa835202b9f3b78035b81a8083f6", + "prepared_review_unit_hash": "5b29b6cfbc66bca23c004b001ea0a4e70700d849e292cea346d74d1c5087c3b2", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35811, - "estimated_input_tokens": 8953, - "estimated_eval_tokens": 18162 + "soft_pair_count": 32, + "serialized_chars": 36924, + "estimated_input_tokens": 9231, + "estimated_eval_tokens": 18718 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports; the only strong duplicate candidates are the v5 AutoTokenizer loading regressions.", - "confidence": 0.69, - "canonical_issue_reason": "Issue 43723 is the broadest, clearest tokenizer-loading regression and can serve as the umbrella representative for the v5 AutoTokenizer failures.", + "summary": "No strong duplicate cluster emerges from these pairs. Most are unrelated regressions or import/config issues, with a few tokenizer-loading reports that are similar in theme but not clearly the same underlying bug.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43723 is the broadest, most representative report in the set: a generic v5 tokenizer-loading failure. If one issue must anchor the tokenizer-related subset, it best captures the shared symptom surface.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43723 is the best overall representative because it describes a concrete, reusable failure mode in a core API (`AutoTokenizer.from_pretrained`) rather than a narrow model-specific symptom.", + "best_issue_reason": "issue:43723 is the best standalone representative because it is broad, user-facing, and closest to a cluster center; the other candidates are mostly more specific or different in failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Different areas: local dataset loading vs LlamaConfig validation." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Type-checking regression is unrelated to explicit head_dim validation." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different code paths." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature-extractor center-arg crash is unrelated to auto-docstring annotation handling." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Both mention model loading behavior, but one is tokenizer loading and the other is flash-attention generation." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer split behavior is unrelated to remote-code meta-init incompatibility." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring wording and GLM-5 RoPE implementation are not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading registered position_ids differs from processor.save_pretrained file omission." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained failure is unrelated to shard-size discussion." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection and Gemma4Processor missing _tokenizer are different failures." + }, { "left": "issue:43761", "right": "issue:46082", "accept": false, - "reason": "Different APIs and failures: CLIPVision hidden state regression vs LlamaConfig head_dim validation." + "reason": "CLIPVisionModel hidden_states regression is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Different models and different save/load paths; both are multimodal but not the same bug." + "reason": "Meta-init incompatibility and incorrect visual encoder keys are different save/load problems." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Both involve tokenizer/model config behavior, but one is a generic v5 load failure and the other is an eos_token_id mismatch." + "reason": "Generic tokenizer-loading regression is not the same as eos_token_id config inconsistency." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Same area of DSA indexer code, but one is a torch.split issue and the other is a missing ReLU; different bugs." + "reason": "Same module family, but split-return behavior and missing ReLU are distinct concrete issues." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Completely different symptoms and models: loading hang vs zero probabilities." + "reason": "MLA rms_norm_eps precision issue is unrelated to remote-code checkpoint meta-init failure." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Unrelated model/config bugs: missing rms_norm_eps vs multimodal meta-init incompatibility." + "reason": "Sentence-transformers load hang and zero probabilities in SigLIP2 are unrelated." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Different subsystems and failure modes; processor batching crash vs auto-docstring annotation crash." + "reason": "Batched chat template padding crash is unrelated to annotation introspection in auto-docstring." }, { "left": "issue:43723", "right": "issue:44991", - "accept": true, - "reason": "Both describe the same v5 tokenizer-loading regression through `AutoTokenizer.from_pretrained` failing on specific models." + "accept": false, + "reason": "Both are tokenizer-loading problems, but the specific model failure is not enough to confirm the same underlying bug." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both concern quantized model persistence, but they affect different quantization flows and are not clearly the same defect." + "reason": "Quantized saving failures, but different quantization paths and symptoms." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Different training/initialization failures in different code paths; not the same underlying bug." + "reason": "Degenerate training with flash_attention_3 is unrelated to NaNs after checkout/init." }, { "left": "issue:43723", "right": "issue:44442", - "accept": true, - "reason": "Same underlying AutoTokenizer v5 loading failure, with FastSpeech2ConformerTokenizer as a concrete instance." - }, - { - "left": "issue:43479", - "right": "issue:44913", "accept": false, - "reason": "Different config-loading problems in unrelated model families." + "reason": "Both involve tokenizer loading, but the specific tokenizer-class failure is not clearly the same regression as the generic v5 issue." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "Distinct bugs: FineGrainedFP8 accuracy issue vs Qwen3.5 MoE from_pretrained error." + "reason": "FineGrainedFP8 accuracy loss and Qwen3.5 MoE from_pretrained error are different bugs." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:43479", + "right": "issue:44913", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different root causes." + "reason": "Default vision/audio config initialization is unrelated to GPTNeoX rotary_pct reload behavior." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "One is a functional DSA indexer bug; the other is only a docstring issue." + "reason": "Indexer split semantics and docstring text are not the same issue." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports: AutoImageProcessor versus Qwen2_5_VLForConditionalGeneration." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Different model-specific problems with no shared concrete failure mode." + "reason": "FineGrainedFP8 accuracy issue and Qwen3-VL-Moe bug are different FP8/VL regressions." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Different tokenizer bugs: offset mapping vs missing BOS/EOS insertion." + "reason": "Tokenizer offset_mapping bug is unrelated to BOS/EOS insertion regression." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading failure vs wrong decoder type in v5; different bugs." + "reason": "Offline cache loading failure is unrelated to wrong tokenizer decoder type." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Both involve saving/loading, but one is offline tokenizer cache loading and the other is quantized model saving." + "reason": "Offline tokenizer cache loading and quantized model saving are unrelated." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "The latter is a broad report of many import errors; not the same concrete import bug as missing `is_offline_mode`." - }, - { - "left": "issue:43232", - "right": "issue:45593", - "accept": false, - "reason": "Different model-generation vs detection-training issues with no shared code-path defect." - }, - { - "left": "issue:22355", - "right": "issue:28218", - "accept": false, - "reason": "Unrelated import error vs tokenizer spacing behavior." - }, - { - "left": "issue:42831", - "right": "issue:45753", - "accept": false, - "reason": "Different Qwen/image symptom and a separate FP8 accuracy issue." - }, - { - "left": "issue:44464", - "right": "issue:46082", - "accept": false, - "reason": "Compiled-forward generation inconsistency is unrelated to LlamaConfig head_dim validation." - }, - { - "left": "issue:44117", - "right": "issue:44704", - "accept": false, - "reason": "Different loader assumptions: tokenizer mapping None vs processor kwargs not passed through." - }, - { - "left": "issue:43756", - "right": "issue:44060", - "accept": false, - "reason": "Different model architecture issues: RoPE-layer dropping vs tied-weights warning behavior." - }, - { - "left": "issue:44671", - "right": "issue:46132", - "accept": false, - "reason": "CamemBERT masked-LM regression and AttentionInterface.register behavior change are separate bugs." - }, - { - "left": "issue:43576", - "right": "issue:43784", - "accept": false, - "reason": "Broken `transformers env` CLI and sentence-transformers import NameError are different failures." + "reason": "A specific missing hub helper is not the same as a broad multi-import regression." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge calls are conservative. The only accepted pairs are plausible v5 AutoTokenizer-loading duplicates, while the rest are appropriately rejected as different APIs, models, or failure modes." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -12766,70 +12860,78 @@ "component_index": 1, "component_count": 17, "review_unit_index": 41, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ + "issue:22355", "issue:28218", "issue:30990", "issue:33357", - "issue:36296", "issue:39401", "issue:41628", "issue:42371", + "issue:42831", "issue:42907", "issue:43116", "issue:43122", "issue:43232", "issue:43408", - "issue:43452", "issue:43475", + "issue:43576", "issue:43646", + "issue:43756", "issue:43784", - "issue:43824", - "issue:43906", "issue:43937", "issue:43976", - "issue:44038", + "issue:44060", + "issue:44117", "issue:44188", - "issue:44222", "issue:44261", "issue:44263", "issue:44295", "issue:44297", - "issue:44351", "issue:44360", "issue:44373", + "issue:44464", "issue:44485", "issue:44488", "issue:44514", "issue:44521", - "issue:44625", + "issue:44671", "issue:44704", "issue:44743", - "issue:44779", - "issue:44829", "issue:44945", "issue:44964", "issue:45200", - "issue:45216", "issue:45278", "issue:45290", - "issue:45478", + "issue:45593", "issue:45600", - "issue:46002" + "issue:45753", + "issue:46002", + "issue:46082", + "issue:46132" ], "soft_pairs": [ - "issue:43646|issue:46002", + "issue:43232|issue:45593", + "issue:22355|issue:28218", + "issue:42831|issue:45753", + "issue:44464|issue:46082", + "issue:44117|issue:44704", + "issue:43756|issue:44060", + "issue:43576|issue:43784", + "issue:44671|issue:46132", "issue:42371|issue:44263", + "issue:43646|issue:46002", "issue:43122|issue:44521", "issue:44295|issue:44297", - "issue:30990|issue:33357", "issue:44188|issue:44373", + "issue:30990|issue:33357", "issue:44704|issue:45290", "issue:44261|issue:44373", "issue:42907|issue:44945", @@ -12844,239 +12946,210 @@ "issue:39401|issue:44521", "issue:43116|issue:45200", "issue:42907|issue:44964", - "issue:44360|issue:44485", - "issue:44038|issue:44297", - "issue:44625|issue:44829", - "issue:44038|issue:44295", - "issue:28218|issue:30990", - "issue:43122|issue:44779", - "issue:42907|issue:43452", - "issue:36296|issue:43116", - "issue:44038|issue:44222", - "issue:43824|issue:44351", - "issue:43122|issue:43906", - "issue:45216|issue:45478" + "issue:44360|issue:44485" ], - "prepared_review_unit_hash": "58a0edf5737d713b88b5b17d53054242e2169fe727e78e192453dea839d3142e", + "prepared_review_unit_hash": "05c7965dd3395fb4bce3411cbb18a6e1d49e210dcef6cdb8e2ac5a079bd4987a", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36858, - "estimated_input_tokens": 9215, - "estimated_eval_tokens": 18686 + "soft_pair_count": 29, + "serialized_chars": 35959, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are largely near-matches by subsystem only, but they describe different concrete bugs and should stay separate. I do not see a single canonical duplicate cluster here, and there are no PRs in the set.", - "confidence": 0.93, - "canonical_issue_reason": "No single issue is a strong canonical representative: the items span unrelated tokenizer, import, generation, multimodal, and parallelism regressions. The tokenizer-related ones also target different failure modes.", + "summary": "The cluster is not duplicate-coherent: most items are unrelated point bugs or broad release regressions, with only weak lexical overlap. No soft edge looks like the same underlying change or code-path bug.", + "confidence": 0.18, + "canonical_issue_reason": "Issue 45278 is the broadest representative of the few version-upgrade/import-regression reports, but there is no strong true duplicate center in this set.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue candidate stands out for duplicate consolidation. The closest thematic overlaps are still too specific and different in root cause to safely absorb the others.", + "best_issue_reason": "Issue 45278 is the best overall stand-in because it is the most general user-facing regression report; the rest are mostly unrelated one-off bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation-kwargs bug vs D-FINE auxiliary-loss behavior; unrelated code paths." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing module import vs tokenizer spacing regression; no shared underlying bug." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs multimodal infinite loop; different model/features." + }, + { + "left": "issue:44464", + "right": "issue:46082", + "accept": false, + "reason": "Compiled chunked generation inconsistency vs LlamaConfig validation; not the same defect." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping fallback bug vs AutoProcessor kwarg forwarding; separate loading failures." + }, + { + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Different problems: custom model initialization breakage vs NaNs in classification heads after checkout/init." + "reason": "Smollm3 RoPE layer omission vs Qwen3-Next tied-weights warning; different model-specific issues." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI/env command breakage vs missing nn import in sentence-transformers integration; unrelated." + }, + { + "left": "issue:44671", + "right": "issue:46132", + "accept": false, + "reason": "CamemBERT MLM prediction regression vs AttentionInterface.register behavior change; not the same bug." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "Unrelated bugs: TF32 API setting warning/behavior vs incorrect torch.split return values in a GLM MoE indexer." + "reason": "TF32 settings warning vs GlmMoeDsaIndexer split handling; unrelated subsystems." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model init breakage vs NaNs in classification heads; different failure modes." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Both involve tokenization/chat templating, but one is a version-to-version tokenizer regression and the other is multimodal assistant mask generation; different code paths." + "reason": "Tokenizer output changed across versions vs chat-template multimodal masks; not the same issue." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Position_ids buffer read error and tokenizer_class mismatch on save_pretrained are different serialization/model state issues." + "reason": "position_ids buffer read error vs tokenizer_class mismatch on save; no shared code-path." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Completely different failures: Sentence Transformers loading hang vs MacOS bus error with a CLIP model." + "reason": "torch.compile attention-kernel divergence vs docstring typo; clearly unrelated." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to a wrong docstring for position_ids." + "reason": "Model loading hang vs Mac bus error on CLIP; both load-related but different concrete bugs." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "AutoProcessor cached_file kwargs forwarding is a loader plumbing issue; apply_chat_template crashing on tool-call assistant messages is a chat templating bug." + "reason": "cached_file kwargs forwarding vs apply_chat_template crash on tool-call messages; different processors." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "MLA layernorm precision/config bug vs docstring mismatch; not the same underlying issue." + "reason": "MLA layer precision/config bug vs docstring issue; no duplicate relation." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models and incorrect output under pipeline parallelism are different model/runtime bugs." + "reason": "Saving dequantized models vs pipeline-parallel output mismatch; unrelated." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Qwen3 tokenizer offset_mapping regression is unrelated to failing to load a specific model checkpoint." + "reason": "Qwen3 offset_mapping bug vs failure to load a specific model; different tokenizer/model problems." }, { "left": "issue:43232", "right": "issue:44743", "accept": false, - "reason": "Both touch generation/cache state, but one is sync_gpus update kwargs behavior and the other is recurrent state reset in modular_qwen3_5; different paths." + "reason": "Generation kwargs sync issue vs recurrent-state reset in modular_qwen3_5; separate generation bugs." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Import-time NameError in sentence-transformers vs stale auto_mappings entries for removed Sam3LiteText configs." + "reason": "Import NameError in sentence-transformers vs stale auto_mappings config references; unrelated breakages." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility issue vs wrong outputs under pipeline parallelism." + "reason": "Python version compatibility regression vs pipeline parallelism output error; not the same issue." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Single AutoImageProcessor import regression is not the same as a broad set of import errors after upgrading." + "reason": "Specific AutoImageProcessor import failure is only one possible symptom of a broader import-regression report, not the same concrete bug." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Different bugs: model saving of dequantized weights vs invalid GenerationConfig for GLM-5." + "reason": "Dequantized-save failure vs invalid GenerationConfig for GLM-5; unrelated." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Tokenizer regression across versions and a Qwen2.5-VL batched apply_chat_template crash are not the same concrete bug." + "reason": "Version-dependent tokenization difference vs batched chat-template crash; different components." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "SAM3 model-type warning and missing vision encoder attribute are distinct SAM3 issues." + "reason": "Model-type warning vs missing fpn_position_embeddings attribute; same family but not the same defect." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Qwen3 offset_mapping regression and multimodal assistant_masks being all zero are different tokenizer outputs." + "reason": "Tokenizer offset mapping bug vs multimodal assistant mask bug; unrelated template/tokenization paths." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Multi-label classification example returning empty results is unrelated to mm_token_type_ids defaults for Gemma 4 text-only fine-tuning." + "reason": "Example script returning empty classification results vs Gemma 4 mm_token_type_ids defaulting; different models and failure modes." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Saving dequantized models and loading Phi-4 multimodal instruct are unrelated." + "reason": "Saving dequantized Ministrals/Devstrals vs loading Phi-4 multimodal instruct; unrelated." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer activation-function discussion is unrelated to GLM-5 RoPE implementation." - }, - { - "left": "issue:44038", - "right": "issue:44297", - "accept": false, - "reason": "Qwen3-VL-Moe load/behavior issue and tokenizer_class mismatch on save_pretrained are different failure modes." - }, - { - "left": "issue:44625", - "right": "issue:44829", - "accept": false, - "reason": "num_labels propagation in Qwen3.5 config and flash_attention_3 degenerate training are unrelated." - }, - { - "left": "issue:44038", - "right": "issue:44222", - "accept": false, - "reason": "Both mention Qwen3-VL-Moe/FP8, but one is a general 5.0 incompatibility and the other is a specific FP8 save_pretrained bug; not clearly the same root cause." - }, - { - "left": "issue:28218", - "right": "issue:30990", - "accept": false, - "reason": "Tokenizer added-space behavior and Sentence Transformers loading hang are unrelated." - }, - { - "left": "issue:43122", - "right": "issue:44779", - "accept": false, - "reason": "Both are tokenizer regressions, but one is a broad version-to-version tokenization difference and the other is a Deepseek-specific incorrect-result report." - }, - { - "left": "issue:42907", - "right": "issue:43452", - "accept": false, - "reason": "Saving dequantized models and gguf_file breaking AutoTokenizer/AutoModelForCausalLM are different load/save issues." - }, - { - "left": "issue:36296", - "right": "issue:43116", - "accept": false, - "reason": "Tensor parallel training bug and empty multi-label classification results are unrelated." - }, - { - "left": "issue:44038", - "right": "issue:44222", - "accept": false, - "reason": "Shared model family mention is not enough; these are different Qwen3-VL-Moe bugs and do not look mergeable into one fix." - }, - { - "left": "issue:43824", - "right": "issue:44351", - "accept": false, - "reason": "ImportError for Qwen2_5_VLForConditionalGeneration and missing HybridCache are different missing-export problems." - }, - { - "left": "issue:43122", - "right": "issue:43906", - "accept": false, - "reason": "A tokenizer regression and an isolated reproduction of another issue are not the same concrete bug." - }, - { - "left": "issue:45216", - "right": "issue:45478", - "accept": false, - "reason": "Both involve Qwen3.5 and version 5.4+, but one is a bad saved checkpoint from save_pretrained while the other is a from_pretrained load error; not enough to treat as one bug." + "reason": "DSA indexer missing ReLU vs GLM-5 RoPE implementation discussion; not the same code-path." } ] }, @@ -13092,63 +13165,74 @@ "component_index": 1, "component_count": 17, "review_unit_index": 42, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:22355", + "issue:28218", "issue:29127", "issue:29159", - "issue:33453", + "issue:30990", + "issue:36296", "issue:38617", - "issue:39401", "issue:42175", - "issue:42222", "issue:42371", "issue:42673", "issue:42757", - "issue:43064", + "issue:42907", "issue:43066", "issue:43116", + "issue:43122", "issue:43278", - "issue:43441", + "issue:43452", "issue:43493", "issue:43611", - "issue:43673", "issue:43784", - "issue:43825", + "issue:43824", "issue:43874", + "issue:43906", "issue:43937", "issue:43976", "issue:43992", "issue:44038", - "issue:44075", - "issue:44117", + "issue:44222", + "issue:44295", + "issue:44297", "issue:44351", "issue:44355", "issue:44485", + "issue:44625", "issue:44704", "issue:44779", - "issue:44936", + "issue:44829", "issue:44938", "issue:44945", "issue:45072", - "issue:45083", + "issue:45216", "issue:45278", - "issue:45357", "issue:45446", "issue:45478", - "issue:45563", - "issue:45588", "issue:45753", "issue:46002", "issue:46231" ], "soft_pairs": [ + "issue:44038|issue:44297", + "issue:44625|issue:44829", + "issue:44038|issue:44295", + "issue:28218|issue:30990", + "issue:42907|issue:43452", + "issue:43122|issue:44779", + "issue:36296|issue:43116", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:43122|issue:43906", + "issue:45216|issue:45478", "issue:43784|issue:45446", "issue:42757|issue:44351", "issue:22355|issue:29159", @@ -13157,223 +13241,212 @@ "issue:42673|issue:45072", "issue:43493|issue:45753", "issue:43992|issue:44704", - "issue:22355|issue:29127", "issue:43066|issue:44779", + "issue:22355|issue:29127", "issue:44355|issue:46231", "issue:38617|issue:45278", - "issue:43611|issue:46002", "issue:43937|issue:44485", - "issue:43976|issue:45446", + "issue:43611|issue:46002", "issue:43116|issue:43493", "issue:42371|issue:43874", - "issue:42222|issue:43441", - "issue:44075|issue:44936", - "issue:45357|issue:45478", - "issue:44038|issue:45478", - "issue:43116|issue:43825", - "issue:45083|issue:45446", - "issue:43064|issue:43673", - "issue:43937|issue:45563", - "issue:44117|issue:45588", - "issue:39401|issue:44779", - "issue:33453|issue:39401" + "issue:43976|issue:45446" ], - "prepared_review_unit_hash": "ebea56aa878d8648332a8358815ec9c474403a257e6e64c9f1c4b1bf0002ce17", + "prepared_review_unit_hash": "f0b911f58c084aac2a6e42febf447e4d39fa5711111a4a4e4b1b69d174d505cf", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35083, - "estimated_input_tokens": 8771, - "estimated_eval_tokens": 17798 + "serialized_chars": 35105, + "estimated_input_tokens": 8777, + "estimated_eval_tokens": 17810 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most soft pairs are superficially similar (tokenizer, import, v5 regressions) but point to different code paths or symptoms. I found no pair that looks like a true duplicate or mergeable PR-equivalent.", - "confidence": 0.57, - "canonical_issue_reason": "issue:45278 is the broadest representative of the repeated upgrade/import-regression theme in this set, so it is the best single issue to anchor the cluster despite the mixed topics.", + "summary": "This cluster is broadly heterogeneous: most pairs only share a subsystem name (tokenizer, import, Qwen/MoE, training, etc.) but describe different bugs or code paths. I found no true duplicate PR-style matches, and none of the soft edges are strong enough to accept as the same underlying issue.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44038 is the best representative of the cluster\u2019s densest real subtheme: a concrete Qwen/Transformers 5.x regression with multiple nearby soft matches, while most other items are isolated or orthogonal.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 has the widest scope and most umbrella-like title for the cluster's recurring import/error-after-upgrade reports, making it the best overall representative issue.", + "best_issue_reason": "issue:44038 is the most central and actionable issue here; it has the clearest concrete bug report and the strongest adjacency to other Qwen/MoE regression reports, even though they are not duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43784", - "right": "issue:45446", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "Both are import/runtime errors, but they involve different symbols and subsystems (`nn` missing vs PyTorch version check for `AuxRequest`); not the same bug." + "reason": "Different bugs: Qwen3-VL-MoE/Transformers 5.0 regression vs tokenizer save_pretrained class-name mismatch." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Different missing imports from different packages (`huggingface_hub` vs `transformers`); only the symptom matches." + "reason": "Different code paths: num_labels propagation in Qwen3.5 config vs flash_attention_3 training degeneration." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "One is a missing module import, the other is a tokenizer behavior inconsistency; unrelated code paths." + "reason": "Unrelated failures: Qwen3-VL-MoE bug vs position_ids buffer read error." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:28218", + "right": "issue:30990", "accept": false, - "reason": "Embedding dtype drift during eval is not the same as incorrect pipeline-parallel generation output." + "reason": "Tokenizer spacing regression vs Sentence Transformers loading hang; different symptoms and components." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Packaging/dependency backend issue and Python 3.14 load failure are different release problems." + "reason": "Different save/load bugs: dequantized save_pretrained failure vs gguf_file model/tokenizer loading breakage." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM usage is unrelated to dtype mismatch bugs in inference." + "reason": "Both are tokenizer regressions, but they affect different models and behaviors; not the same underlying bug." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Both are multimodal model issues, but the models and failure modes differ completely (SigLIP2 discrepancy vs Qwen3.5 image infinite loop)." + "reason": "Tensor parallel training bug vs example script returning empty multi-label results; unrelated." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Both touch `from_pretrained`, but one misses a weight key and the other fails to pass kwargs to `cached_file`; different paths." + "reason": "Qwen3-VL-MoE Transformers 5.0 issue vs FP8 save_pretrained on MoE; different failure modes." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Missing `transformers.onnx` and unclear layoutlmv3 box-validation messaging are unrelated." + "reason": "Different import failures for different symbols/packages; not the same broken API." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:43122", + "right": "issue:43906", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is decoder type selection and the other is incorrect Deepseek tokenization output; not the same fix." + "reason": "The titles point to different tokenizer/regression reports; no evidence they share the same concrete bug." }, { - "left": "issue:44355", - "right": "issue:46231", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Compiled-file errors and a docs-only parameter-name mismatch are not the same underlying issue." + "reason": "Both involve Qwen3.5, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading error." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:43784", + "right": "issue:45446", "accept": false, - "reason": "The broad import-error report is related in theme, but this is a specific missing symbol from a different module; not the same concrete bug." + "reason": "Sentence-transformers import NameError vs flex_attention version-check bug; unrelated." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "Model loading with `base_model_prefix` and NaNs in classification heads are unrelated." + "reason": "Both are import errors, but for different packages/symbols and different root causes." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "Both mention GLM-5, but one is invalid generation config and the other is a RoPE implementation discussion; different failures." + "reason": "No module named transformers.onnx is unrelated to slow/fast tokenizer inconsistency." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Python version compatibility and a PyTorch import/version check are different release blockers." + "reason": "Embedding dtype drift in evaluate vs incorrect output under pipeline parallelism; different problems." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "Example-script multi-label classification output issue is unrelated to SigLIP2 model discrepancy." + "reason": "Package backend dependency issue vs Python 3.14 load failure; not the same bug." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "TF32 API guidance and a missing multimodal helper method are unrelated." + "reason": "VRAM leak in multi-threaded dataloading vs bfloat16 dtype mismatches in inference; different code paths." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "Vitpose model breakage and Ministral-3 FlashAttention failure are separate model-specific issues." + "reason": "Different multimodal model bugs: SigLIP2 discrepancy vs Qwen3_5 image infinite loop." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "SGD argument handling and trainer evaluate-after-train failure are different trainer bugs." + "reason": "Missing state in UMT5Encoder vs AutoProcessor kwargs not forwarded; unrelated loader paths." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "Both are Qwen3.5-related, but one is `save_pretrained` key regression and the other is `from_pretrained` loading error; different code paths." + "reason": "v5 tokenizer decoder-type regression vs Deepseek tokenization regression; same area, different bug." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "Both involve Qwen3-family MoE models, but the model variants and failures differ; not mergeable into one fix." + "reason": "Different issues entirely: missing onnx module vs LayoutLMv3 box-validation message clarity." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:44355", + "right": "issue:46231", "accept": false, - "reason": "Classification example output and pipeline translation-task messaging are unrelated." + "reason": "Compiled file import/runtime errors vs documentation parameter-name mismatch; not duplicates." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "A helper-length computation bug in qwen3_omni_moe is unrelated to a flex_attention import/version check." + "reason": "A specific missing import is not the same as a broad report of many import errors after upgrade." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Wrong optimizer state on nonzero ranks and missing generation cache during chunked prefill are different distributed-training/generation bugs." + "reason": "GLM-5 generation config invalidity vs RoPE implementation discussion; different bug surfaces." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "Invalid generation config and a stale warning in paged generate are not the same issue." + "reason": "Model loading with base_model_prefix vs NaNs in classification heads; unrelated." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Tokenizer mapping assumptions and flash-attention `s_aux=None` handling are unrelated." + "reason": "Example-script multi-label output bug vs SigLIP2 implementation discrepancy; different models and paths." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Both are tokenizer bugs, but one is wrong offset mapping and the other is wrong tokenization output for Deepseek; different concrete defects." + "reason": "TF32 API guidance vs missing multimodal processor method; unrelated." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Tokenizer loading regression and offset-mapping bug are related only at a high level; they are not the same underlying failure." + "reason": "Python-version compatibility issue vs incorrect PyTorch version gate for AuxRequest import; different root causes." } ] }, @@ -13389,63 +13462,75 @@ "component_index": 1, "component_count": 17, "review_unit_index": 43, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ + "issue:33453", "issue:38617", "issue:39401", "issue:41628", "issue:42222", - "issue:42371", - "issue:42490", "issue:42617", "issue:42673", - "issue:42831", - "issue:43066", - "issue:43122", + "issue:43064", + "issue:43116", "issue:43408", "issue:43421", + "issue:43441", "issue:43450", "issue:43582", + "issue:43673", "issue:43742", + "issue:43825", "issue:43827", "issue:43906", "issue:43937", "issue:43986", + "issue:44038", + "issue:44075", "issue:44117", - "issue:44220", - "issue:44261", "issue:44291", "issue:44380", "issue:44410", "issue:44466", - "issue:44484", - "issue:44496", + "issue:44779", "issue:44829", - "issue:44877", - "issue:44933", + "issue:44936", "issue:44977", "issue:45071", "issue:45081", + "issue:45083", "issue:45216", - "issue:45278", "issue:45310", "issue:45341", + "issue:45357", "issue:45405", "issue:45446", - "issue:45542", + "issue:45478", "issue:45561", + "issue:45563", + "issue:45588", "issue:46002", "issue:46077", - "issue:46178", - "issue:46231" + "issue:46178" ], "soft_pairs": [ + "issue:42222|issue:43441", + "issue:44075|issue:44936", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:33453|issue:39401", + "issue:39401|issue:44779", + "issue:44117|issue:45588", "issue:44380|issue:46077", "issue:43827|issue:45446", "issue:42673|issue:43906", @@ -13455,222 +13540,218 @@ "issue:44466|issue:46002", "issue:45405|issue:45446", "issue:44117|issue:45081", - "issue:45341|issue:45561", "issue:42222|issue:46178", + "issue:45341|issue:45561", "issue:44410|issue:45310", "issue:38617|issue:41628", "issue:44829|issue:45216", - "issue:39401|issue:43421", "issue:42617|issue:45341", + "issue:39401|issue:43421", "issue:42673|issue:43582", - "issue:43408|issue:43742", - "issue:42371|issue:44261", - "issue:42490|issue:42673", - "issue:44877|issue:46231", - "issue:38617|issue:44220", - "issue:44484|issue:45310", - "issue:43937|issue:44496", - "issue:44933|issue:45278", - "issue:43066|issue:43122", - "issue:42222|issue:45542", - "issue:42371|issue:42831" + "issue:43408|issue:43742" ], - "prepared_review_unit_hash": "f9f548422d3746ce819342a6dac32cabb387aa192b4190b85856c67663e9a36b", + "prepared_review_unit_hash": "25ca9e2a566e5d01e89b5576124838c66c4fa64a6d36431b5bd1b5dbc34db3b4", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35434, - "estimated_input_tokens": 8859, - "estimated_eval_tokens": 17974 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36349, + "estimated_input_tokens": 9088, + "estimated_eval_tokens": 18432 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a mix of unrelated Transformers regressions and model/backend-specific bugs, with only broad topical overlap around v5/API breakage and tokenizer/import behavior. None of the soft pairs look like true duplicates under a strict triage pass.", - "confidence": 0.77, - "canonical_issue_reason": "issue:45278 is the best umbrella issue: it captures the broad \"upgrade to 5.5.0 causes many import errors\" regression theme that recurs across several items, even though the cluster also contains other unrelated model/runtime bugs.", + "summary": "These items are mostly unrelated Transformers issues spanning different models, APIs, and subsystems. The soft pairs share only broad topical overlap, not the same concrete bug/change, so none should be merged as duplicates. No pull requests are present.", + "confidence": 0.82, + "canonical_issue_reason": "issue:42673 has the clearest, most reproducible bug report and the highest signal as a representative issue; the rest are unrelated bugs across different models/subsystems.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the strongest representative for the cluster\u2019s shared API/import regression pattern and is broad enough to anchor the duplicate set better than the narrower model-specific reports.", + "best_issue_reason": "issue:42673 is the strongest standalone issue here: it describes a concrete VRAM leak with an explicit multi-dataloader-thread repro and active discussion.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Both are attention/mask problems, but one is GPT2 backend scaling behavior and the other is Gemma4 bidirectional masking; different models and code paths." + "reason": "Different failures: VitPose model breakage vs Ministral-3 FlashAttention import/runtime issue." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "One is a docs cleanup about removed pipeline() references; the other is a version-check bug for AuxRequest import in flex_attention. No duplicate-grade overlap." + "reason": "Unrelated bugs: ignored SGD args vs trainer.evaluate() failing after train()." }, { - "left": "issue:42673", - "right": "issue:43906", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM with multiple dataloader threads is unrelated to an isolated reproduction of another issue." + "reason": "Same model family but different code paths: save_pretrained key serialization vs from_pretrained loading error." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Batched video processor shape handling and AutoProcessor crash without torchvision are different failures in the video stack." + "reason": "Different Qwen variants and different symptoms; no evidence of the same underlying bug." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Different models and symptoms: invalid GenerationConfig for GLM-5 versus flash-attention generation problems for Qwen3.5." + "reason": "Example script empty results vs pipeline() error-message regression are distinct issues." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "Both involve v5-era loading/type handling, but one is an init_empty_weights/_is_hf_initialized TypeError and the other is PretrainedConfig type checking." + "reason": "Different subsystems: qwen3_omni_moe helper logic vs flex_attention version check." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "Serialization of lm_head.weight depending on device is not the same bug as NaNs appearing in classification heads after checkout/init." + "reason": "Trainer/FSDP optimizer-state bug is unrelated to GenerationMixin cache missing in chunked_prefill." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "A missing PyPI release for MIN_PEFT_VERSION is a dependency-version issue, not the same as the flex_attention PyTorch version check bug." + "reason": "Both generation-related, but invalid GenerationConfig and stale warning behavior are different bugs." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Tokenizer mapping returning None and a Mistral regex patch crash are both tokenizer-related, but they are distinct root causes." + "reason": "Tokenizer loading regression vs Qwen3 offset_mapping bug; different failure modes." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "Both touch testing_utils.py, but one is a generic bug report and the other is a pytest-xdist race on captured_info.txt; not the same issue." + "reason": "Both tokenizer correctness bugs, but for different models and different outputs (offset mapping vs general results)." }, { - "left": "issue:42222", - "right": "issue:46178", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "Vitpose model breakage and an undefined tensorflow_text backend are unrelated failures." + "reason": "Tokenizer mapping None-handling vs flash_attention s_aux=None crash are unrelated." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "Qwen3Next missing projections and Qwen3.5 MoE from_pretrained errors are different model-specific problems." + "reason": "Different attention behavior bugs in different models; not the same code-path problem." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "Two separate import errors for different symbols; they do not point to the same underlying defect." + "reason": "Docs/pipeline references are unrelated to the flex_attention PyTorch version-check bug." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:42673", + "right": "issue:43906", "accept": false, - "reason": "FlashAttention 3 training degeneration and incorrect save_pretrained checkpoint serialization are different bugs." + "reason": "43906 is only a reproduction of another issue (#38071); no evidence it matches the VRAM leak in 42673." }, { - "left": "issue:39401", - "right": "issue:43421", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "Wrong offset_mapping for Qwen3 tokenization and runtime post-processor updates for special tokens are related only at a high level." + "reason": "Video processor batch-shape bug vs AutoProcessor dependency crash; different underlying causes." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "A 3d_parallel.py runtime problem is unrelated to a testing_utils.py bug." + "reason": "Both involve generation, but GLM-5 config validation and Qwen3.5 flash-attn generation are distinct issues." }, { - "left": "issue:42673", - "right": "issue:43582", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "A VRAM leak in Qwen3ForCausalLM is not the same as a TypeError in caching_allocator_warmup on Apple Silicon." + "reason": "Different rc/v5 type-check regressions affecting separate loading paths." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "Different model-loading warnings/errors for unrelated models and configs." + "reason": "Serialization of tied weights is unrelated to NaNs in classification heads on checkout/init." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "TF32 settings guidance is unrelated to the MLA q_a_layernorm precision/config bug." + "reason": "Release/versioning concern for PEFT is unrelated to the flex_attention import/version bug." }, { - "left": "issue:42490", - "right": "issue:42673", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "A trailing-slash local-model import warning and a Qwen3 VRAM leak are different issues." + "reason": "Different tokenizer bugs: mapping lookup vs Mistral regex patch crash." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "Strict config loading for granite_speech and a docs parameter-name mismatch are unrelated." + "reason": "VitPose model regressions and a tensorflow_text backend-mapping error are unrelated." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "ImportError for layer_type_validation and _torch_extract_fbank_features() are unrelated failures." + "reason": "A small testing_utils bug and a pytest-xdist captured_info.txt race are not the same defect." }, { - "left": "issue:44484", + "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "save_pretrained shard-size behavior and Qwen3.5 MoE from_pretrained errors are not the same bug." + "reason": "Different Qwen3.x model loading failures with different missing keys/errors." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "Both are model-loading failures, but they affect different models and arise from different validation paths." + "reason": "Both are import errors, but for different symbols and unrelated fixes." }, { - "left": "issue:44933", - "right": "issue:45278", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "A specific missing import from image_utils is not the same underlying bug as a broad \"many import errors after upgrade\" report." + "reason": "FlashAttention training degeneration and save_pretrained checkpoint corruption are separate bugs." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Both concern tokenizer behavior in v5, but one is decoder type selection and the other is changed tokenization output." + "reason": "Not related: 3d_parallel.py execution failure vs a testing_utils bug." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:39401", + "right": "issue:43421", "accept": false, - "reason": "Vitpose model breakage is unrelated to the TensorFlow/tensorboard backend error." + "reason": "Offset_mapping bug in Qwen3 tokenizer is unrelated to runtime post-processor updates in TokenizersBackend." }, { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to Apple Silicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "TF32 behavior settings and FineGrainedFP8 accuracy are different performance/precision topics, not duplicates." + "reason": "Model-type warning mismatch and MobileLLM loading key error are different loading issues." } ] }, @@ -13686,352 +13767,328 @@ "component_index": 1, "component_count": 17, "review_unit_index": 44, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:38617", "issue:41628", "issue:42175", "issue:42222", - "issue:42757", + "issue:42371", + "issue:42490", + "issue:42673", + "issue:42831", "issue:43012", - "issue:43064", + "issue:43066", "issue:43097", + "issue:43122", "issue:43335", "issue:43408", "issue:43441", "issue:43452", - "issue:43531", "issue:43577", "issue:43673", "issue:43874", "issue:43931", - "issue:43986", + "issue:43937", "issue:44038", "issue:44075", - "issue:44117", + "issue:44220", "issue:44261", "issue:44263", - "issue:44315", "issue:44360", - "issue:44368", "issue:44410", "issue:44483", "issue:44484", "issue:44485", "issue:44493", + "issue:44496", "issue:44829", + "issue:44877", "issue:44933", - "issue:44987", "issue:45003", "issue:45071", + "issue:45278", + "issue:45310", "issue:45341", - "issue:45372", - "issue:45440", "issue:45464", "issue:45478", "issue:45542", - "issue:45588", "issue:45656", - "issue:46050", "issue:46123", "issue:46172", "issue:46231" ], "soft_pairs": [ + "issue:42371|issue:44261", + "issue:42490|issue:42673", + "issue:44877|issue:46231", + "issue:38617|issue:44220", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:42222|issue:45542", + "issue:43066|issue:43122", + "issue:44933|issue:45278", + "issue:42371|issue:42831", "issue:44483|issue:45464", "issue:42175|issue:42222", "issue:44075|issue:45656", "issue:44410|issue:45478", "issue:43012|issue:43577", "issue:43673|issue:45341", - "issue:43097|issue:44493", "issue:43874|issue:44261", + "issue:43097|issue:44493", "issue:41628|issue:45071", "issue:44263|issue:44485", "issue:45071|issue:45542", "issue:44263|issue:46172", "issue:44360|issue:46172", "issue:43012|issue:43408", - "issue:44484|issue:45478", "issue:43931|issue:44410", + "issue:44484|issue:45478", "issue:43441|issue:44829", "issue:43931|issue:44038", "issue:43335|issue:45071", "issue:43097|issue:43452", "issue:43673|issue:46123", "issue:45003|issue:45341", - "issue:44933|issue:46231", - "issue:43986|issue:45341", - "issue:44117|issue:44987", - "issue:43874|issue:44263", - "issue:43986|issue:44484", - "issue:43408|issue:44368", - "issue:43986|issue:45372", - "issue:43531|issue:45341", - "issue:45440|issue:46172", - "issue:44261|issue:44485", - "issue:43097|issue:46050", - "issue:43097|issue:45588", - "issue:43064|issue:44315", - "issue:38617|issue:42757" + "issue:44933|issue:46231" ], - "prepared_review_unit_hash": "c4702a5bdbef92256b96e0916b2c20b3e4cff758b4084b8559623aba8d7aef6e", + "prepared_review_unit_hash": "d50336346211ff9835fe3dfaa4db0bdd7b55436546251d47178e3aabce863d61", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38421, - "estimated_input_tokens": 9606, - "estimated_eval_tokens": 19468 + "soft_pair_count": 33, + "serialized_chars": 37145, + "estimated_input_tokens": 9287, + "estimated_eval_tokens": 18830 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. A few pairs share broad themes like import errors, dtype/config regressions, or model-loading failures, but the concrete symptoms and code paths differ enough that none should be merged as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43097 is a broad, high-signal regression report with downstream references and a clear user-facing breakage in v5.0.0, making it the best representative anchor among these mostly unrelated issues.", + "summary": "This cluster is mostly a mix of Transformers v5 regression reports, but most items are distinct bugs affecting different APIs/models. One likely duplicate pair is the tokenizer-regression report pair.", + "confidence": 0.46, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report here: it describes multiple import regressions after upgrading to 5.5.0, making it the most representative issue for this cluster's theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the strongest standalone issue in this set: it is specific, impactful, and ties to a concrete release regression rather than a model-specific one-off.", + "best_issue_reason": "issue:45278 is the best global anchor because it is broad, clearly user-facing, and closest to the cluster\u2019s recurring v5 import-breakage pattern.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "Different problems: TF32 API warning behavior vs a missing config field causing precision errors in MLA." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Unrelated symptoms and code paths: local-path import warning vs Qwen3ForCausalLM VRAM leak in dataloader threads." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Config-loading failure for granite_speech is not the same as a documentation mismatch in set_training()." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features() behavior." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "max_shard_size default discussion is unrelated to a Qwen3.5 MoE from_pretrained loading error." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading/config errors, but they target different failures: invalid GenerationConfig vs missing model_type in config.json." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Different areas: vitpose model breakage vs missing TensorFlow backend when only tensorboard is installed." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": true, + "reason": "Both describe the same tokenizer-regression in Transformers v5: a wrong decoder/type change causing different tokenization output." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Related import-breakage theme, but 44933 is one specific import while 45278 is a broad upgrade report; not clearly the same underlying bug." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 behavior controls and FineGrainedFP8 accuracy are different precision topics with different failure modes." + }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both mention chat/completions, but one is a generic API acceptance failure and the other is a streaming inference failure on Qwen3.5-0.8B; too little evidence they are the same bug." + "reason": "Both mention chat/completions, but one is a generic API rejection and the other is a streaming inference failure on a specific model." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "TensorFlow packaging/backend availability vs. broken VitPose model files are different problems in different parts of the stack." + "reason": "TensorFlow-in-pip-install packaging issue and vitpose model breakage are separate problems." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "One is about SGD arguments being ignored, the other about optimizer.step being invoked twice with DeepSpeed; not the same code-path issue." + "reason": "Both involve optimizers, but one is SGD args being ignored and the other is an optimizer step being called twice with deepspeed." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen-family model issues, but one is missing projections in layer 0 and the other is a from_pretrained error for Qwen3.5 MoE; distinct failures." + "reason": "Different Qwen3-related loading/model-shape issues; not the same concrete bug." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Both involve dtype/precision, but one is a PyTorch warning during bfloat16 compilation and the other is BLIP2 loading leaving fields at float32." + "reason": "A PyTorch warning during bfloat16 compilation is not the same as Blip2 dtype fields staying float32 on load." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache during chunked prefill is unrelated to a testing_utils bug." + "reason": "Generation cache behavior during chunked prefill is unrelated to a small testing_utils bug." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder vs. unexpected position-id keys are different regressions with different symptoms." + "reason": "Missing image-patch helper in GLM46V and missing rms_norm_eps in MLA are different model-specific config/API issues." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "Missing image-patch-count helper vs. missing rms_norm_eps in MLA q_a_layernorm are unrelated model-specific bugs." + "reason": "A removed tie_embeddings option is unrelated to unexpected position-id key warnings." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking regression are different API breaks." + "reason": "AutoImageProcessor import failure is unrelated to PreTrainedConfig type-checking breakage." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "torch.split return handling in a DSA indexer is not the same as a GLM-5 RoPE implementation issue." + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is not the same as a GLM-5 RoPE implementation discussion." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type checking regression in PretrainedConfig is unrelated to TensorBoard/TensorFlow backend installation detection." + "reason": "PreTrainedConfig type checking and missing TensorFlow backend are unrelated regressions." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "DSA indexer return handling and deepseek-v4 comb transpose are separate tensor-shape bugs." - }, - { - "left": "issue:44360", - "right": "issue:46172", - "accept": false, - "reason": "A missing ReLU in the DSA indexer is not the same concrete bug as the deepseek-v4 transpose issue." + "reason": "Different tensor-operation bugs in different model code paths; no clear shared root cause." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "Precision warning during bfloat16 compilation is unrelated to sam3_video/sam3_tracker config/type mismatch." + "reason": "Different warnings and different model paths: bfloat16 compile warning vs sam3_video/sam3_tracker type mismatch." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "A question about max_shard_size in save_pretrained is unrelated to a Qwen3.5 MoE from_pretrained error." + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are distinct model architecture/load errors." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "Weight-shape mismatch for Qwen3-VL-30B is a model-loading problem, not the missing-projection bug in qwen3next." + "reason": "Different bugs despite both mentioning Qwen3.5: one is about shard size defaults, the other is a from_pretrained loading error." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Ministral-3 FlashAttention failure and flash_attention_3 degenerate training are different bugs in different model paths." + "reason": "FlashAttention failure in Ministral-3 and degenerate training with flash_attention_3 are different issues and code paths." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Qwen3-VL shape mismatch and Qwen3-VL-Moe issue are both VL-related, but the concrete failures are different." + "reason": "Both are Qwen-related loading issues, but the model families and failure modes differ enough that they do not look like the same bug." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and PretrainedConfig type checking are unrelated." + "reason": "Sparse-layer construction in SwitchTransformersConfig is unrelated to PreTrainedConfig type-checking." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Embedding-tie removal regression and gguf_file tokenizer/model loading breakage are different issues." + "reason": "Removed tie_embeddings API and gguf_file breaking from_pretrained are different regressions." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Generation cache missing during chunked prefill is unrelated to the MaskGenerationPipeline partial-batch bug." + "reason": "Generation cache missing and partial-batch result dropping are unrelated generation/pipeline bugs." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils bug do not look like the same underlying change." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a test utility bug." }, { "left": "issue:44933", "right": "issue:46231", "accept": false, - "reason": "A missing image_utils import and a documentation/parameter-name mismatch in set_training are not duplicates." - }, - { - "left": "issue:43986", - "right": "issue:45341", - "accept": false, - "reason": "AutoProcessor crash without torchvision is unrelated to testing_utils." - }, - { - "left": "issue:44117", - "right": "issue:44987", - "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and a transformers>=5.1.0 loading failure for physical-intelligence/fast are not clearly the same bug." - }, - { - "left": "issue:43874", - "right": "issue:44263", - "accept": false, - "reason": "Image patch counting and DSA indexer tensor-split behavior are different subsystems and failure modes." - }, - { - "left": "issue:43986", - "right": "issue:44484", - "accept": false, - "reason": "A processor-loading crash without torchvision is unrelated to save_pretrained shard-size behavior." - }, - { - "left": "issue:43408", - "right": "issue:44368", - "accept": false, - "reason": "Model-type warning mismatch and a tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning are different configuration issues." - }, - { - "left": "issue:43986", - "right": "issue:45372", - "accept": false, - "reason": "Video AutoProcessor crash without torchvision and Gemma 4 processor loading failing on ReasoningEffort import are separate import dependencies." - }, - { - "left": "issue:43531", - "right": "issue:45341", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." - }, - { - "left": "issue:45440", - "right": "issue:46172", - "accept": false, - "reason": "DeepSeekV3 MoE divergence from remote implementation is a broader model parity issue, not the specific deepseek-v4 comb transpose bug." - }, - { - "left": "issue:44261", - "right": "issue:44485", - "accept": false, - "reason": "Both touch GLM-family numerics, but one is an rms_norm_eps precision issue and the other is RoPE implementation; not the same concrete defect." - }, - { - "left": "issue:43097", - "right": "issue:46050", - "accept": false, - "reason": "Tie-embeddings regression and quantized model save/load breakage are different problems." - }, - { - "left": "issue:43097", - "right": "issue:45588", - "accept": false, - "reason": "Embedding-tie configuration regression and flash_attention.py crash on s_aux=None are unrelated." - }, - { - "left": "issue:43064", - "right": "issue:44315", - "accept": false, - "reason": "Wrong optimizer states on non-zero ranks under FSDP2/PEFT is not the same as Liger Kernel not being applied with model_init." - }, - { - "left": "issue:38617", - "right": "issue:42757", - "accept": false, - "reason": "Both are import errors, but they involve different missing symbols from different modules and likely different dependency regressions." + "reason": "Import-from-image_utils failure and a docs parameter-name mismatch are not the same underlying issue." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The chosen anchor issue:45278 is a reasonable broad umbrella for the cluster\u2019s v5 import-regression theme, and the one accepted duplicate pair (issue:43066 / issue:43122) is plausibly the same tokenizer regression. The other soft-edge rejections are generally cautious and do not overclaim shared root cause." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14040,17 +14097,15 @@ "component_index": 1, "component_count": 17, "review_unit_index": 45, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ - "issue:36683", "issue:38617", - "issue:42490", "issue:42757", "issue:42907", "issue:43012", @@ -14059,14 +14114,14 @@ "issue:43097", "issue:43208", "issue:43352", + "issue:43408", "issue:43502", - "issue:43526", + "issue:43531", "issue:43550", - "issue:43582", - "issue:43792", "issue:43824", "issue:43825", "issue:43873", + "issue:43874", "issue:43906", "issue:43976", "issue:43986", @@ -14075,29 +14130,44 @@ "issue:44062", "issue:44117", "issue:44162", - "issue:44222", + "issue:44261", + "issue:44263", + "issue:44315", "issue:44351", "issue:44368", "issue:44380", "issue:44410", - "issue:44483", "issue:44484", - "issue:44514", + "issue:44485", "issue:44655", - "issue:44683", "issue:44704", "issue:44938", + "issue:44987", "issue:45103", + "issue:45341", + "issue:45372", "issue:45375", - "issue:45478", - "issue:45479", + "issue:45440", + "issue:45588", "issue:45753", - "issue:46123", - "issue:46132", + "issue:46050", "issue:46172", "issue:46178" ], "soft_pairs": [ + "issue:43986|issue:45341", + "issue:44117|issue:44987", + "issue:43874|issue:44263", + "issue:43986|issue:44484", + "issue:43408|issue:44368", + "issue:43986|issue:45372", + "issue:43531|issue:45341", + "issue:45440|issue:46172", + "issue:44261|issue:44485", + "issue:43097|issue:46050", + "issue:43097|issue:45588", + "issue:43064|issue:44315", + "issue:38617|issue:42757", "issue:44062|issue:44117", "issue:44410|issue:45375", "issue:44038|issue:44410", @@ -14118,239 +14188,240 @@ "issue:42907|issue:44655", "issue:43352|issue:44380", "issue:44162|issue:46172", - "issue:43352|issue:43976", - "issue:43792|issue:46123", - "issue:44380|issue:45479", - "issue:43064|issue:44380", - "issue:44380|issue:46132", - "issue:44483|issue:44514", - "issue:43208|issue:43526", - "issue:44222|issue:45478", - "issue:36683|issue:43582", - "issue:43012|issue:44683", - "issue:42490|issue:43012", - "issue:42757|issue:43824" + "issue:43352|issue:43976" ], - "prepared_review_unit_hash": "95fe44c1871b9c6d5a00355b22d55625b9f2a0a90c005e875242ec7b9e0ec968", + "prepared_review_unit_hash": "578b9cdd520aec8917a908356b614511c87a1b6a36949fd60e58a3cf69d65361", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37086, - "estimated_input_tokens": 9272, - "estimated_eval_tokens": 18800 + "soft_pair_count": 34, + "serialized_chars": 37732, + "estimated_input_tokens": 9433, + "estimated_eval_tokens": 19122 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft pairs are superficial overlaps, not true duplicates. The items mostly share broad subsystem vocabulary (imports, v5 regressions, save/load, tokenizers, multimodal, attention backends) but point to different concrete bugs and code paths, so none should be merged.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 43097 is the broadest user-facing v5 API regression in the set and has inbound references, so it is the best representative issue even though this is not a true duplicate cluster.", + "summary": "This cluster is heterogeneous; the soft-similarity links do not indicate true duplicates. The issues span unrelated import errors, model-specific bugs, config warnings, and backend behavior changes.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits: the set is too diverse and the proposed soft pairs are not the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43097 is the strongest global issue candidate: it is concrete, widely impactful, and more likely than the others to serve as a duplicate target for related reports.", + "best_issue_reason": "If forced to pick a representative, issue:43986 is the most self-contained and actionable, but it is still not representative of the cluster as a whole.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Different problems: AutoProcessor video-model loading vs a testing_utils bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping fallback logic is unrelated to a physical-intelligence model load failure." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both involve GLM models, but they are different code paths and failure modes." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor/torchvision crash is unrelated to save_pretrained shard size behavior." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Both are warnings, but for different models and unrelated config issues." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different import/load failures affecting different processor stacks." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding window bug is unrelated to a testing_utils bug." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different model families and different tensor/implementation issues." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different RoPE/config precision concerns with no shared code-path." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Removal of an API flag is unrelated to quantization save/load breakage." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A removed config flag is not the same bug as flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Distributed optimizer-state corruption is unrelated to Liger kernel application in model_init." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols from different packages and different failure sites." + }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Different bugs: AddedToken gets duplicate `special` kwargs vs TOKENIZER_MAPPING_NAMES returning None." + "reason": "AddedToken argument duplication is unrelated to tokenizer mapping fallback assumptions." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Different model issues: missing Qwen3Next projections vs a missing config field silently dropped by strict config handling." + "reason": "Missing projections in qwen3next is unrelated to a dropped config field in Qwen3_5MoeVisionConfig." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Different failures: a Qwen3-VL-Moe compatibility problem vs missing layer projections in qwen3next." + "reason": "Different Qwen variants and different missing components; not the same underlying bug." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Different code paths: unintended network access with `local_files_only=True` vs missing `embed_tokens.weight` in UMT5 loading." + "reason": "local_files_only network leakage is unrelated to UMT5Encoder missing embed_tokens.weight." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different removed/missing symbols (`layer_type_validation` vs `HybridCache`)." + "reason": "Different missing imports from different modules; no shared underlying defect." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Different bugs: a removed v5 API without warning vs quantization offloading not behaving as expected." + "reason": "A removed API flag and quantized offloading behavior are not the same issue." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Unrelated issues: missing kwargs passthrough in AutoProcessor vs auto-docstring crashing on future annotations." + "reason": "Both touch kwargs handling, but one is AutoProcessor caching and the other is auto_docstring annotation parsing." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Different areas: AutoProcessor/video-model crash without torchvision vs tokenizer mapping returning None." + "reason": "Processor loading with missing torchvision is unrelated to tokenizer mapping assumptions." }, { "left": "issue:43824", "right": "issue:43986", "accept": false, - "reason": "Different missing dependencies/export problems: Qwen2_5_VL class import failure vs AutoProcessor crash without torchvision." + "reason": "Missing model export/import symbol is unrelated to a video AutoProcessor loading crash." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Different failures: Python 3.14 import/load breakage vs an invalid backend name in BACKENDS_MAPPING." + "reason": "Python version support failure is unrelated to an unknown backend name error." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "No clear same bug: wrong tokenizer decoder type vs an isolated reproduction of a different issue." + "reason": "Wrong tokenizer decoder type is unrelated to the referenced reproduction issue." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "Different model-specific training bugs: xLSTM small-model blockers vs Bamba torch.compile/SDPA failure." + "reason": "xLSTM training bugs and Bamba torch.compile SDPA failure are different model-specific problems." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Different save/load bugs: missing UMT5 weights vs max_shard_size default behavior." + "reason": "Missing checkpoint weights is unrelated to the save_pretrained shard-size default." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "Different symptoms: a PyTorch precision warning during bf16 compile vs a Bamba SDPA compile failure." + "reason": "PyTorch precision warning during bfloat16 compilation is not the same as a compile+SDPA model failure." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Different surfaces: an incorrect pipeline error message vs inability to save Pipeline objects." + "reason": "Pipeline translation error messaging and Pipeline save_pretrained are different behaviors." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Both mention warnings, but the root causes are unrelated: bf16 precision warning vs tie_word_embeddings warning." + "reason": "Both mention warnings, but they concern different models and unrelated causes." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Different bugs: failing to save dequantized models vs an infinite loop on a specific Qwen3_5 image." + "reason": "Dequantized model save/load problems are unrelated to an infinite loop on a specific image." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but one is dequantized model save failure and the other is Pipeline save_pretrained support." + "reason": "Both involve saving models/pipelines, but not the same code path or defect." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Different attention-backend issues: unsupported Flash Attention 2.0 on Nemotron vs GPT2 attention scaling being ignored." + "reason": "Flash Attention support check for Nemotron is unrelated to GPT2 attention scaling being ignored." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "Different model failures: ESM2 breakage vs a DeepSeek-v4 tensor transpose/dtype issue." + "reason": "ESM2 breakage is unrelated to the deepseek-v4 tensor transpose issue." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Unrelated regressions: model backend support for FA2 vs Python version compatibility in Transformers 5.1.0." - }, - { - "left": "issue:43792", - "right": "issue:46123", - "accept": false, - "reason": "Different areas: Whisper model loading/running vs MaskGenerationPipeline dropping final partial-batch results." - }, - { - "left": "issue:44380", - "right": "issue:45479", - "accept": false, - "reason": "Different bugs: attention scaling ignored in backend kernels vs degenerate zero loss for single-label classification with num_labels=1." - }, - { - "left": "issue:43064", - "right": "issue:44380", - "accept": false, - "reason": "Different training/optimizer-state bug vs GPT2 backend attention-scaling bug." - }, - { - "left": "issue:44380", - "right": "issue:46132", - "accept": false, - "reason": "Different behavior changes: backend attention scaling ignored vs AttentionInterface.register mutating registered function behavior." - }, - { - "left": "issue:44483", - "right": "issue:44514", - "accept": false, - "reason": "Different request/runtime bugs: chat/completions endpoint rejection in v5 vs batched chat-template crash with padding=False." - }, - { - "left": "issue:43208", - "right": "issue:43526", - "accept": false, - "reason": "Different issues in different models/components: xLSTM training blockers vs BeitImageProcessorFast reduce_labels returning the wrong shape." - }, - { - "left": "issue:44222", - "right": "issue:45478", - "accept": false, - "reason": "Different save/load problems: FP8 save_pretrained for MoE vs a Qwen3.5 MoE from_pretrained error on newer Transformers." - }, - { - "left": "issue:36683", - "right": "issue:43582", - "accept": false, - "reason": "Different bugs: Gemma3Config missing vocab_size vs Apple Silicon caching_allocator_warmup TypeError." - }, - { - "left": "issue:43012", - "right": "issue:44683", - "accept": false, - "reason": "Different torch-related failures: a compile-time bf16 precision warning vs compiled flex_attention breaking on torch >= 2.9." - }, - { - "left": "issue:42490", - "right": "issue:43012", - "accept": false, - "reason": "Different symptoms: local-path trailing-slash import warning vs bf16 compile precision warning." - }, - { - "left": "issue:42757", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors, but they concern different missing exports: `is_offline_mode` vs `Qwen2_5_VLForConditionalGeneration`." + "reason": "Nemotron Flash Attention support and Python version compatibility are unrelated." } ] }, @@ -14366,63 +14437,75 @@ "component_index": 1, "component_count": 17, "review_unit_index": 46, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:36010", "issue:36683", "issue:38617", + "issue:42490", "issue:42757", "issue:42994", - "issue:43010", + "issue:43012", "issue:43064", "issue:43066", + "issue:43208", "issue:43299", "issue:43352", "issue:43475", "issue:43502", - "issue:43525", + "issue:43526", + "issue:43582", "issue:43611", "issue:43618", "issue:43756", "issue:43761", + "issue:43792", + "issue:43824", "issue:43867", "issue:43901", - "issue:43931", "issue:43937", - "issue:43976", - "issue:43992", "issue:44038", "issue:44077", + "issue:44222", "issue:44230", - "issue:44242", "issue:44380", "issue:44483", "issue:44485", - "issue:44492", + "issue:44514", "issue:44625", "issue:44655", - "issue:44938", + "issue:44683", "issue:45216", "issue:45276", - "issue:45278", "issue:45290", - "issue:45310", - "issue:45593", + "issue:45478", + "issue:45479", "issue:45698", "issue:45753", "issue:46077", - "issue:46082", + "issue:46123", + "issue:46132", "issue:46172", - "issue:46202", "issue:46209" ], "soft_pairs": [ + "issue:43792|issue:46123", + "issue:44380|issue:45479", + "issue:43064|issue:44380", + "issue:44380|issue:46132", + "issue:44483|issue:44514", + "issue:43208|issue:43526", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:43012|issue:44683", + "issue:42490|issue:43012", + "issue:42757|issue:43824", "issue:43618|issue:43761", "issue:44038|issue:44230", "issue:38617|issue:43502", @@ -14430,8 +14513,8 @@ "issue:45698|issue:46172", "issue:44483|issue:45290", "issue:43756|issue:44485", - "issue:36683|issue:43475", "issue:43299|issue:43867", + "issue:36683|issue:43475", "issue:43066|issue:46209", "issue:45276|issue:46077", "issue:42994|issue:44655", @@ -14440,116 +14523,171 @@ "issue:44077|issue:44380", "issue:36010|issue:42757", "issue:36683|issue:44077", - "issue:44625|issue:46077", - "issue:43611|issue:44655", "issue:43352|issue:43937", - "issue:43867|issue:45216", - "issue:46077|issue:46082", - "issue:43976|issue:44938", - "issue:43352|issue:45593", - "issue:36683|issue:43525", - "issue:43618|issue:45216", - "issue:36683|issue:44242", - "issue:43352|issue:43931", - "issue:43064|issue:44492", - "issue:43992|issue:45310", - "issue:43010|issue:45278", - "issue:43867|issue:46202" + "issue:43611|issue:44655", + "issue:44625|issue:46077", + "issue:43867|issue:45216" ], - "prepared_review_unit_hash": "12def3467bae153713853c2020f3649c60958f54cb729c3dc0f4fc5741b3b12e", + "prepared_review_unit_hash": "1dddb39d6443b127fc569075278c664cd4d79eca67cdf3e78391ffcf54d7e07a", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36195, - "estimated_input_tokens": 9049, - "estimated_eval_tokens": 18354 + "serialized_chars": 36940, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated model-, config-, import-, or save/load-specific regressions rather than duplicates of one underlying bug. None of the soft-edge candidates are strong enough to merge under a single fix.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits well because the set spans many unrelated bugs. The closest umbrella report is 45278, but it still does not subsume the rest.", + "summary": "These items are mostly unrelated Transformers bugs and regressions, with some loose thematic overlap around loading/saving and v5 API changes. None of the soft-edge pairs look like the same underlying defect closely enough to merge as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45698 is the best representative umbrella for the set because it is an active, broadly scoped save/load regression report with follow-up discussion, making it the most useful anchor among these mixed issues.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the broadest, most umbrella-like report in the set ('Many import errors after update from 4.57.0 to 5.5.0'), so it is the least arbitrary representative even though the cluster is not truly cohesive.", + "best_issue_reason": "issue:45698 is the strongest single issue to keep: it is concrete, currently open, and sits in the broad save/load serialization area that overlaps the most with nearby reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Different failures: Whisper model loading/runtime problem vs MaskGenerationPipeline partial-batch result dropping." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Unrelated code paths: attention-scaling backend behavior vs sequence-classification loss degeneracy." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Different subsystems and symptoms: FSDP/optimizer state corruption vs GPT-2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "One is backend attention scaling, the other is AttentionInterface registration semantics; not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Both involve chat APIs, but one is server/request validation and the other is VL processor batching with padding=False." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Completely different models and defects: xLSTM training blockers vs BeitImageProcessorFast label reduction." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Related to MoE/FP8 saving/loading, but one is FP8 save_pretrained and the other is Qwen3.5 MoE from_pretrained loading." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3 config attribute error and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Both are compiler-related, but one is a warning during bfloat16 compilation and the other is a hard flex_attention failure on newer torch." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Import-warning-on-path-slash is unrelated to the bfloat16 precision warning." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but for different missing symbols in different packages and different call sites." + }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are v5 CLIP-related regressions, but one is about attentions missing from CLIPOutput and the other about hidden_states=None in CLIPVisionModel; different code paths and fixes." + "reason": "Both are CLIP regressions, but they affect different outputs: attentions missing vs hidden_states not returned." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Both mention Qwen3-VL MoE, but one is a general loading bug and the other is fp8 inference support; not the same concrete defect." + "reason": "Similar model family, but one is a general v5 bug report and the other is specific FP8 inference support." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "An import error for layer_type_validation is unrelated to local_files_only still making API requests." + "reason": "Import failure for a config utility vs local_files_only still triggering API requests; distinct paths." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "Both concern attention behavior, but CLIP attentions missing and GPT2 attention scaling ignored under SDPA/FlashAttention are distinct bugs." + "reason": "CLIP output-field regression is unrelated to GPT-2 attention-scaling backend behavior." }, { "left": "issue:45698", "right": "issue:46172", "accept": false, - "reason": "Custom-module loading after save_pretrained is unrelated to the DeepSeek-V4 tensor transpose issue." + "reason": "Save/load custom-module mismatch is unrelated to a DeepSeek V4 tensor transpose/dtype bug." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "One is an OpenAI-style chat endpoint request rejection; the other is a tokenizer crash on tool-call assistant messages." + "reason": "Different chat-template failures: server request rejection vs assistant messages with tool calls and no content." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both touch RoPE, but they describe different models and different implementation problems." + "reason": "Both mention RoPE, but they are different models and different bugs, so not the same defect." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Different models and different missing attributes; no shared underlying bug." + "reason": "Qwen3VL MoE loading regression is distinct from a generic state_dict-sorted load error." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "Both are load failures, but Qwen3-VL-Moe loading and sorted-state_dict load errors do not look like the same fix." + "reason": "Unrelated model/config attribute issues in Gemma3 vs SAM 3 Video." }, { "left": "issue:43066", "right": "issue:46209", "accept": false, - "reason": "Tokenizer decoder type mismatch and FP8 inference failure on B200 are unrelated." + "reason": "Tokenizer decoder type regression and FP8 inference on B200 are unrelated." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Both are Gemma4 issues, but one is resizing embeddings and the other is attention-mask construction; different code paths." + "reason": "Same model family, but resize-token-embedding propagation and bidirectional-attention masking are different code paths." }, { "left": "issue:42994", @@ -14561,121 +14699,55 @@ "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mentioning return_all_scores is not the same bug as save_pretrained failing on Pipeline objects." + "reason": "Docs mismatch for return_all_scores is unrelated to pipeline save_pretrained failure." }, { "left": "issue:43299", "right": "issue:45753", "accept": false, - "reason": "Same model family, but loading failure and an infinite-loop-on-specific-image issue are not the same underlying defect." + "reason": "Qwen3VL-MoE loading regression is not the same as an infinite-loop image-specific generation bug." }, { "left": "issue:44077", "right": "issue:44380", "accept": false, - "reason": "patchtsmixer post_init validation and GPT2 attention scaling are unrelated." + "reason": "Optional post_init enforcement in patchtsmixer is unrelated to GPT-2 attention scaling." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they concern different symbols from different modules and likely different breakages." + "reason": "Different missing imports from different modules; no shared underlying bug." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3 config attribute loss and patchtsmixer post_init validation are unrelated." + "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init validation are unrelated." }, { - "left": "issue:44625", - "right": "issue:46077", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional attention masks are unrelated." + "reason": "Flash Attention support for Nemotron and invalid GenerationConfig for GLM-5 are different model/config issues." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Model loading with base_model_prefix and saving Pipeline objects are different failure modes." + "reason": "Model-loading regression with base_model_prefix is distinct from pipeline save_pretrained failure." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "FlashAttention 2 support for NemotronH and invalid GenerationConfig for GLM-5 are unrelated." + "reason": "Qwen3.5 label propagation and Gemma4 bidirectional attention masking are unrelated." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both involve state_dict/save-load behavior, but one is sorted-load failure and the other is a Qwen3.5 save_pretrained regression; not clearly the same bug." - }, - { - "left": "issue:46077", - "right": "issue:46082", - "accept": false, - "reason": "Gemma4 attention masks and LlamaConfig head_dim validation are unrelated." - }, - { - "left": "issue:43976", - "right": "issue:44938", - "accept": false, - "reason": "Both are Python-version compatibility issues, but they target different versions and failures." - }, - { - "left": "issue:43352", - "right": "issue:45593", - "accept": false, - "reason": "Nemotron FlashAttention support and D-FINE auxiliary-loss omission are unrelated." - }, - { - "left": "issue:36683", - "right": "issue:43525", - "accept": false, - "reason": "Both are missing-config-attribute reports, but for different models and different fields." - }, - { - "left": "issue:43618", - "right": "issue:45216", - "accept": false, - "reason": "CLIP attentions regression and Qwen3.5 checkpoint saving regression are unrelated." - }, - { - "left": "issue:36683", - "right": "issue:44242", - "accept": false, - "reason": "Gemma3 config vocab_size and MoE load-balancing loss behavior are unrelated." - }, - { - "left": "issue:43352", - "right": "issue:43931", - "accept": false, - "reason": "Nemotron FlashAttention support and Qwen3-VL weight-shape mismatch are unrelated." - }, - { - "left": "issue:43064", - "right": "issue:44492", - "accept": false, - "reason": "A distributed optimizer-state bug and a cache-strategy typo are unrelated." - }, - { - "left": "issue:43992", - "right": "issue:45310", - "accept": false, - "reason": "Missing embed_tokens.weight in UMT5Encoder and Qwen3.5 MoE from_pretrained failure are unrelated." - }, - { - "left": "issue:43010", - "right": "issue:45278", - "accept": false, - "reason": "No-grad decoration for cache/layer updates is unrelated to the broad import-error regression report." - }, - { - "left": "issue:43867", - "right": "issue:46202", - "accept": false, - "reason": "Sorted-state_dict load failures and Gemma pipeline roundtrip failure on \u2581 are different bugs." + "reason": "Generic sorted-state_dict load error and Qwen3.5 checkpoint save_pretrained regression are different problems." } ] }, @@ -14691,64 +14763,75 @@ "component_index": 1, "component_count": 17, "review_unit_index": 47, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:28282", - "issue:30333", "issue:33453", "issue:36296", "issue:36683", "issue:41669", - "issue:42548", "issue:42890", "issue:43010", "issue:43064", - "issue:43065", - "issue:43232", + "issue:43352", "issue:43502", + "issue:43525", "issue:43575", - "issue:43576", "issue:43618", "issue:43723", "issue:43867", + "issue:43931", "issue:43976", "issue:43992", "issue:44062", "issue:44077", "issue:44112", - "issue:44222", + "issue:44242", "issue:44246", - "issue:44351", "issue:44355", "issue:44360", "issue:44387", - "issue:44485", + "issue:44492", "issue:44556", - "issue:44749", "issue:44855", "issue:44857", "issue:44938", "issue:44964", - "issue:44977", "issue:45071", - "issue:45125", - "issue:45341", + "issue:45216", + "issue:45278", + "issue:45310", "issue:45357", "issue:45375", "issue:45440", "issue:45478", "issue:45561", + "issue:45593", "issue:45600", "issue:45850", - "issue:46132" + "issue:46077", + "issue:46082", + "issue:46202", + "issue:46285" ], "soft_pairs": [ + "issue:46077|issue:46082", + "issue:43976|issue:44938", + "issue:43352|issue:45593", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44242", + "issue:43352|issue:43931", + "issue:43064|issue:44492", + "issue:43992|issue:45310", + "issue:43010|issue:45278", + "issue:43867|issue:46202", "issue:44355|issue:44855", "issue:43867|issue:45375", "issue:41669|issue:44246", @@ -14762,260 +14845,252 @@ "issue:43618|issue:44077", "issue:36296|issue:43575", "issue:28282|issue:33453", + "issue:43618|issue:46285", "issue:43618|issue:44857", - "issue:43618|issue:44977", "issue:44360|issue:45440", "issue:42890|issue:44964", "issue:43502|issue:44062", "issue:42890|issue:44112", "issue:42890|issue:45600", "issue:43723|issue:44556", - "issue:44387|issue:44556", - "issue:44222|issue:45125", - "issue:43576|issue:46132", - "issue:42890|issue:45341", - "issue:43010|issue:43065", - "issue:43502|issue:44485", - "issue:42548|issue:44351", - "issue:44355|issue:44749", - "issue:45125|issue:45478", - "issue:30333|issue:33453", - "issue:43010|issue:43232", - "issue:45125|issue:45375" + "issue:44387|issue:44556" ], - "prepared_review_unit_hash": "5e1e3a59909f2fa96e7a46db54fb4d9ed2187a7287e7ba44be111987e983c270", + "prepared_review_unit_hash": "6d6d84d4fa47b4de7a29b590e7bc5669d9b1fb0cd2e54e9c38fef08a0ca0fee4", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37098, - "estimated_input_tokens": 9275, - "estimated_eval_tokens": 18806 + "serialized_chars": 37248, + "estimated_input_tokens": 9312, + "estimated_eval_tokens": 18880 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a loose collection of Transformers issues centered on v5 regressions, loading/import failures, and model-specific bugs. The soft pairs are related in theme but not strict duplicates, so none should be merged.", - "confidence": 0.86, - "canonical_issue_reason": "issue:44556 is the broadest representative of the cluster\u2019s main theme: checkpoint/model reload failures after upgrading to v5.x. It sits closest to the other loading-related reports, though the set is not a true duplicate cluster.", + "summary": "Mostly unrelated closed/open issue reports across different models, loaders, and training paths. The only clear duplicate-like pair is the import-performance reports around `import transformers` being slow.", + "confidence": 0.74, + "canonical_issue_reason": "issue:41669 is the most specific root-cause report in the import-slowdown pair; it identifies `import *` usage and quantifies the impact.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44556 is the best single anchor for triage because it captures the broad v4.57\u2192v5.x reload regression with high user impact and good thematic centrality.", + "best_issue_reason": "issue:41669 is the best overall issue here because it is concrete, actionable, and has a clearly stated cause/effect pair.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Different model/config bugs: Gemma4 attention-mask logic vs LlamaConfig head_dim validation." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version complaints, but they describe different compatibility failures and likely different code paths." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated model behaviors: Flash Attention support gate vs D-FINE auxiliary-loss handling." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Similar symptom class, but different models and missing config fields (`vocab_size` vs `pad_token_id`)." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Different subsystems: CLIP output fields vs Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Different bugs: missing config attribute during load vs MoE load-balancing loss omission." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading/model issues, but one is Flash Attention support and the other is a weight-shape mismatch." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Training-state corruption and a cache-strategy typo are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different model-loading failures in different architectures and code paths." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "One is a cache update no_grad concern; the other is broad import errors after upgrade." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State-dict ordering/load error is unrelated to Gemma pipeline roundtrip tokenization failure." + }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Different failures: compiled Python/import errors vs Python 3.13 JIT parsing/IndentationError in DebertaV2Model." + "reason": "Both affect importing/compiled Python, but the causes are different (`compiled` files vs `torch.jit.script` parsing)." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "One is a state_dict loading order bug; the other is a missing config field silently dropped by strict config parsing." + "reason": "Different regressions: state_dict loading vs a missing Qwen3.5 vision config field." }, { "left": "issue:41669", "right": "issue:44246", - "accept": false, - "reason": "Import-time slowdown from wildcard imports is unrelated to intermittent slow `import transformers` reports." + "accept": true, + "reason": "Same underlying import-performance problem: one reports a concrete root cause (`import *`), the other reports the same slow-import symptom." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python 3.14 load failure is a runtime compatibility issue; the other is `PretrainedConfig` type-checking breakage in v5.4.0." + "reason": "Python 3.14 import/load failure and PretrainedConfig type-checking breakage are distinct." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Gemma3Config missing `vocab_size` is a model config bug, not the distributed FSDP2/PEFT optimizer-state mismatch." + "reason": "Different areas: config attribute error in model load vs FSDP/PEFT optimizer-state mismatch." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Test flakiness from missing seeds is different from an xdist race on a shared `captured_info.txt` file." + "reason": "A flaky integration test due to missing seeds is not the same as an xdist race on captured_info.txt." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "Torch no_grad decoration for cache updates is unrelated to the generic complaint that v5 breaks too many models." + "reason": "Specific cache no_grad behavior vs a broad complaint that v5 breaks many models." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "State_dict sorting load bug and incorrect visual encoder keys on save_pretrained are opposite directions and different code paths." + "reason": "Different Qwen-related regressions: state_dict load error vs incorrect save_pretrained visual-encoder keys." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Missing `embed_tokens.weight` in UMT5Encoder and Qwen3.5 MoE from_pretrained failure affect different model families and causes." + "reason": "Different model families and failure modes; both are load errors, but not the same bug." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "no_grad decoration for cache updates is unrelated to the Python/version compatibility issue in 5.1.0." + "reason": "Cache update semantics and Python-version compatibility are unrelated." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIPOutput attentions assignment regression is unrelated to patchtsmixer `post_init` being optional/unsupported." + "reason": "CLIPOutput attentions and patchtsmixer post_init allowance are separate issues." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug and Qwen2-57B-A14B-Instruct OOM are both training-related but not the same code-path problem." + "reason": "Tensor-parallel training bug and OOM while loading a large Qwen2 model are different problems." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch import error and tokenizer loading regression are unrelated failures in different initialization paths." + "reason": "ImportError for missing PyTorch vs tokenizer-loading regression are unrelated." }, { "left": "issue:43618", - "right": "issue:44857", + "right": "issue:46285", "accept": false, - "reason": "Missing attentions in CLIPOutput and LW-DETR AMP crash are separate model-specific bugs with different symptoms and triggers." + "reason": "Both touch CLIP internals, but one is attentions in output objects and the other is model-structure inconsistency." }, { "left": "issue:43618", - "right": "issue:44977", + "right": "issue:44857", "accept": false, - "reason": "CLIPOutput output-shape regression is unrelated to Qwen3.5 flash-attention generation behavior." + "reason": "Different model areas and failures: CLIP output fields vs LwDetrImageLoss AMP crash." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer lacking ReLU is a discussion about an algorithm detail, not DeepseekV3MoE implementation divergence." + "reason": "DSA indexer activation bug and DeepseekV3MoE implementation divergence are unrelated." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Seed-related test flakiness is unrelated to Phi-4-multimodal-instruct loading failure." + "reason": "A flaky SamHQ test is unrelated to Phi-4 multimodal loading." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Offline requests despite `local_files_only=True` is a networking bug, not the AddedToken keyword collision." + "reason": "Local-files-only network leakage and AddedToken keyword duplication are unrelated tokenizer/library bugs." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Missing seeds in one test file does not match a CI failure caused by a stale device override test." + "reason": "Different CI/test issues: seed initialization vs stale device override behavior." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Test seed flakiness is unrelated to broken auto_mappings references for removed Sam3LiteText configs." + "reason": "A flaky test issue and broken auto_mappings references are different classes of failures." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both concern loading regressions after v5, but one is tokenizer loading and the other is checkpoint reload; related theme, different concrete bug." - }, - { - "left": "issue:44387", - "right": "issue:44556", - "accept": false, - "reason": "Int4 quantization memory regression is a CUDA memory issue, not a checkpoint reload compatibility problem." - }, - { - "left": "issue:44222", - "right": "issue:45125", - "accept": false, - "reason": "FP8 save_pretrained on MoE and missing `_tp_plan` for Qwen3_5MoeForConditionalGeneration are different failure modes and code paths." - }, - { - "left": "issue:43576", - "right": "issue:46132", - "accept": false, - "reason": "Broken `transformers env` CLI is unrelated to changed behavior of AttentionInterface.register." - }, - { - "left": "issue:42890", - "right": "issue:45341", - "accept": false, - "reason": "Missing test seeds are unrelated to the bug in testing_utils.py." - }, - { - "left": "issue:43010", - "right": "issue:43065", - "accept": false, - "reason": "Cache/layer no_grad decoration has nothing to do with a dummy `nn.Conv2d` in Sam3PixelDecoder." - }, - { - "left": "issue:43502", - "right": "issue:44485", - "accept": false, - "reason": "Local-files-only network leakage is unrelated to the GLM-5 RoPE implementation discussion." - }, - { - "left": "issue:42548", - "right": "issue:44351", - "accept": false, - "reason": "`PreTrainedModel` import failure and missing `HybridCache` import are both import errors but for different symbols and release breakages." - }, - { - "left": "issue:44355", - "right": "issue:44749", - "accept": false, - "reason": "Compiled Python file import errors are unrelated to slower filtering after upgrading from 4.57.3 to 5.3.0." - }, - { - "left": "issue:45125", - "right": "issue:45478", - "accept": false, - "reason": "Missing tensor-parallel plan and Qwen3.5 MoE from_pretrained error are related to the same model family but are not the same underlying defect." - }, - { - "left": "issue:30333", - "right": "issue:33453", - "accept": false, - "reason": "MLFlow reporting after failed training is unrelated to tokenizer loading regression." - }, - { - "left": "issue:43010", - "right": "issue:43232", - "accept": false, - "reason": "Cache/layer no_grad concerns are unrelated to generation kwargs syncing after `sync_gpus`." + "reason": "Both are load regressions after v5, but one is tokenizer loading and the other is checkpoint reload compatibility." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "Missing `_tp_plan` is a tensor-parallel issue; missing `deepstack_visual_indexes` is a config-field serialization bug." + "reason": "Quantization OOM and checkpoint reload failure are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft pair, issue:41669 vs issue:44246, is plausibly the same import-performance bug, and the rest are appropriately rejected as distinct failures." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -15024,13 +15099,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 48, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:30333", "issue:30990", @@ -15043,6 +15118,10 @@ "issue:42548", "issue:42757", "issue:42831", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", "issue:43299", "issue:43502", "issue:43526", @@ -15052,49 +15131,56 @@ "issue:43827", "issue:43874", "issue:43901", - "issue:44038", "issue:44222", "issue:44230", - "issue:44273", "issue:44315", + "issue:44351", "issue:44355", "issue:44360", - "issue:44393", "issue:44485", "issue:44492", "issue:44556", - "issue:44623", "issue:44655", + "issue:44749", "issue:44908", "issue:44938", "issue:44961", - "issue:45003", "issue:45071", "issue:45125", - "issue:45230", - "issue:45362", + "issue:45341", + "issue:45375", "issue:45468", - "issue:45542", - "issue:45850", - "issue:46095", + "issue:45478", + "issue:46132", "issue:46143", "issue:46144", "issue:46209" ], "soft_pairs": [ + "issue:44222|issue:45125", + "issue:42890|issue:45341", + "issue:43576|issue:46132", + "issue:43010|issue:43065", + "issue:43502|issue:44485", + "issue:42548|issue:44351", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:43010|issue:43232", + "issue:45125|issue:45375", "issue:30990|issue:31795", "issue:43502|issue:44222", "issue:42831|issue:43874", "issue:43299|issue:44556", - "issue:43827|issue:44961", "issue:43502|issue:44961", + "issue:43827|issue:44961", "issue:30333|issue:36296", "issue:44355|issue:45071", "issue:44315|issue:44360", "issue:44355|issue:44655", "issue:33453|issue:34689", - "issue:43576|issue:45071", "issue:42757|issue:43576", + "issue:43576|issue:45071", "issue:33453|issue:36296", "issue:43576|issue:43824", "issue:44222|issue:44230", @@ -15108,264 +15194,265 @@ "issue:46143|issue:46144", "issue:36296|issue:43901", "issue:36296|issue:43526", - "issue:43673|issue:44492", - "issue:45362|issue:45850", - "issue:44623|issue:45230", - "issue:44273|issue:45542", - "issue:44038|issue:45125", - "issue:44230|issue:46095", - "issue:44273|issue:45003", - "issue:44393|issue:45071", - "issue:43576|issue:44556" + "issue:43673|issue:44492" ], - "prepared_review_unit_hash": "c0850f9624c513e4270443be633b405e78ab11c03c94a94ae4fc8719e3a702d2", + "prepared_review_unit_hash": "70631510a2c10c09bb5f9f219bb7fcc29085eba7fe51e73c12aafe96e1e24006", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37322, - "estimated_input_tokens": 9331, - "estimated_eval_tokens": 18918 + "soft_pair_count": 38, + "serialized_chars": 38395, + "estimated_input_tokens": 9599, + "estimated_eval_tokens": 19454 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose collection of Transformers v5 regressions and model/loading/import bugs; only one soft pair looks like the same RoFormer bug. No PRs are present.", - "confidence": 0.61, - "canonical_issue_reason": "issue:44556 is the clearest, concrete regression report: a checkpoint trained on v4.57 no longer reloads after upgrading to v5.2/v5.3. It is more actionable and representative than the broader or documentation-only reports.", + "summary": "This cluster is very heterogeneous: it mixes unrelated regressions across loading, imports, tensor parallelism, FP8, docs, tests, and RoFormer-specific behavior. There is no strong duplicate core, so all soft edges should be rejected.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44556 is the broadest user-facing regression here: a version-upgrade checkpoint reload failure. It is the closest anchor to the repeated loading/import-breakage reports, though the cluster is still too mixed to treat it as a true duplicate bucket.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44556 is the strongest standalone duplicate anchor because it describes a specific version-upgrade loading breakage with a clear symptom and reproduction context.", + "best_issue_reason": "issue:44556 is the best representative issue for the cluster because it captures the general v4\u2192v5 loading regression theme better than the more specialized model-, CLI-, or test-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both involve FP8/Qwen/MoE, but one is about save_pretrained and the other about tensor-parallel plan/loading; different bugs." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Both touch test reliability, but one is missing set_seed in a specific SAM HQ test and the other is a generic testing_utils bug." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "CLI env-command breakage and AttentionInterface.register behavior are unrelated code paths." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/Layer update no_grad decoration and Sam3PixelDecoder dummy Conv2d are different implementation issues." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network leakage and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export regressions." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and a performance slowdown after upgrade are not the same bug." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is missing _tp_plan and the other is a from_pretrained error; not clearly one underlying defect." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on training failure and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache update no_grad and generation after sync_gpus are different generation-path bugs." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing tensor-parallel plan and missing vision config field are separate Qwen3_5Moe issues." + }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Different problems: loading hang vs API docs confusion." + "reason": "Sentence Transformers loading hang and documentation confusion are unrelated." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Unrelated bugs: offline/local file network requests vs FP8 save_pretrained behavior." + "reason": "Network requests despite local_files_only and FP8 save_pretrained are different failures." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "Different FP8/multimodal issues with different code paths and symptoms." + "reason": "FP8 accuracy and a missing image-patch helper in GLM46V are distinct bugs." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are v5 loading regressions, but they target different model families and failure modes." + "reason": "Both are version-related loading regressions, but one is Qwen3VL MoE-specific and the other is a general checkpoint reload issue." }, { - "left": "issue:43827", + "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Docs mention pipeline removal vs an unrelated placeholder issue." + "reason": "local_files_only network leakage and an unrelated placeholder issue have nothing in common." }, { - "left": "issue:43502", + "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "No overlap in bug type or code path." + "reason": "Docs still referencing pipeline() and an unrelated placeholder issue are not duplicates." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "Training/MLflow reporting failure is unrelated to tensor parallel training." + "reason": "MLflow failure reporting and tensor-parallel training bug are different training issues." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file loading errors are not the same as PretrainedConfig type-checking regressions." + "reason": "Compiled-file runtime errors and PretrainedConfig type-checking regressions are different breakages." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Different subsystems: model_init/Liger integration vs DSA indexer discussion." + "reason": "Liger Kernel model_init behavior and DSA indexer ReLU discussion are unrelated." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled Python file errors are unrelated to saving Pipeline objects." + "reason": "Compiled Python file errors and inability to save Pipeline objects are different API failures." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both are loading regressions, but one is tokenizer loading and the other is a specific model-loading breakage." - }, - { - "left": "issue:43576", - "right": "issue:45071", - "accept": false, - "reason": "CLI env command breakage is unrelated to type-checking behavior." + "reason": "Tokenizer loading regression and Llama 3.2 vision model loading regression are not the same bug." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Different features and failure modes: hub import error vs env command." + "reason": "Hugging Face Hub import error and broken env CLI command are unrelated." }, { - "left": "issue:33453", - "right": "issue:36296", + "left": "issue:43576", + "right": "issue:45071", "accept": false, - "reason": "Tokenizer loading regression is unrelated to tensor-parallel training." + "reason": "Both are v5 regressions, but one is the env command and the other is PretrainedConfig type checking; too broad to merge." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Different import/CLI areas and different failing symbols." + "reason": "Broken env CLI and Qwen2_5_VLForConditionalGeneration import failure are separate issues." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both mention FP8/MoE, but one is save_pretrained and the other is inference support; not the same bug." + "reason": "Both mention FP8/MoE, but one is save_pretrained and the other is inference support; not one concrete bug." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Placeholder issue vs Gemma4 audio positional encoding bug." + "reason": "Placeholder issue and Gemma-4 audio positional encoding are unrelated." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Docs confusion is unrelated to an import error in configuration utils." + "reason": "Docs confusion around model.forward and an import error for layer_type_validation do not match." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Different missing exports: AutoImageProcessor vs PreTrainedModel." + "reason": "Both are import errors, but for different exported symbols and likely different package-regression causes." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "CLI/env breakage is not the same as Python 3.14 import/load failure." + "reason": "Broken env CLI in v5 and Python 3.14 load failure are different environment issues." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs bug is unrelated to the placeholder issue." + "reason": "Scheduler kwargs bug and placeholder issue are unrelated." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "RoPE implementation discussion is unrelated to the placeholder issue." + "reason": "GLM-5 RoPE implementation and placeholder issue are unrelated." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Model_init/Liger application bug is unrelated to FP8 inference on B200." + "reason": "Liger Kernel model_init and FP8 inference on B200 are different acceleration-path bugs." }, { "left": "issue:46143", "right": "issue:46144", - "accept": true, - "reason": "Both describe the same RoFormer attention/forwarding bug: kwargs are not routed through the attention interface." + "accept": false, + "reason": "Both concern RoFormer, but one is missing kwargs forwarding and the other is attention-interface usage; not the same concrete bug." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug and docs mention of return_all_scores are unrelated." + "reason": "Tensor-parallel training bug and TextClassificationPipeline docs mismatch are unrelated." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Different components and symptoms: tensor parallel training vs BeitImageProcessorFast label reduction." + "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels bug are different subsystems." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Chunked-prefill cache regression is unrelated to a typo in cache strategies." - }, - { - "left": "issue:45362", - "right": "issue:45850", - "accept": false, - "reason": "Specific Qwen3.5 chat crash is not the same as a broad complaint that v5 breaks many models." - }, - { - "left": "issue:44623", - "right": "issue:45230", - "accept": false, - "reason": "Missing save_pretrained files is not the same as an unlabeled bug report." - }, - { - "left": "issue:44273", - "right": "issue:45542", - "accept": false, - "reason": "Lazy loading problem is unrelated to the TensorFlow backend error." - }, - { - "left": "issue:44038", - "right": "issue:45125", - "accept": false, - "reason": "Both involve Qwen3/MoE, but one is a broad bug report and the other is a specific missing _tp_plan tensor-parallel issue." - }, - { - "left": "issue:44230", - "right": "issue:46095", - "accept": false, - "reason": "FP8 inference support and a weight-conversion-script question are different issues." - }, - { - "left": "issue:44273", - "right": "issue:45003", - "accept": false, - "reason": "Lazy loading and unsafe sys.modules access are different code-path problems." - }, - { - "left": "issue:44393", - "right": "issue:45071", - "accept": false, - "reason": "Qwen3-VL bounding-box hallucination is unrelated to config type checking." - }, - { - "left": "issue:43576", - "right": "issue:44556", - "accept": false, - "reason": "Different failure surfaces: env command vs checkpoint reload regression." + "reason": "Missing GenerationMixin cache during chunked_prefill and a typo in cache strategies are not the same underlying problem." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet, and the soft-edge verdicts stay conservative. The only accepted pair (issue:46143 / issue:46144) is plausibly the same RoFormer bug from the titles, while the rest are appropriately rejected as different bugs or loose thematic neighbors. No PR pair issues apply because the packet contains no PRs." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -15374,32 +15461,30 @@ "component_index": 1, "component_count": 17, "review_unit_index": 49, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:31795", "issue:33453", - "issue:34689", "issue:41669", "issue:42371", "issue:42890", "issue:43352", "issue:43408", - "issue:43519", "issue:43525", "issue:43572", "issue:43576", "issue:43673", - "issue:43704", "issue:43827", - "issue:43874", "issue:43976", + "issue:44038", "issue:44077", + "issue:44230", "issue:44246", "issue:44273", "issue:44295", @@ -15408,37 +15493,47 @@ "issue:44351", "issue:44360", "issue:44393", - "issue:44485", "issue:44492", "issue:44556", + "issue:44623", "issue:44655", "issue:44704", "issue:44829", "issue:44861", "issue:44908", "issue:44945", + "issue:45003", "issue:45071", "issue:45092", + "issue:45125", "issue:45230", "issue:45278", - "issue:45310", "issue:45341", + "issue:45362", "issue:45468", "issue:45478", + "issue:45542", "issue:45753", "issue:45850", - "issue:46018", - "issue:46172", + "issue:46095", "issue:46218" ], "soft_pairs": [ - "issue:43525|issue:45850", + "issue:45362|issue:45850", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44230|issue:46095", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:43576|issue:44556", "issue:44393|issue:45753", + "issue:43525|issue:45850", "issue:41669|issue:43673", "issue:44556|issue:45092", "issue:43572|issue:45850", - "issue:42371|issue:44492", "issue:44492|issue:45850", + "issue:42371|issue:44492", "issue:45278|issue:45850", "issue:41669|issue:46218", "issue:44246|issue:44273", @@ -15447,300 +15542,292 @@ "issue:44704|issue:44908", "issue:44297|issue:45230", "issue:44295|issue:45230", - "issue:43976|issue:44393", "issue:43352|issue:44393", + "issue:43976|issue:44393", "issue:43576|issue:44908", "issue:44908|issue:45071", "issue:41669|issue:44351", "issue:41669|issue:45341", - "issue:43874|issue:45850", + "issue:43976|issue:45850", "issue:43976|issue:46218", "issue:44492|issue:44945", - "issue:44077|issue:44861", "issue:44393|issue:45478", + "issue:44077|issue:44861", "issue:43827|issue:44908", "issue:31795|issue:33453", "issue:44315|issue:44829", "issue:43576|issue:44273", - "issue:44655|issue:44861", "issue:44360|issue:45468", - "issue:45230|issue:45310", - "issue:44273|issue:44908", - "issue:43576|issue:46218", - "issue:46018|issue:46172", - "issue:43519|issue:44485", - "issue:43519|issue:44908", - "issue:41669|issue:43704", - "issue:31795|issue:34689" + "issue:44655|issue:44861" ], - "prepared_review_unit_hash": "6b90a33e7e63abc69c1ed8b1ac119b660c96dc6110958005af8cdb54f6c517de", + "prepared_review_unit_hash": "aa177d43b6779880f364b76d0e5e7a6f727f368ec0968b854bfbe0793959b401", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 40, - "serialized_chars": 38989, - "estimated_input_tokens": 9748, - "estimated_eval_tokens": 19752 + "serialized_chars": 39058, + "estimated_input_tokens": 9765, + "estimated_eval_tokens": 19786 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a mix of unrelated Transformers v5 regression reports around model loading, imports, and config/API breakages. Only one clear duplicate pair stands out: the Qwen3.5 MoE from_pretrained error reports.", - "confidence": 0.61, - "canonical_issue_reason": "issue:45278 is the best anchor because it is a concrete, broad regression report about post-upgrade import failures, which is more representative of the cluster than the very generic complaint issues.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers v5 regressions, model-specific failures, docs issues, and import/lazy-loading complaints. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45278 is the best umbrella representative: it clearly captures the broad v4.57 -> v5.5 upgrade breakage theme with concrete import failures, which is closer to the cluster\u2019s common regression pattern than the more generic complaints.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 best summarizes the dominant theme in this cluster: upgrade-related loading/import breakage across models, without being as vague as the catch-all complaints.", + "best_issue_reason": "issue:45278 is the strongest standalone issue in this set because it is concrete, versioned, and broadly representative of the v5 compatibility regressions seen elsewhere in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43525", + "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Both mention version-related breakage, but one is a specific missing config attribute and the other is a generic complaint; not the same underlying bug." + "reason": "Both are user complaints, but one is a specific chat crash for Qwen3.5-35B and the other is a vague \u201ctoo many models\u201d regression report; not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor save files vs an unlabeled generic bug report; no concrete shared code path." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior and a TensorBoard/TF backend error are unrelated issues." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3-VL/Moe problems: one is a bug report, the other is missing tensor-parallel plan support." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 support request is not the same as asking for a weight conversion script." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading malfunction is distinct from unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box output failure and PretrainedConfig type-checking breakage are different code paths." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken `transformers env` command and checkpoint reload incompatibility after upgrade are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen3-VL-ish behavior, but one is bounding-box output failure and the other is an infinite-loop on a specific image." }, { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:43525", + "right": "issue:45850", "accept": false, - "reason": "Different Qwen multimodal symptoms and likely different code paths; same model family is not enough to merge them." + "reason": "Llama4Config pad_token_id AttributeError is a specific config bug, not the broad generic v5 breakage complaint." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-time slowdown from removing import-star usage is not the same as missing GenerationMixin cache during chunked prefill." + "reason": "Import-star cleanup/performance concern is unrelated to missing GenerationMixin cache during chunked prefill." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are v5 checkpoint-loading regressions, but they target different mechanisms and model classes; not a single concrete bug." + "reason": "Both are upgrade-related, but one is checkpoint reload incompatibility and the other is remote-code meta-init incompatibility." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLm pad_token_idx missing is a specific config regression; the other is a broad meta-complaint about many models breaking." + "reason": "StableLmConfig pad_token_id regression is model-specific and not the same as the generic \u201cbreaks too many models\u201d report." }, { - "left": "issue:42371", - "right": "issue:44492", + "left": "issue:44492", + "right": "issue:45850", "accept": false, - "reason": "TF32 settings migration and a typo in cache strategies are unrelated." + "reason": "A cache-strategy typo is not the same issue as broad v5 model breakage." }, { - "left": "issue:44492", - "right": "issue:45850", + "left": "issue:42371", + "right": "issue:44492", "accept": false, - "reason": "A cache-strategy typo is unrelated to the general v5 breakage complaint." + "reason": "TF32 API migration warning and cache-strategy typo do not share a concrete bug." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "They overlap on upgrade breakage, but one is a concrete import-error report and the other is too vague to establish the same bug." + "reason": "They are both broad v5 complaints, but 45278 is specifically about import errors after upgrade while 45850 is a generic summary; too vague to treat as the same bug." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-star cleanup causing slower import is unrelated to a missing Qwen3_5 module export." + "reason": "Import-time slowdown from star imports is unrelated to failing to import Qwen3_5ForCausalLM." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Slow imports and lazy loading problems are related at a high level, but the reports do not identify the same code-path issue." + "reason": "Import slowdown and lazy-loading failure are different symptoms with different likely fixes." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test flakiness from missing set_seed calls is unrelated to scheduler kwargs handling." + "reason": "Missing set_seed in tests and an inverse_sqrt scheduler kwargs bug are unrelated." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Wrong model-type warning and Liger Kernel application with model_init are different issues." + "reason": "sam3_video vs sam3_tracker model-type warning is unrelated to Liger Kernel not being applied with model_init." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Passing kwargs to cached_file is unrelated to inverse_sqrt scheduler kwargs handling." + "reason": "AutoProcessor cached_file kwargs passthrough and scheduler kwargs handling affect different subsystems." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer class mismatch on save is not the same as an unspecified bug report." + "reason": "Tokenizer save_pretrained metadata mismatch and a generic bug report are not the same defect." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Position_ids buffer access error is unrelated to the generic bug report." + "reason": "position_ids buffer access error and a generic bug report do not line up as duplicates." }, { - "left": "issue:43976", + "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Python-version incompatibility and Qwen3-VL output errors are unrelated." + "reason": "Flash Attention 2 support error for NemotronH is unrelated to Qwen3-VL bounding-box hallucination/output problems." }, { - "left": "issue:43352", + "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support gating and Qwen3-VL bbox errors are unrelated." + "reason": "Python-version compatibility issue and Qwen3-VL output bug are different." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken env command and scheduler kwargs are different surfaces with no shared code-path." + "reason": "`transformers env` command breakage and scheduler kwargs omission are unrelated." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling and PretrainedConfig type checking are different regressions." + "reason": "Both are API/compatibility complaints, but one is scheduler kwargs being ignored and the other is type-checking breakage in PretrainedConfig." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star removal/performance and missing HybridCache import are different issues." + "reason": "Star-import performance issue is not the same as missing HybridCache export/import failure." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import performance regression and a testing utility bug are unrelated." + "reason": "Import-time slowdown from star imports and a testing_utils bug are unrelated." }, { - "left": "issue:43874", + "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Missing image-patch helper in GLM46V is a model-specific attribute bug, not the broad v5 breakage complaint." + "reason": "Python version support regression is not the same as broad model breakage after v5." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python support mismatch is unrelated to the Qwen3_5 import failure." + "reason": "Python support mismatch and missing Qwen3_5ForCausalLM import are distinct issues." }, { "left": "issue:44492", "right": "issue:44945", "accept": false, - "reason": "Cache-strategy typo and pipeline-parallelism output corruption are unrelated." + "reason": "Cache-strategy typo and incorrect output under pipeline parallelism are unrelated." }, { - "left": "issue:44077", - "right": "issue:44861", + "left": "issue:44393", + "right": "issue:45478", "accept": false, - "reason": "Optional post_init policy and tied-weights list handling are different bugs." + "reason": "Qwen3-VL bounding-box errors and Qwen3.5 Moe from_pretrained failures are different model bugs." }, { - "left": "issue:44393", - "right": "issue:45478", + "left": "issue:44077", + "right": "issue:44861", "accept": false, - "reason": "These are both Qwen-related, but the reported failures are different and not the same underlying bug." + "reason": "Optional post_init policy and _get_tied_weight_keys AttributeError are unrelated implementation bugs." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing pipeline() and scheduler kwargs handling are unrelated." + "reason": "Docs still mentioning pipeline() and inverse_sqrt kwargs handling are not the same underlying issue." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation wording and tokenizer loading regression are unrelated." + "reason": "Documentation confusion around model.forward parameters and tokenizer loading regression are unrelated." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not applied with model_init and flash_attention_3 training degeneration are different problems." + "reason": "Liger Kernel not applied with model_init and flash_attention_3 degenerate training are different failures." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy-loading issues are related in theme only, not the same bug." - }, - { - "left": "issue:44655", - "right": "issue:44861", - "accept": false, - "reason": "Pipeline save_pretrained failure and tied-weights key extraction are different code paths." + "reason": "Broken env command and lazy loading malfunction affect different code paths." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "A DSA indexer discussion and a Gemma-4 audio positional-encoding bug are unrelated." - }, - { - "left": "issue:45230", - "right": "issue:45310", - "accept": false, - "reason": "A generic bug report cannot be treated as the same concrete issue as a specific Qwen3.5 MoE loading error." - }, - { - "left": "issue:44273", - "right": "issue:44908", - "accept": false, - "reason": "Lazy loading problems and inverse_sqrt scheduler kwargs are unrelated." - }, - { - "left": "issue:43576", - "right": "issue:46218", - "accept": false, - "reason": "Broken env command and missing Qwen3_5 import are different failures." - }, - { - "left": "issue:46018", - "right": "issue:46172", - "accept": false, - "reason": "Both are DeepSeek-v4 related, but one is a gating logic complaint and the other is a tensor transpose bug; not mergeable as one fix." - }, - { - "left": "issue:43519", - "right": "issue:44485", - "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are unrelated model bugs." - }, - { - "left": "issue:43519", - "right": "issue:44908", - "accept": false, - "reason": "Timestamp math in a processor and scheduler kwargs handling are unrelated." - }, - { - "left": "issue:41669", - "right": "issue:43704", - "accept": false, - "reason": "Import-star usage and VRAM leaks in multi-threaded dataloaders are unrelated." + "reason": "DSA indexer discussion and Gemma-4 audio positional encoding bug are unrelated." }, { - "left": "issue:31795", - "right": "issue:34689", + "left": "issue:44655", + "right": "issue:44861", "accept": false, - "reason": "Model.forward docs confusion and Llama 3.2 Vision loading breakage are unrelated." + "reason": "Pipeline save_pretrained failure and tied-weight-key attribute crash are different bugs." } ] }, @@ -15756,21 +15843,22 @@ "component_index": 1, "component_count": 17, "review_unit_index": 50, - "review_unit_count": 50, + "review_unit_count": 51, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-433", + "cluster_id": "cluster-10000-434", "nodes": [ "issue:30333", "issue:31515", "issue:31795", "issue:33453", + "issue:34689", "issue:36296", - "issue:37934", "issue:38617", + "issue:41669", "issue:42371", "issue:42913", "issue:42936", @@ -15782,16 +15870,17 @@ "issue:43519", "issue:43525", "issue:43572", + "issue:43576", "issue:43606", "issue:43618", "issue:43668", "issue:43704", "issue:43717", - "issue:43813", "issue:44031", "issue:44230", "issue:44261", "issue:44263", + "issue:44273", "issue:44351", "issue:44485", "issue:44492", @@ -15800,6 +15889,7 @@ "issue:44908", "issue:44938", "issue:44998", + "issue:45230", "issue:45290", "issue:45310", "issue:45468", @@ -15807,9 +15897,18 @@ "issue:46018", "issue:46095", "issue:46144", + "issue:46172", "issue:46218" ], "soft_pairs": [ + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:46018|issue:46172", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", "issue:31515|issue:31795", "issue:44485|issue:45468", "issue:43298|issue:46095", @@ -15823,8 +15922,8 @@ "issue:44263|issue:45468", "issue:44261|issue:45468", "issue:44351|issue:46218", - "issue:42913|issue:43066", "issue:43352|issue:46218", + "issue:42913|issue:43066", "issue:44908|issue:44998", "issue:44492|issue:44998", "issue:43618|issue:44998", @@ -15846,293 +15945,400 @@ "issue:42936|issue:43240", "issue:43240|issue:46144", "issue:42936|issue:44031", - "issue:42936|issue:46144", - "issue:42936|issue:43813", - "issue:43240|issue:43668", - "issue:43668|issue:43813", - "issue:37934|issue:43668", - "issue:42936|issue:43668" + "issue:42936|issue:46144" ], - "prepared_review_unit_hash": "6b4b9cfadd3b74d8d832d3e5255075595c1b872f8d5313dfc47530b2f0782f02", + "prepared_review_unit_hash": "a7a13e120ffa04559eb88b88f8080e15e795111700126b36dc950124f7c36307", "component_budget": { - "node_count": 433, - "item_count": 433, - "soft_pair_count": 1601, - "serialized_chars": 828636, - "estimated_input_tokens": 207159, - "estimated_eval_tokens": 414574 + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 }, "budget": { - "node_count": 44, - "item_count": 44, - "soft_pair_count": 42, - "serialized_chars": 37127, - "estimated_input_tokens": 9282, - "estimated_eval_tokens": 18820 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 45, + "serialized_chars": 40215, + "estimated_input_tokens": 10054, + "estimated_eval_tokens": 20364 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous; the soft-similarity pairs are not strong enough to treat as duplicates, so I would reject all soft edges. The closest common thread is broad Transformers v5-era regressions, but the underlying bugs and code paths differ.", - "confidence": 0.48, - "canonical_issue_reason": "No single canonical duplicate is justified here: the items span unrelated regressions, feature requests, and model-specific bugs rather than one shared defect.", + "summary": "This cluster is mostly noisy similarity around Transformers v5/model-loading regressions, but the individual issues are still mostly distinct concrete bugs. I would keep one broad umbrella issue and reject the soft duplicate links.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set (\u201cSince 5.0 version it breaks too many models\u201d) and best matches the shared v5-regression theme; the others are narrower, model-specific failures or unrelated bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the cleanest actionable bug report in the set: it names a specific version range and a concrete Qwen3.5 MoE from_pretrained failure, making it a better anchor than the broader or noisier issues.", + "best_issue_reason": "issue:45850 is the best global representative because it captures the widest user-visible symptom without overcommitting to one specific code path.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained failure; not the same underlying bug." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading behavior is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken `transformers env` command and missing `Qwen3_5ForCausalLM` import are different failure modes." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating issue vs a specific tensor transpose bug in deepseek-v4; different code paths." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are model-specific but distinct bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math is unrelated to scheduler kwargs being ignored." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/performance issue is not the same as a VRAM leak in Qwen3ForCausalLM." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about forward arguments is unrelated to a model loading regression." + }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint-loading slowdown and documentation confusion are different problem domains." + "reason": "Slow checkpoint loading and forward-doc confusion are not the same bug." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are different model/code paths." + "reason": "Both touch positional/encoding concepts, but they affect different models and different implementation errors." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Audio continuous-batching support and a DeepSeek-V4 weight-conversion question are unrelated." + "reason": "Continuous batching audio support is unrelated to DeepSeek-V4 weight conversion support." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "A Qwen3 VRAM leak is not the same bug as a GLM-5 RoPE implementation issue." + "reason": "VRAM leak in dataloader threads is unrelated to RoPE implementation details." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "A broad v5 breakage report is not the same as a specific Qwen3_5 import failure." + "reason": "Broad v5 breakage and a specific module import error are not one concrete bug." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Unexpected network access with local_files_only and timestamp calculation are unrelated failures." + "reason": "Local-files-only network leakage is unrelated to Qwen3VL timestamp computation." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings migration guidance and a VRAM leak are different issues." + "reason": "TF32 settings issue is unrelated to a Qwen3ForCausalLM VRAM leak." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp calculation in a processor and missing save_pretrained files are different bugs." + "reason": "Processor timestamp math and missing files in `processor.save_pretrained(...)` are different issues." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp math and a dataloader-thread VRAM leak do not share the same underlying defect." + "reason": "Different subsystems and different symptoms: processor timestamps vs model threading memory leak." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are unrelated." + "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling and Gemma-4 audio encoding are different code paths." + "reason": "A `torch.split()` return-value issue is not the same as a Gemma audio positional encoding bug." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Missing rms_norm_eps in MLA layernorm is not the same as the Gemma-4 audio encoding bug." + "reason": "Missing `rms_norm_eps` for MLA q_a_layernorm is a different configuration precision bug." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Different import errors for different symbols/modules; not the same failure." + "reason": "Missing `HybridCache` import and missing `Qwen3_5ForCausalLM` import are separate import failures." }, { - "left": "issue:42913", - "right": "issue:43066", + "left": "issue:43352", + "right": "issue:46218", "accept": false, - "reason": "Both concern tokenizer behavior in v5, but one is a general regression and the other is a decoder-type mismatch." + "reason": "Flash Attention support error is a different capability check than a module import failure." }, { - "left": "issue:43352", - "right": "issue:46218", + "left": "issue:42913", + "right": "issue:43066", "accept": false, - "reason": "Flash Attention support gating and a missing model import are distinct problems." + "reason": "Both relate to tokenizer changes in v5, but one is behavior differences and the other is a wrong decoder type; too broad to merge." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwarg propagation and the other item are unrelated." + "reason": "Scheduler kwargs handling is unrelated to the unrelated 'Unemployment' issue." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "A typo in cache strategies is not the same as the other issue." + "reason": "Typo in cache strategies is unrelated to the unrelated placeholder issue." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression and the other item are unrelated." + "reason": "CLIPOutput attentions regression is unrelated to the unrelated placeholder issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "A generic 'v5 breaks models' complaint is not the same as the other item." + "reason": "The placeholder issue is not a real duplicate of broad v5 model breakage." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key crashes and apply_chat_template tool-call crashes are different bugs." + "reason": "Tied-weight-key attribute crash and chat-template tool-call crash are different code paths." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure and the other item are unrelated." + "reason": "Python 3.14 load failure is unrelated to the unrelated placeholder issue." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id and a tied-weight key AttributeError are different defects." + "reason": "Missing `pad_token_id` in Llama4Config is unrelated to tied-weights key handling." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx in config does not match the tied-weight key crash." + "reason": "Missing `pad_token_idx` in StableLmConfig is a different config field regression." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Loading slowdown and an ImportError for layer_type_validation are unrelated." + "reason": "Slow pretrained loading and a missing symbol import are unrelated failures." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support request and missing processor save files are different issues." + "reason": "FP8 support request is unrelated to missing processor save files." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow failure reporting and pretrained-loading slowdown are unrelated." + "reason": "MLFlow job status reporting and slow checkpoint loading are unrelated issues." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading slowdown and tensor-parallel training bug are different problems." + "reason": "Checkpoint load speed and tensor-parallel training bug are not the same problem." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request and a Qwen3.5 from_pretrained regression are not the same bug." + "reason": "FP8 inference support request is unrelated to Qwen3.5 MoE from_pretrained loading failure." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Loading slowdown and tokenizer-loading regression are different failures." + "reason": "Slow checkpoint loading and tokenizer loading regression are different bugs." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous-batching support and FP8 support are separate feature requests." + "reason": "Audio continuous batching support and FP8 inference support are distinct feature gaps." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention interface are unrelated." + "reason": "Weight initialization logic in Mamba/Mamba-2 is unrelated to RoFormer attention interface usage." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value misuse and DeepSeek-V4 shared-expert gating are different bugs." + "reason": "Mask2former ignore_value handling is unrelated to DeepSeek-V4 expert gating." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A ModernBERT type-hint issue and a tokenizer regex warning regression are unrelated." + "reason": "Type hint for `norm_eps` and tokenizer regex warnings are different issues." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "ignore_value handling in Mask2Former and kwargs not passed to loss calculation are different defects." + "reason": "Ignore-value usage and kwargs not passed to loss are separate training bugs." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-kwargs propagation and RoFormer attention interface are unrelated." + "reason": "Loss kwargs propagation is unrelated to RoFormer attention implementation." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value and tokenizer regex warnings do not share a code path." + "reason": "Mask2former loss parameter issue is unrelated to tokenizer regex warnings." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2Former ignore_value and RoFormer attention interface are unrelated." - }, + "reason": "Ignore-value bug and RoFormer attention-interface bug are not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 51, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813" + ], + "soft_pairs": [ + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "af87c2d98c0cb76efda8787351019aa9c61b27a8e71dd39f2e2c17e46a9adcf8", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 4303, + "estimated_input_tokens": 1076, + "estimated_eval_tokens": 2408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: model-specific norm behavior, a Mask2Former loss bug, a kwargs plumbing bug, a ModernBERT type-hint issue, and an unrelated typo. No soft duplicate pairs look like the same underlying issue.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43240 is the strongest standalone bug report: it describes a concrete functional problem, has broader context, and is more substantial than the small typo/type-hint reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former ignore_value and a quantization-operation typo are different bugs." + "reason": "Different problem domains: Mask2Former ignore_value handling vs a typo in a quantization attribute name. No shared code path or underlying bug." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs propagation and a config type-hint issue are unrelated." + "reason": "One is missing kwargs in loss computation; the other is an incorrect type hint on a config field. These are unrelated fixes." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "An incorrect type hint and a typo in quantization-operation naming are not the same bug." + "reason": "A ModernBERT config typing issue and a quantization typo are not the same bug and would not be merged as one PR." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "A Llama4 norm-layer question and a ModernBERT type-hint bug are different issues." + "reason": "Both mention normalization, but they concern different models and different problems: Llama4 norm semantics vs ModernBERT norm_eps typing." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value behavior and a ModernBERT type-hint bug are unrelated." + "reason": "Mask2Former loss/ignore_value behavior is unrelated to a ModernBERT config type-hint typo." } ] }, @@ -16165,52 +16371,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "32eddcbf69331e07fa14972b8adcebc1cf48333861e95b65e4dde77185222aa4", + "prepared_review_unit_hash": "0c7fa9e24bf0f10681b8ee8c6392a2926912bfe7ac33dbd24f7cd0c24750b725", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are not duplicates: they cover unrelated topics in NLP truncation, learning-rate scheduling, and Wav2Vec2 timestamp extraction. The similarity is only superficial.", + "summary": "These three issues are not duplicates: one is about token truncation direction, one about ReduceLROnPlateau-style scheduler behavior, and one about Wav2Vec2 word boundary timestamps. They only share vague transformer/model-library similarity.", "confidence": 0.98, - "canonical_issue_reason": "Issue #10519 is the clearest, most concrete request in the set, but it is not actually the same underlying problem as the others.", + "canonical_issue_reason": "Issue #10519 is the most concrete and self-contained request, but it is still unrelated to the other two; it concerns truncating from the beginning vs end in tokenization.", "canonical_pr_reason": null, - "best_issue_reason": "#10519 is the best representative issue only in the sense that it is specific and actionable; however, none of the three belong in the same duplicate cluster.", + "best_issue_reason": "#10519 is the clearest representative of a specific feature request. The other issues address completely different subsystems (LR scheduling and audio word offsets), so there is no true duplicate cluster member.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different feature domains and problem statements: tokenizer truncation behavior vs. Wav2Vec2 word boundary timing." + "reason": "Token truncation direction vs. Wav2Vec2 word time offsets are unrelated features in different code paths." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Completely unrelated topics: text truncation option vs. ReduceLROnPlateau-like scheduler functionality." + "reason": "Tokenizer truncation behavior and ReduceLROnPlateau-like scheduling are entirely different requests." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "No shared underlying bug or change request; one is about LR scheduling, the other about audio model timestamp offsets." + "reason": "Learning-rate scheduler functionality and extracting word start/end offsets from Wav2Vec2 are not the same underlying bug or change." } ] }, @@ -16242,12 +16448,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "61ffc53185c5ab21906224502c4eba7fa4b83e63c41afb226d807a135518b2ef", + "prepared_review_unit_hash": "17963fde7257e6ba3811162db59985e9d67fb9eba9cf337ba3c58f5641473c4d", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -16255,7 +16461,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -16264,24 +16470,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues do not appear to be duplicates: one is about Tapas tokenization vs TensorFlow, one about a bad login/error message for private model downloads, and one about loading bert-base-uncased. The only plausible overlap is between the two model-loading issues, but the available evidence is too weak to treat them as the same underlying bug.", - "confidence": 0.77, - "canonical_issue_reason": "Issue 16618 is the broadest model-loading report and is the best representative of the only potentially related subset; 15980 is narrower (private-model login/error handling) and 13244 is unrelated.", + "summary": "These issues do not describe the same underlying bug. #13244 is about Tapas tokenization output differing from TensorFlow code, #15980 is about a bad/private-model download auth error, and #16618 is a generic model-loading failure. No duplicate pair is strong enough to merge.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the reports target distinct problems, so none should anchor the cluster as a duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 16618 is the strongest standalone issue because it targets the general model load failure case, while the other issues are either a narrower auth/error-message problem or a different tokenization bug.", + "best_issue_reason": "#16618 is the broadest and most central of the three because it concerns general model loading, but it is still separate from the other two issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different problem domains: tokenization behavior versus model loading failure. No evidence they share the same code path." + "reason": "Different problem domains: Tapas tokenization mismatch vs. a generic model-loading failure. No clear same underlying bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both concern model download/load failures, but one is specifically about private-model access without login and the other is a generic inability to load bert-base-uncased; not enough evidence they are the same bug." + "reason": "#15980 is specifically about private-model download/auth messaging, while #16618 is a public model load failure. Similar surface symptoms, different root cause." } ] }, @@ -16311,12 +16517,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "454afbce29214e6a372f2c6c31d2cef392f343726ca2a12d107c9e18bf9740ff", + "prepared_review_unit_hash": "213185ee568230238bfab6282a059ceffe8e472ac5758271bffccd680e7214c2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -16324,7 +16530,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -16333,18 +16539,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct feature requests in different areas: Flash Attention 2 support vs GGUF support. They should not be deduplicated.", + "summary": "These are related community contribution requests, but they target different features and different code paths: Flash Attention 2 support vs GGUF support. They should not be merged as duplicates.", "confidence": 0.98, - "canonical_issue_reason": "No canonical duplicate issue: the titles and likely implementation targets differ substantially (Flash Attention 2 vs GGUF support).", + "canonical_issue_reason": "Issue 26350 is the more established and heavily discussed request, so it is the better representative issue for the cluster, but it is not the same underlying problem as 33260.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue must be chosen, #33260 is the better current anchor only because it is newer and has more inbound references, but it is not a duplicate of #26350.", + "best_issue_reason": "Issue 26350 is the strongest single issue to anchor the cluster because it has much higher discussion activity and is a clear standalone feature request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Both are community-contribution feature requests, but they target different capabilities and code paths. Shared wording about \"more architectures\" is too broad to treat as the same underlying issue." + "reason": "Different feature requests: Flash Attention 2 architecture support versus GGUF architecture support. They involve different underlying changes and are not duplicates." } ] }, @@ -16404,184 +16610,184 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "09064db047edd21a28477d362b8c86313f3a7260c5d8e924bc57b77a31cec786", + "prepared_review_unit_hash": "2f7d31d45224c0e48c3e373911ac5d2876a5675cc1fe92ea835626a0b3a25888", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 25, - "serialized_chars": 13686, - "estimated_input_tokens": 3422, - "estimated_eval_tokens": 7100 + "serialized_chars": 13684, + "estimated_input_tokens": 3421, + "estimated_eval_tokens": 7098 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 25, - "serialized_chars": 13686, - "estimated_input_tokens": 3422, - "estimated_eval_tokens": 7100 + "serialized_chars": 13684, + "estimated_input_tokens": 3421, + "estimated_eval_tokens": 7098 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly separate i18n translation-tracking issues that share a common template, not true duplicates. The Thai-titled item looks unrelated/spammy. No soft pair should be merged.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43834 is the earliest of the repeated generic i18n template issues and is the cleanest representative of the shared translation-request pattern; however, the cluster is not a true duplicate set.", + "summary": "These are mostly separate i18n documentation-translation issues for different languages. They look textually similar because they share a template, but they are not the same underlying task or bug.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the most representative of the repeated template-style translation issues and is closed, but it still should not be treated as a duplicate of the language-specific translation requests.", + "best_issue_reason": "issue:43834 is the most generic template-like translation issue and best represents the cluster, but it should not be treated as a duplicate canonical for the language-specific translation requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language-specific translation requests; same template wording only, not the same underlying issue." + "reason": "Different translation tasks; the titles/body pattern are similar, but this is not the same language or same underlying request." }, { "left": "issue:27088", "right": "issue:46222", "accept": false, - "reason": "Different language-specific translation requests; same template wording only, not the same underlying issue." + "reason": "Different translation tasks; template similarity only, not the same concrete issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different language-specific translation requests; same template wording only, not the same underlying issue." + "reason": "Different language translation request; similar template, but separate work item." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish-specific issue vs generic template issue; similar topic, not a duplicate." + "reason": "One is Turkish-specific, the other is a generic placeholder/template issue; not the same underlying task." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different language-specific translation requests; similar localization theme only." + "reason": "Different language translation request (Turkish vs Romanian); same subsystem, but not duplicates." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different language-specific translation requests; Turkish and Spanish are separate tasks." + "reason": "Different language translation request (Turkish vs Spanish); only template similarity." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish-specific issue vs generic template issue; similar topic, not a duplicate." + "reason": "Spanish-specific request vs generic placeholder/template issue; not the same task." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different language-specific translation requests; same template wording only." + "reason": "Different translation tasks; no evidence they refer to the same language or change." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish and Romanian translation requests are separate issues." + "reason": "Different language translation requests; similar template only." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Different language-specific translation requests; same template wording only." + "reason": "Spanish-specific request vs generic placeholder/template issue; not duplicates." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Different language-specific translation requests; same template wording only." + "reason": "Different translation requests; same broad i18n area, but distinct languages." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different language-specific translation requests; same template wording only." + "reason": "Different translation requests; same template, not the same underlying issue." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Different language-specific translation requests; same template wording only." + "reason": "Romanian-specific request vs generic placeholder/template issue; not duplicates." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian-specific issue vs generic template issue; similar topic, not a duplicate." + "reason": "Romanian-specific request vs generic placeholder/template issue; not the same task." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian translation request vs unrelated Thai-titled item; not the same issue." + "reason": "Different language translation request; unrelated underlying task." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Nearly identical template text, but these appear to be separate translation issues, not one bug/change." + "reason": "Both look template-like, but they still correspond to separate translation requests rather than one bug/change." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Nearly identical template text, but these appear to be separate translation issues, not one bug/change." + "reason": "Both look template-like, but there is no evidence they are the same language or same request." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Nearly identical template text, but these appear to be separate translation issues, not one bug/change." + "reason": "Template similarity only; distinct translation issue." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Generic translation template vs unrelated Thai-titled item; not a duplicate." + "reason": "Template similarity only; no evidence of a shared concrete change." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Nearly identical template text, but these appear to be separate translation issues, not one bug/change." + "reason": "Both are placeholder-style translation requests, but not the same underlying task." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Nearly identical template text, but these appear to be separate translation issues, not one bug/change." + "reason": "Both are placeholder-style translation requests, but not the same underlying task." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Generic translation template vs unrelated Thai-titled item; not a duplicate." + "reason": "Different translation requests; similar wording is just the template." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Nearly identical template text, but these appear to be separate translation issues, not one bug/change." + "reason": "Template similarity only; separate translation requests." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Generic translation template vs unrelated Thai-titled item; not a duplicate." + "reason": "Template similarity only; separate translation requests." }, { "left": "issue:46222", "right": "issue:46226", "accept": false, - "reason": "Generic translation template vs unrelated Thai-titled item; not a duplicate." + "reason": "Different language translation request; not the same issue despite similar template wording." } ] }, @@ -16660,136 +16866,136 @@ "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "52600a26f5515e9c1c7b3be69f85b17b7be7eb9f749c0a1df3b48b61fddf5aa2", + "prepared_review_unit_hash": "8a4218e8a2bb85ae5fb15147bf96f88ae574479712a7aa2d23a79a511ea93c53", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21657, - "estimated_input_tokens": 5415, - "estimated_eval_tokens": 11086 + "serialized_chars": 21655, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21657, - "estimated_input_tokens": 5415, - "estimated_eval_tokens": 11086 + "serialized_chars": 21655, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 }, "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 and modalities; the soft similarities are mostly generic \"add model\" phrasing, not the same underlying request. No soft edge should be accepted.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This is not a duplicate cluster in any meaningful sense: the items are separate model-request issues for different architectures and modalities (vision, audio, OCR, text, ASR/TTS, sparse transformers). None of the soft edges should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "No true canonical duplicate exists; if an anchor is needed, issue:43671 is the most active and clearly scoped request, but it is still unrelated to most of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative: these requests target different models and use cases, so there is no duplicate cluster to canonize.", + "best_issue_reason": "issue:43671 is the best standalone representative because it has the clearest problem statement and the most discussion, but it should not absorb the others as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config vs DEIMv2 are different model requests with no shared concrete bug or code path." + "reason": "EuroBert config support and DEIMv2 are unrelated model requests." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config and Qwen3-TTS are unrelated model integrations." + "reason": "EuroBert config support is unrelated to Qwen3-TTS audio support." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config vs RF-DETR are different models and domains." + "reason": "EuroBert config and RF-DETR are different model families and tasks." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are separate model additions, not the same request." + "reason": "RF-DETR object detection and DEIMv2 are distinct model additions." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR (detection) and LFM2.5 Audio are different modalities and code paths." + "reason": "RF-DETR detection support is not the same change as adding LFM2.5 Audio." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and OpenAI weight-sparse transformer are unrelated model requests." + "reason": "RF-DETR and the weight-sparse transformer request are different code paths and model types." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different models with different targets." + "reason": "RF-DETR object detection and Qwen3-ASR are unrelated features." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are different model integrations." + "reason": "RF-DETR object detection and Qwen3-TTS are different model-support changes." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated requests across different model families/modalities." + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs OpenAI weight-sparse transformer are different concrete model additions." + "reason": "NeoBERT addition and the sparse transformer request do not target the same code path." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are distinct model requests." + "reason": "NeoBERT and LFM2.5 Audio are different model families and modalities." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different models; no duplicate underlying change." + "reason": "RF-DETR and NeoBERT are separate model additions, not one bug or patch." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are separate BERT-like models, not the same request." + "reason": "NeoBERT and ModernVBERT are distinct model requests with different architectures." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture request and Qwen3-ASR are different model integrations." + "reason": "MiniCPM3 architecture support and Qwen3-ASR are different model integrations." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and OpenAI weight-sparse transformer are unrelated model requests." + "reason": "MiniCPM3 and the OpenAI sparse transformer request are not the same concrete change." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are different model families." + "reason": "MiniCPM3 and ModernVBERT are different model requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS are different targets and code paths." + "reason": "MiniCPM3 support and Voxtral TTS support are unrelated feature additions." }, { "left": "issue:41211", @@ -16801,91 +17007,91 @@ "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different model additions." + "reason": "ModernVBERT and Qwen3-ASR are separate model additions." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are unrelated models and modalities." + "reason": "ModernVBERT and Qwen3-TTS are different model-support changes." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models vs BERT-like models with RoPE is a broad theme overlap, not the same concrete request." + "reason": "ModernVBERT models and BERT-like RoPE are related only thematically, not the same change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral TTS are unrelated; one is a general architecture theme, the other a specific TTS model." + "reason": "BERT-like RoPE support and Voxtral TTS are unrelated model requests." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are different speech tasks and would not merge into one PR." + "reason": "Qwen3-TTS and Qwen3-ASR are different modalities and likely separate implementations." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are distinct model requests despite both being audio." + "reason": "Qwen3-TTS and Voxtral TTS are distinct model integrations, not one duplicate change." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and requests." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and weight-sparse transformer are unrelated model changes." + "reason": "Qwen3-TTS and the sparse-transformer request target different model behaviors." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio model requests." + "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio-model support requests." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different speech/audio model requests." + "reason": "Qwen3-ASR and LFM2.5 Audio are different model integrations." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are different model families and use cases." + "reason": "Qwen3-ASR and EUPE are unrelated model architectures." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and the weight-sparse transformer request are unrelated." + "reason": "Qwen3-ASR and the sparse transformer request do not describe the same bug or code path." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different models and modalities." + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model requests." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer and EUPE are unrelated model proposals." + "reason": "OpenAI weight-sparse transformer support and EUPE are different architecture additions." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different speech tasks/models." + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model features." }, { "left": "issue:37015", @@ -16897,13 +17103,13 @@ "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and integrations." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and code paths." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are distinct model requests with different architectures and goals." + "reason": "EUPE and TIPSv2 are distinct model proposals, not a single duplicate change." } ] }, @@ -16933,7 +17139,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "c12e75024f94cdeba93c952d66356346ebe60da40d236d44bd05d41e730d5a9c", + "prepared_review_unit_hash": "ae19a7a59683d6dd8edea74075f110d708b4dbc3cd7fe9429d80c8e63a373fd4", "component_budget": { "node_count": 2, "item_count": 2, @@ -16955,18 +17161,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is about block decoding behavior, the other is a request for DeepSeek v3.2 support. The similarity signal looks superficial, with no shared targets, filenames, or explicit linkage.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 41084 is the more concrete, code-path-specific report; 43037 is a broader model-support request and does not describe the same underlying problem.", + "summary": "The two issues are not duplicates: one is about block decoding, the other is a model-specific DeepSeek v3.2 support request. They do not describe the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 41084 is the better representative issue if one must be chosen, because it is a specific technical bug report rather than a broad feature/support request.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Reject: the titles and likely concerns are unrelated (block decoding vs DeepSeek v3.2 support), with no evidence they describe the same bug or change." + "reason": "Different topics and likely different workstreams: block decoding vs DeepSeek v3.2 support. No shared code path or explicit linkage." } ] }, @@ -16996,7 +17202,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "1572c132a92f2c25e4b0078100c1b5e1df4e30e609ade261eb7dd88096fce330", + "prepared_review_unit_hash": "97df14bbba65b2d79a5ba91c93fd67bbd85617e51ee3f3eca98f0010cd3cac1a", "component_budget": { "node_count": 2, "item_count": 2, @@ -17018,18 +17224,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related Trainer customization concerns, but they describe different problems: one about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", - "confidence": 0.88, - "canonical_issue_reason": "Issue #43598 is the better canonical issue because it is narrower and directly about the Trainer customization hook/behavior that is more likely to anchor the shared theme.", + "summary": "These are related only at a very high level (custom trainers / Trainer internals), but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. Not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #43598 is the best representative for the cluster since it is the more concrete Trainer customization bug report; #43600 is adjacent but distinct.", + "best_issue_reason": "No single issue is a clear duplicate canonical; if forced to pick a representative, #43598 is the more concrete Trainer-behavior change, but the two issues remain separate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Both involve custom trainers, but one concerns unused-column removal/customizability while the other concerns FLOPS counting. They do not describe the same underlying bug or a single fixable code-path." + "reason": "They concern different code paths and outcomes: `remove_unused_column` behavior versus FLOPS estimation. Shared mention of custom trainers is too broad to treat as the same underlying bug." } ] }, @@ -17059,7 +17265,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "ab56e72a1f7c7628d07e9d24e4ee46ac3aa5b6a2c27031c499b913e203d5d4b0", + "prepared_review_unit_hash": "f5e23007d1df636b95d197136b5d8f2b39868c0ac6f6ce57d177091fedaa99b7", "component_budget": { "node_count": 2, "item_count": 2, @@ -17081,18 +17287,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both feature requests for adding missing AutoModel support, but they target different model families and different auto classes, so they are not duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "issue:43684 is the broader registration request (AutoModel and AutoModelForConditionalGeneration) and is the better representative issue for this kind of model-registration gap.", + "summary": "These are related only at a very high level (both ask for additional Qwen model support), but they target different model families and different AutoModel heads, so they are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #43684 is the broader, more general request: register Qwen3-Omni with AutoModel and AutoModelForConditionalGeneration. It is a better representative of the cluster than the narrower sequence-classification request.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43684 is the best representative because it is a clearer, more general missing-registration request; issue:44405 is a narrower, separate support request for a different Qwen variant and auto class.", + "best_issue_reason": "#43684 is the best issue to keep as the representative because it covers a larger, foundational registration gap rather than a specific downstream head.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying requests: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 sequence-classification support for AutoModelForSequenceClassification. Same broad subsystem, but not the same fix." + "reason": "Not the same underlying bug: #43684 is about Qwen3-Omni model registration for base/conditional-generation auto classes, while #44405 is specifically about adding AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Different model versions and different task heads." } ] }, @@ -17129,77 +17335,80 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "1183244d0d13ba733f1892daef05f38100ee85aa89c200134a03e7cdd5c9c619", + "prepared_review_unit_hash": "7d08e6d33e1f481121645ab8ea6e48cf9046c09dcc38593bd3da2f5816a5517c", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4260, - "estimated_input_tokens": 1065, - "estimated_eval_tokens": 2386 + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4260, - "estimated_input_tokens": 1065, - "estimated_eval_tokens": 2386 + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly low-information duplicate-like issues: three reports share the same generic title \"huggingface \", while \"Fett\" looks separate. There isn\u2019t enough concrete bug detail to safely merge any pair.", - "confidence": 0.44, - "canonical_issue_reason": "43845 is the earliest of the repeated \"huggingface \" reports and is the cleanest representative of that subgroup; 43835 is a different title and looks unrelated.", + "summary": "The three \"huggingface\" issues look like duplicates of the same report; the \"Fett\" issue appears unrelated. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43845 is the earliest of the identical \"huggingface\" reports, so it is the best canonical issue among the likely duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the most representative issue in the cluster because it is the earliest near-duplicate among the repeated \"huggingface \" reports.", + "best_issue_reason": "43845 is the cleanest global issue candidate because it exactly matches the repeated title and predates the other duplicate-looking issues; 43835 has a different topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no shared concrete bug description; too little evidence to treat as the same issue." + "reason": "Different titles and no concrete shared bug details; the similarity signal is too weak to treat these as the same issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no shared concrete bug description; too little evidence to treat as the same issue." + "reason": "Different titles and no evidence of the same underlying problem." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no shared concrete bug description; too little evidence to treat as the same issue." + "reason": "\"Fett\" does not appear to describe the same report as the generic \"huggingface\" issues." }, { "left": "issue:43845", "right": "issue:43846", - "accept": false, - "reason": "Same generic title, but the bodies are not available and there is no concrete bug context to confirm a true duplicate." + "accept": true, + "reason": "Same exact title and close creation times strongly suggest duplicate reports of the same issue." }, { "left": "issue:43845", "right": "issue:43859", - "accept": false, - "reason": "Same generic title, but body content is not visible and the length differs; not enough to confirm the same underlying issue." + "accept": true, + "reason": "Same exact title and same apparent topic; likely duplicate issue reports." }, { "left": "issue:43846", "right": "issue:43859", - "accept": false, - "reason": "Same generic title, but body content is not visible and the length differs; not enough to confirm the same underlying issue." + "accept": true, + "reason": "Same exact title and same apparent topic; likely duplicate issue reports." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: the three \"huggingface\" issues share the exact same title, and 43845 is the earliest. The summary stays appropriately cautious by saying they \"look like\" duplicates, while 43835 has a different title and no concrete evidence tying it to the others. No PR-pair concerns apply because there are no PRs." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -17233,88 +17442,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "17cd221be465d1538a2c17c65dd770796b0417bff66f946aa8691cc69f3d9fd7", + "prepared_review_unit_hash": "7d6037a89271f7918c5ebeb93009aaeab98a51ee8fca3466c1235bc8af90a97a", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5794, - "estimated_input_tokens": 1449, - "estimated_eval_tokens": 3154 + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5794, - "estimated_input_tokens": 1449, - "estimated_eval_tokens": 3154 + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items look like unrelated low-content/spam or generic placeholder issues; there is no concrete evidence that any pair describes the same underlying bug or request.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "No duplicate cluster here: the issues are mostly unrelated spam/generic placeholders and do not describe the same bug or request.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue stands out because the items do not share a concrete topic or underlying problem; they are just unrelated spam/generic issue titles.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "None is a good representative for duplication triage. If forced, 44418 is the least spammy, but it still does not meaningfully represent the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are placeholder spam titles with no substantive body, targets, or code context; similarity is not enough to infer the same issue." + "reason": "Both are spam-like placeholders with no shared concrete bug or request." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are placeholder spam titles with no substantive body, targets, or code context; not the same underlying bug or change." + "reason": "Both are spam-like placeholders with no shared concrete bug or request." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam and the other is a generic documentation suggestion; no shared concrete problem statement." + "reason": "One is spam and the other is a generic documentation suggestion; no same underlying issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus a specific-sounding title; no evidence they refer to the same issue." + "reason": "A spam placeholder and a separate generic title about Google LLC; unrelated." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation request and spam placeholder are unrelated; no matching bug or change details." + "reason": "Generic documentation suggestion vs spam placeholder; no common bug/change." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic documentation request and spam placeholder are unrelated; similarity is too weak to merge." + "reason": "Generic documentation suggestion vs spam placeholder; no common bug/change." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but there is no concrete issue description to establish the same underlying report." + "reason": "Both are spam-like placeholders, but there is no evidence they report the same underlying problem." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and a specific-sounding title do not \u0581\u0578\u0582\u0575\u0581 the same problem; no shared details." + "reason": "Spam placeholder and unrelated generic title; not the same issue." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and a specific-sounding title do not establish a duplicate relationship." + "reason": "Spam placeholder and unrelated generic title; not the same issue." } ] }, @@ -17344,12 +17553,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "ab843205dd6d29cdf1351fb429bc74d34579d2434f29eb313e457980dffa7838", + "prepared_review_unit_hash": "e28e64361d2a3b19ee2d4e063a619e68aa9eecd0a70261e574545dcb5f0023b4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -17357,7 +17566,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -17366,28 +17575,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are highly similar and share the exact same title, but the packet only provides soft similarity evidence. There is no body-level comparison or explicit linkage to confirm they are duplicates, so this should be treated as a possible duplicate rather than a confirmed one.", - "confidence": 0.67, - "canonical_issue_reason": "If a single representative is needed, #45145 is the earlier-created issue and has the same title as #45151; however, the evidence is insufficient to call it a confirmed canonical duplicate.", + "summary": "These two closed issues appear to be duplicates: they have the same title, very similar body lengths, and only soft-similarity evidence distinguishes them.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #45145 is a good canonical choice because it is slightly earlier and has an inbound reference, suggesting it is the more established thread.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue representative only by chronology and identical title, not because duplication is proven.", + "best_issue_reason": "#45145 is the best issue representative because it matches #45151 almost exactly and has a bit more thread activity/visibility.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": false, - "reason": "Same title and close timing are suggestive, but the packet contains only soft_similarity and no body-level or explicit linkage showing the same underlying report. That is not enough to accept a duplicate edge." + "accept": true, + "reason": "Same title and strongly similar content indicate the same underlying issue; this looks like a duplicate report rather than a distinct bug." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster conclusion is too strong for the packet. The two issues share the same title and are close in time, but the only pair evidence is soft_similarity, and the packet provides no body-level comparison or explicit linkage showing they are the same underlying report. Treating them as duplicates/canonical with 0.99 confidence overstates the evidence. A more conservative summary would say they are highly similar issues with possible duplication, not confirmed duplicates." + "accept": true, + "feedback": "The analyst\u2019s conclusion is grounded in the packet: the issues have identical titles, very similar body lengths, and the only recorded pair evidence is soft similarity. The canonical-choice rationale is also supported by the earlier creation time and the inbound reference on #45145. The soft-edge accept is conservative enough for this evidence level." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -17464,7 +17673,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "a9c45f9fd416209e1a4000781fe8d953849e12466925f793219321c443a51624", + "prepared_review_unit_hash": "80aded187d4cf45f4c4f87548759ff24ca4345b6820ce846866138e3a897cd24", "component_budget": { "node_count": 2, "item_count": 2, @@ -17486,18 +17695,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These look like two different bugs, not duplicates: one is a Gemma4 audio-module NF4 inference crash from `torch.finfo()` on `uint8` weights, the other is a BitsAndBytesConfig regression where `llm_int8_skip_modules` clears the default `lm_head` exclusion and triggers an assertion in 4-bit inference.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue: 45672 is a Gemma4/audio-module `torch.finfo()` TypeError, while 45674 is a separate BitsAndBytesConfig skip-module regression; they should remain distinct.", + "summary": "These are related only at a broad 4-bit inference level, but they describe different bugs: one is a Gemma4 audio-module uint8/finfo failure, the other is a BitsAndBytesConfig skip-modules regression that drops the default lm_head exclusion. Not a duplicate pair.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #45674 is the clearer, more general regression description and is easier to use as the representative issue for this cluster, even though it is not the same bug as #45672.", "canonical_pr_reason": null, - "best_issue_reason": "45672 is the more self-contained and specific bug report, with a concrete failure mode tied to Gemma4 audio modules and 4-bit NF4 inference.", + "best_issue_reason": "Issue #45674 is the best standalone issue because it states the configuration-triggered failure mode directly and in a reusable way.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different failure paths and components: `torch.finfo()` on `uint8` weights in Gemma4 audio modules vs. `llm_int8_skip_modules` resetting `lm_head` exclusion in BitsAndBytesConfig. They are not the same underlying bug." + "reason": "Different concrete failure modes: Gemma4/audio-module torch.finfo() TypeError on uint8 weights versus BitsAndBytesConfig clearing the default lm_head exclusion and causing an AssertionError." } ] }, @@ -17527,40 +17736,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "7d212f956b7c41679e68358d6d657b9e1a2e25a8245c2ee5ad9ce894b8ea104b", + "prepared_review_unit_hash": "dd73fbf6a5c2c52db3fde06abb2442e73ba6e12fd5538bd905780957cd6fc2ac", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicate issues. Both are empty, title-only issues about different personal names and dates, with no shared bug report or actionable problem statement.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the two issues appear unrelated and contain no body or evidence of the same underlying problem.", + "summary": "The two closed issues are unrelated personal-name/date entries with no body, no links, and no shared technical context. They should not be deduplicated.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue: these are distinct entries with different names/dates and no evidence of the same underlying bug or request.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a strong canonical candidate; both are similarly sparse and unrelated.", + "best_issue_reason": "Neither issue is a good global canonical candidate because neither contains any substantive problem description or shared context.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Reject: the titles reference different names and dates, and there is no substantive content indicating the same issue." + "reason": "Different people and different dates; no indication they refer to the same underlying issue." } ] }, @@ -17590,7 +17799,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "d0270da8a472b466dfa3480e81796b5cac598a007bbddabfe8f65e7f140e6ce6", + "prepared_review_unit_hash": "6747dfd42b539923a3a364f4405e89b238e8eedcb7ba819c3f4a24a1df9d5af8", "component_budget": { "node_count": 2, "item_count": 2, @@ -17612,7 +17821,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues with unrelated personal-name/date titles and no body, links, or shared targets; they do not appear to describe the same bug or request.", + "summary": "Two closed issues with only personal-name-and-date titles, no body text, no links, and no shared technical context. They do not look like duplicates or the same underlying bug.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -17623,7 +17832,7 @@ "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Titles are different names/dates with no evidence of a shared underlying problem, code path, or target." + "reason": "Titles are different personal names with different dates; there is no issue description or linkage indicating the same bug/request." } ] }, @@ -17663,91 +17872,91 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "cf8b0eaa5346aa9a7befb895fbc4f1daab1833840c738aea6e341bc41f97b852", + "prepared_review_unit_hash": "7e576f20079ca1183a9fef3040726efd51f04b2fb7b02be9d6c342a854d1ac9a", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5729, - "estimated_input_tokens": 1433, - "estimated_eval_tokens": 3122 + "serialized_chars": 5723, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5729, - "estimated_input_tokens": 1433, - "estimated_eval_tokens": 3122 + "serialized_chars": 5723, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is not one single duplicate set: it contains two exact-duplicate issue pairs (45870/45871 and 45872/45873) plus one separate dataset-ad issue (45869). The broader financial/DataForge theme is only superficial similarity.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue covers the whole cluster. For the exact duplicate pair 'Example: Financial time series prediction with DataForge', issue 45870 is the best canonical choice because it is the earlier report; 45871 is identical. The 'DataForge: Financial time series + scraping service' pair is separate.", + "summary": "The cluster appears to contain two separate likely duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a different dataset-promo request and does not match the DataForge feature/request titles. The evidence supports high similarity, but not explicit duplicate confirmation.", + "confidence": 0.84, + "canonical_issue_reason": "45870 is the best representative for the DataForge example-request pair because it matches 45871 closely and has slightly more activity. It should be treated as a representative of that subcluster, not as a canonical for all five items because 45872/45873 form a separate likely-duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the best overall representative among the issues because it is the earliest of the identical 'Example: Financial time series prediction with DataForge' reports and sits in one of the two true duplicate pairs.", + "best_issue_reason": "45870 is the strongest issue to keep as the representative issue: it is one half of the most clearly matching DataForge example pair and has marginally more discussion activity than 45871.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different topics: dataset bundle ad vs. example/prediction writeup. Only share a broad financial/DataForge theme." + "reason": "Different requests: a dataset bundle promo versus a DataForge financial prediction example." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different topics: dataset bundle ad vs. example/prediction writeup. Not the same underlying issue." + "reason": "Different requests: dataset bundle promo versus the DataForge example request." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact same title and matching metadata/body length; these are the same issue report." + "reason": "Same title and matching metadata/body shape; this is very likely the same underlying issue." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Same broad domain, but 'example prediction' and 'scraping service' are distinct requests/issues." + "reason": "Related finance/DataForge theme, but the titles indicate different feature requests." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same broad domain, but 'example prediction' and 'scraping service' are distinct requests/issues." + "reason": "Same broad domain, but not the same concrete request." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different concrete topics; no evidence they describe the same underlying bug/change." + "reason": "The overlap is thematic only; one is an example request and the other is a scraping-service request." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different concrete topics; no evidence they describe the same underlying bug/change." + "reason": "Different concrete request despite similar DataForge/finance wording." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact same title and matching metadata/body length; these are the same issue report." + "reason": "Same title and matching metadata/body shape; this is very likely the same underlying issue." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. It correctly identifies two same-title/same-body-length duplicate pairs (45870/45871 and 45872/45873) and treats 45869 as a separate, only loosely related issue. The soft-edge rejections are appropriately cautious, and the canonical/best-issue reasoning does not overclaim a single cluster-wide duplicate." + "accept": false, + "feedback": "The grouping is mostly grounded, but the analyst overstates certainty. The packet only provides soft-similarity evidence (even for the jaccard=1.0 pairs) and no explicit duplicate confirmation, so phrases like \"exact duplicate,\" \"clear duplicate pair,\" and \"exact twin\" are too strong. A more conservative summary would say the pairs are highly similar or likely duplicates, with 45869 not matching the DataForge request titles." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -17755,7 +17964,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17803,160 +18012,160 @@ "pull_request:46048|pull_request:46268", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "4483d3f047621554b6dd3a7df7b3eb7088a340adebfe4e4e009a7c964951831e", + "prepared_review_unit_hash": "8a65547ac6a09921970169a909007ef202c6625d690594f100eb21c82b3efb8b", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 20, - "serialized_chars": 40313, - "estimated_input_tokens": 10079, - "estimated_eval_tokens": 20414 + "serialized_chars": 40308, + "estimated_input_tokens": 10077, + "estimated_eval_tokens": 20410 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 20, - "serialized_chars": 40313, - "estimated_input_tokens": 10079, - "estimated_eval_tokens": 20414 + "serialized_chars": 40308, + "estimated_input_tokens": 10077, + "estimated_eval_tokens": 20410 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is mostly heterogeneous and does not represent one duplicate family. The only true duplicate pair is the two `fixed_cross_entropy` patches (43251/43254); the rest are distinct model additions, tooling changes, or kernel-routing updates.", - "confidence": 0.93, + "summary": "Only one soft duplicate stands out: the two `fixed_cross_entropy` PRs for issue 43240. The rest are feature additions or unrelated fixes touching different code paths, so they should stay separate.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical representative for the only real duplicate subcluster: it explicitly targets issue 43240 and cleanly expands `fixed_cross_entropy` to pass supported kwargs; 43254 is just an alternate variant of the same fix.", + "canonical_pr_reason": "PR 43251 is the clearest representative: it is explicitly linked to issue 43240, directly patches `fixed_cross_entropy`, and is the more complete/intentional formulation of the same fix.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best global PR representative because it is the only substantive duplicate candidate in the set and anchors the one mergeable overlap; the other PRs are unrelated changes.", + "best_pr_reason": "PR 43251 is the best overall representative because it has the explicit issue reference, a focused diff, and the same code-path fix as the duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated PRs: VideoPrism model/docs addition vs. Executorch dynamic-shape export test." + "reason": "Videoprism model addition vs an Executorch dynamic-shape test; unrelated changes and not the same bug or feature." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Different tokenizer API fix vs. Executorch export test; no shared bug or code path." + "reason": "Tokenizer API addition vs Executorch export test; different subsystems and different goals." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer missing methods and MobileLLM model addition are unrelated." + "reason": "Mistral tokenizer methods vs adding MobileLLM; separate model support work, not duplicate work." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness work is unrelated to adding MobileLLM." + "reason": "Processor-pretrained robustness changes vs MobileLLM model implementation; unrelated code paths." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs fix vs. MobileLLM model implementation; no overlap." + "reason": "Loss-function kwargs fix vs adding MobileLLM; completely different changes." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Both touch core library code, but one fixes cross-entropy kwargs and the other is Mistral4 model/test cleanup; not the same bug." + "reason": "Cross-entropy kwargs fix vs Mistral4 test/model work; no shared underlying bug." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export testing and Mistral4 test fixes are distinct." + "reason": "Executorch export test vs Mistral4 fixes; unrelated features/tests." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export tests do not duplicate a new-model addition." + "reason": "Executorch dynamic-shape test vs MobileLLM model addition; not the same underlying issue." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "MobileLLM model addition and config-resolution ordering fix are unrelated." + "reason": "New model addition vs `cls.config` resolution order fix; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model implementation vs. Falcon output-collection refactor; different code paths." + "reason": "New model addition vs Falcon output-collection refactor; different model and different change type." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation skill are unrelated." + "reason": "Falcon refactor vs model-creation skill/docs; not the same bug or code path." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon standardized-output refactor and Mistral4 tests do not fix the same issue." + "reason": "Falcon refactor vs Mistral4 fixes; separate model internals." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and `layrnorm` typo normalization are separate changes." + "reason": "Mistral4 tests/fixes vs CLIP-like `layrnorm` renaming; unrelated model families and paths." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 tests vs. chat-response parsing overhaul are unrelated." + "reason": "Mistral4 fixes vs chat parsing/serve update; different functionality entirely." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests and TDT loss kernel addition do not address the same concrete problem." + "reason": "Mistral4 tests vs TDT loss kernel integration; unrelated changes." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 tests and config-resolution order fix are unrelated." + "reason": "Mistral4 fixes vs `cls.config` resolution ordering; different underlying issue." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Model test fixes and model-creation skill tooling are unrelated." + "reason": "Mistral4 fixes vs model-creation skill; one is code/tests, the other is repository tooling/docs." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding a model and adding an internal skill/documentation workflow are not duplicates." + "reason": "MobileLLM model addition vs model-creation skill; not duplicate code." }, { "left": "pull_request:46048", "right": "pull_request:46268", "accept": false, - "reason": "Both involve hub kernels, but one adds TDT-loss loading while the other adds ROCm AITER routing; different kernels and different fixes." + "reason": "TDT loss kernel integration vs ROCm kernel routing for AITER; same broad area but different kernels and code paths." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same underlying loss-function bug: both patch `fixed_cross_entropy` to forward supported kwargs to `nn.functional.cross_entropy`, and both target issue 43240." + "reason": "Both PRs fix the same `fixed_cross_entropy` signature/API issue in `src/transformers/loss/loss_utils.py` for issue 43240, adding support for `weight` and `label_smoothing`; they are mergeable as one change." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The summary stays conservative, and the only true duplicate pair is well-supported by the packet: PRs 43251 and 43254 both patch `fixed_cross_entropy` for issue 43240. The other soft-edge rejections are cautious and consistent with the diffs." + "feedback": "The only accepted soft duplicate is well supported: both PRs target `src/transformers/loss/loss_utils.py`, both reference issue 43240, and both patch `fixed_cross_entropy` to pass through `weight`/`label_smoothing`. The remaining pairwise rejections are conservative and grounded in the packet, with no clear overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -17967,7 +18176,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17983,12 +18192,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "6d2a64806f9d0e8d16353f0fe5951535c5c17f4258c4d2a2fac69265c1ea1ee0", + "prepared_review_unit_hash": "170d07770762fdda88cf4efd1819b2f27a3568845419e41ad5fe1c4232e00a13", "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 }, @@ -17996,7 +18205,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7226, + "serialized_chars": 7225, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -18005,18 +18214,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related VibeVoice workstreams, but not the same change: #40546 adds the base VibeVoice integration, while #42781 adds VibeVoice Realtime plus the acoustic tokenizer and generation changes. Shared filenames are mostly the same model family scaffolding, not evidence of a duplicate PR.", - "confidence": 0.93, + "summary": "Both PRs add VibeVoice support, but they are not the same concrete change: #40546 is the initial VibeVoice implementation, while #42781 adds VibeVoice Realtime and an acoustic tokenizer plus related runtime changes. They overlap on shared model plumbing, but should not be merged as duplicates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the better representative of the core VibeVoice implementation; it is the broader, older base integration with substantial review activity, whereas #42781 is a later draft focused on the realtime extension.", + "canonical_pr_reason": "#40546 is the earlier, broader base implementation of VibeVoice and is the better canonical PR for this cluster.", "best_issue_reason": null, - "best_pr_reason": "#40546 is the best single PR to represent the core VibeVoice support work because it covers the initial model addition rather than the narrower realtime follow-up.", + "best_pr_reason": "#40546 is the strongest representative because it establishes the core VibeVoice integration; #42781 is a later, more specialized realtime extension.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Different underlying changes: one implements VibeVoice, the other adds VibeVoice Realtime/acoustic tokenizer support. They share a subsystem but are not merge-into-one duplicates." + "reason": "Shared filenames reflect common VibeVoice scaffolding, but the PRs target different changes: initial model integration vs. realtime/acoustic-tokenizer support. They do not look like one fix that could plausibly be merged into a single PR." } ] }, @@ -18030,7 +18239,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18046,7 +18255,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "fcfaee95a1314deee38b92cf5fbf830ede226c0a602d4e0b01bc9d4cdd523d9f", + "prepared_review_unit_hash": "7cf08534251a24f96dee2c644361694d2f699b8ab7ef8e9ec4dc68475f97969b", "component_budget": { "node_count": 2, "item_count": 2, @@ -18068,18 +18277,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting support, the other adds DINOv3 image-classification support. They do not fix the same code path and should not be merged as duplicates.", + "summary": "The two PRs are unrelated: one adds TimesFM covariate-based forecasting, the other adds DINOv3 image classification support. They touch different models, code paths, and feature areas, so they should not be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 41224 is the better representative of the cluster only in the sense that it is the more review-active and self-contained change; however, it is not a duplicate of PR 40755.", + "canonical_pr_reason": "PR 41224 is the more concrete and better-scoped change, with stronger review activity and a clear single model feature addition, making it the better representative artifact in this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 41224 is the better overall representative because it has clearer, narrower scope and much more review activity, but it is still unrelated to PR 40755.", + "best_pr_reason": "PR 41224 is the best representative here because it is a focused, self-contained feature addition with substantial review/discussion, whereas PR 40755 is a broader TimesFM feature change.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different features and code paths: TimesFM covariate forecasting vs DINOv3 image classification. No concrete duplicate behavior or mergeable overlap." + "reason": "Different underlying changes and code paths: TimesFM covariate forecasting vs DINOv3 image classification support. They are not the same bug or mergeable fix." } ] }, @@ -18093,7 +18302,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18156,7 +18365,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18174,12 +18383,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "aec2b2562be6155f210fd2bde95ea4a0b1e5563d73d14b99eaae7b5938bcb995", + "prepared_review_unit_hash": "7f1edbd5507582efcbc4cddeb32de89638356fccb350fc82ac08bcea2b8fb700", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10435, + "serialized_chars": 10436, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -18187,7 +18396,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10435, + "serialized_chars": 10436, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -18196,24 +18405,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition PRs (DeepSeek OCR, Isaac, Kimi2-6) that overlap mainly on shared Transformers scaffolding and docs, not on the same underlying change or bug.", - "confidence": 0.97, + "summary": "No duplicate cluster here: all three items are separate new-model addition PRs for different architectures (DeepSeek OCR, Isaac, Kimi2-6). They share template files and automation wiring typical of model-onboarding PRs, but not the same underlying change or bug.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45630 (Kimi2-6) is the most substantial and self-contained representative of the cluster, but it is not a duplicate of the others; all three add different models.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45630 is the strongest single representative because it has the broadest model integration surface and the most complete addition among the three.", + "best_pr_reason": "None of these PRs is a global canonical choice; they are unrelated model additions and should remain separate.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model additions (DeepSeek OCR vs Isaac). Shared files are generic auto/config/docs plumbing, not the same code-path fix or mergeable duplicate PR." + "reason": "Different models and codepaths (DeepSeek OCR vs Isaac). Shared docs/auto-registry plumbing is incidental to model onboarding, not evidence of the same fix/change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model additions (Isaac vs Kimi2-6). Overlap is limited to standard model-registration infrastructure; they do not address the same concrete change." + "reason": "Different model families (Isaac vs Kimi2-6) with distinct implementation files and model-specific tests. They are not plausibly mergeable into one PR for the same underlying change." } ] }, @@ -18227,7 +18436,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18243,7 +18452,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "0800351768f2647b81a5f631b3a0c556c7c294f01b07d64e53078d01c9aee166", + "prepared_review_unit_hash": "7b5ccd85b3cc57f7e89ae463d1e5857bbc33c14c0e6daecdb49ce1ef56cc28a5", "component_budget": { "node_count": 2, "item_count": 2, @@ -18265,18 +18474,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs overlap in GitHub Actions workflow files, but they update different dependencies for different reasons: PR 42975 is a broad Node 24 compatibility bump for core actions, while PR 42976 only upgrades docker/build-push-action in image-build workflows. They are related, but not duplicates.", - "confidence": 0.96, + "summary": "These are related CI/workflow maintenance PRs, but they are not the same underlying change: PR 42975 focuses on Node 24 compatibility for GitHub Actions across many workflows, while PR 42976 upgrades docker/build-push-action and other actions to latest versions. The overlap in workflow files is too broad to treat as a duplicate.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "If one representative PR is needed, 42975 is the broader and more clearly scoped workflow-actions upgrade, centered on Node 24 compatibility across many workflows.", + "canonical_pr_reason": "PR 42975 is the better canonical representative because its scope is more clearly defined around Node 24 compatibility and it touches a broader, more cohesive set of workflow action-version updates.", "best_issue_reason": null, - "best_pr_reason": "42975 is the best representative of the cluster because it is the more comprehensive, coherent change and addresses a concrete compatibility goal across many workflows.", + "best_pr_reason": "PR 42975 is the best overall representative of the cluster since it centers on a single infrastructure upgrade theme; PR 42976 is a separate action-version bump with a different concrete dependency (docker/build-push-action).", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "They both touch workflow files, but the actual changes are different: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 bumps docker/build-push-action for docker image builds. Different code paths and failure modes, so not the same underlying fix." + "reason": "Do not merge as duplicates: they update different GitHub Actions dependencies and address different upgrade goals. Shared workflow filenames alone is not enough to indicate the same fix." } ] }, @@ -18290,7 +18499,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18313,7 +18522,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "1880707eb80b9eafcf84088c4b7204a8245fc7a8ebf62b9deb70d41ae157c64c", + "prepared_review_unit_hash": "89bb9de21d150bc0434af65bced7036e9aa81611756d870876d491dac993edc0", "component_budget": { "node_count": 4, "item_count": 4, @@ -18335,48 +18544,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All six soft edges connect separate model-addition PRs that only share boilerplate paths like docs, auto-mappings, and tests; they are not duplicates of the same underlying change.", - "confidence": 0.96, + "summary": "These PRs are not duplicates of one another; they are separate model-addition changes that only overlap on generic Transformers boilerplate (docs, auto mappings, package exports).", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the cluster is heterogeneous, covering different models (ViT NEPA, Molmo, Molmo2, CTSM) with distinct code paths and file sets.", + "canonical_pr_reason": "43451 is the most substantial and active PR in the set, but it still represents a distinct Molmo2 addition rather than a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for deduping here; each PR is a separate model integration rather than an alternate fix for the same bug/change.", + "best_pr_reason": "43451 is the best representative of the cluster by scope and review activity, covering the broadest end-to-end model integration among the four.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "ViT NEPA vs Molmo are different model additions; shared docs/auto files are generic scaffolding, not the same change." + "reason": "Different underlying models and code paths: ViT NEPA vs Molmo. Shared auto/docs files are generic model-registration boilerplate, not the same fix or feature." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 add different architectures and distinct model files; not the same underlying PR." + "reason": "ViT NEPA and Molmo2 are separate model additions with different architectures, processors, and files; similarity is only in shared Transformers scaffolding." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA vs CTSM are unrelated model integrations with different implementations and targets." + "reason": "These add unrelated models in different domains (vision vs time series), so they are not the same underlying change." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model families; overlap is limited to shared integration boilerplate." + "reason": "Molmo and Molmo2 are related by naming, but the PRs implement different model families and feature sets; they are not one mergeable duplicate fix." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM do not fix the same code-path problem; they add different model support." + "reason": "Molmo and CTSM are unrelated model additions; overlap is limited to generic registry/docs plumbing." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are distinct additions with different model-specific files and logic, so they should not be merged as duplicates." + "reason": "Molmo2 and CTSM address different model families and code paths, so they should not be merged as duplicates." } ] }, @@ -18390,7 +18599,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18409,52 +18618,52 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "ce63310ab2a43499f421565fba894fe54e4cce40634f4f18d6d965405eb88157", + "prepared_review_unit_hash": "1b3b28551875ad746c2a1feba3b67ff7eb50201c57b8e8523850d06815a3f3a1", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7093, - "estimated_input_tokens": 1774, - "estimated_eval_tokens": 3804 + "serialized_chars": 7091, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7093, - "estimated_input_tokens": 1774, - "estimated_eval_tokens": 3804 + "serialized_chars": 7091, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated pull requests that only share broad repository similarity. The Whisper PR is a small tokenizer/test fix, the CLIP/ViT PR is test-only and appears unrelated, and the Dequant fix is a substantial FP8/model-loading change in a different subsystem.", + "summary": "These pull requests do not look like duplicates of one another. One is a Whisper test/tokenizer fix, one is unrelated CLIP/ViT test noise, and one is a broader FP8 dequantization fix spanning loading/quantization code.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:44815 is the strongest standalone change set: it has a coherent code fix spanning model loading and FP8 quantization, unlike the other two which are narrow or test-only and not clearly related to the same bug.", + "canonical_pr_reason": "PR 44815 is the most concrete and substantive code fix in the set, with a coherent change set around FP8 dequantization and related loading/quantizer paths.", "best_issue_reason": null, - "best_pr_reason": "pull_request:44815 is the best representative artifact because it contains the most substantive, internally consistent fix and is the least likely to be an incidental or placeholder test patch.", + "best_pr_reason": "PR 44815 is the best representative of an actual bug fix because it has a clear technical scope and touches the code path most likely to be the real underlying change.", "soft_edge_verdicts": [ { - "left": "pull_request:43291 (Fix whisper tests)", - "right": "pull_request:43665 (fix)", + "left": "pull_request:43291", + "right": "pull_request:43665", "accept": false, - "reason": "Different models and different intent: Whisper tokenizer/test cleanup vs. CLIP/ViT test edits. No shared code path or concrete bug." + "reason": "Whisper tokenizer/test changes and unrelated CLIP/ViT test edits do not describe the same underlying bug or mergeable change." }, { - "left": "pull_request:43291 (Fix whisper tests)", - "right": "pull_request:44815 (Dequant fix)", + "left": "pull_request:43291", + "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding/tokenization changes are unrelated to FP8 dequantization and model-loading logic." + "reason": "Whisper decoding/test cleanup is unrelated to FP8 dequantization and model-loading logic." }, { - "left": "pull_request:43665 (fix)", - "right": "pull_request:44815 (Dequant fix)", + "left": "pull_request:43665", + "right": "pull_request:44815", "accept": false, - "reason": "The CLIP/ViT patch is only test mutations, while the other PR fixes FP8 dequantization and loading behavior; they do not plausibly merge into one fix." + "reason": "The CLIP/ViT test-only edits are not the same concrete code-path fix as the FP8 dequantization/load-path changes." } ] }, @@ -18468,7 +18677,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18491,64 +18700,64 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "d7b4f779b7f7e727f0fc4a1388f1e69eff30df3fc9fc339d8b5b4f8e2c92d0e5", + "prepared_review_unit_hash": "ef85b6798670cb0813109789ff5916eb2b60adb8a92a61746829ea13bbb71b0c", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12084, - "estimated_input_tokens": 3021, - "estimated_eval_tokens": 6298 + "serialized_chars": 12262, + "estimated_input_tokens": 3066, + "estimated_eval_tokens": 6388 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12084, - "estimated_input_tokens": 3021, - "estimated_eval_tokens": 6298 + "serialized_chars": 12262, + "estimated_input_tokens": 3066, + "estimated_eval_tokens": 6388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are mostly unrelated test/CI/demo changes with only superficial overlap (especially shared ViT test edits or workflow plumbing). I don\u2019t see a true duplicate pair; the closest-looking pair still targets different code paths and purposes.", - "confidence": 0.43, + "summary": "All candidates appear to be synthetic or unrelated test/CI PRs; there is no strong duplicate pair here. The closest pair by filename overlap still targets different changes.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45932 is the most substantial and representative of the set: it has the broadest technical scope and the strongest signal of a real code change, whereas the others are smaller bot/test-migration or dummy PRs.", + "canonical_pr_reason": "PR 45932 is the best anchor because it is the broadest substantive change in the set and is the clearest representative of the synthetic testing/telemetry cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45932 is the best overall representative PR because it touches multiple production model files plus CI-related plumbing, making it the most technically meaningful item in this cluster.", + "best_pr_reason": "PR 45932 is the most representative overall; it has the most concrete code changes and the widest scope compared with the smaller test-only or workflow-only PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43488", - "right": "pull_request:43532", + "right": "pull_request:46114", "accept": false, - "reason": "They only overlap on the ViT test file; 43488 is a setup/version and dependency tweak, while 43532 is workflow/testing utility plumbing. Different underlying changes." + "reason": "Shared Vit test filename is not enough; one is a repo-bot formatting check and the other is a CI/OTEL migration test PR with unrelated changes." }, { "left": "pull_request:43488", - "right": "pull_request:46114", + "right": "pull_request:43532", "accept": false, - "reason": "No shared concrete bug or change: 43488 is a repo-bot/setup dependency PR, while 46114 is a CI migration/OTEL test PR with unrelated auto/modeling edits." + "reason": "Both are synthetic PRs, but their diffs target different CI/test behaviors and do not look like the same bug or change." }, { "left": "pull_request:43532", "right": "pull_request:46114", "accept": false, - "reason": "Shared test-file noise is not enough; 43532 changes comment-driven CI and notification/testing utilities, while 46114 is about CI migration and OTEL wiring. Not the same fix." + "reason": "Overlap is only in test/CI infrastructure; the specific workflow edits and test changes are different underlying changes." }, { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Although both touch ViT tests, 45932 is a broad grafana/CI and multi-model PR, while 46100 only inserts failing assertions in the ViT test file. Not plausibly one merged fix." + "reason": "They both touch ViT-related files, but 45932 is mainly a large workflow/model/config change while 46100 only injects failing assertions into a test; not the same concrete fix/change." }, { "left": "pull_request:46100", "right": "pull_request:46114", "accept": false, - "reason": "They both edit ViT tests, but 46114 is primarily CI migration plus unrelated model/auto changes; 46100 is just test-migration assertions. Different concrete changes." + "reason": "Both edit ViT tests, but 46100 is a tiny test-mutation PR and 46114 is a broader migration/OTEL/CI PR; they are not mergeable as one duplicate change." } ] }, @@ -18562,7 +18771,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18578,12 +18787,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "cafe7c20353dbe34034eee6205b930f77816bd130c6012bebb28a63895c03ee4", + "prepared_review_unit_hash": "f156d8cce9f3e938f7b445c62ec0680d1feb9ba50a1b4d23db089a2767997e3b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -18591,7 +18800,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -18600,18 +18809,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate open PRs for different new pipelines: promptable concept segmentation vs promptable visual segmentation. They overlap in shared documentation/registry/test scaffolding, but they target different model families and code paths, so they should not be deduplicated.", - "confidence": 0.96, + "summary": "Two separate feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share some documentation and plumbing, but they target different model/pipeline code paths and should not be merged as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the changes are for different features and different underlying implementations, so neither PR subsumes the other.", + "canonical_pr_reason": "If a single representative is needed, PR #43613 is the broader and more integrated feature branch, but it is not a duplicate of #43612.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a duplicate of the other; each is the right representative for its own distinct segmentation pipeline addition.", + "best_pr_reason": "PR #43613 is the stronger standalone representative because it covers a larger integration surface and more model-specific updates, though it remains a distinct feature from #43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Reject: these add different pipelines (concept vs visual segmentation) with different model integrations and tests. The shared docs/registry edits are generic scaffolding, not evidence of the same underlying bug/change." + "reason": "Reject: these are different pipelines/features (concept segmentation vs visual segmentation). Shared docs and scaffolding are too broad to indicate the same concrete bug or change, and they would not plausibly be merged into one PR without conflating distinct functionality." } ] }, @@ -18625,7 +18834,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18641,7 +18850,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "6939f1feead92b9ea533147d617218700f4604dfa62e57bbd3c29c854e5af92f", + "prepared_review_unit_hash": "4075bf905661f156330e7699cdeeb95b04fcc901ab14e0965749db0a969249e2", "component_budget": { "node_count": 2, "item_count": 2, @@ -18663,18 +18872,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate trainer.py changes: one alters gradient-accumulation loss scaling, the other extracts signature-column logic for custom trainers. They are not the same underlying bug/change and should not be clustered as duplicates.", + "summary": "The two PRs both touch `trainer.py` but address different extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They are not duplicate fixes and should not be merged together.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43651 is the better representative because it is a concrete training-step behavior change with a focused fix and explicit new property, whereas 43663 is a separate helper/refactor for column filtering.", + "canonical_pr_reason": "PR 43651 is the more concrete behavioral fix: it changes runtime loss scaling in `training_step` and adds a hook for custom trainer control, making it the stronger representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the strongest overall representative of the cluster: it addresses a specific loss-scaling path in training, with clearer end-user impact than the column-signature abstraction in 43663.", + "best_pr_reason": "PR 43651 is the best single representative because it targets a specific training bug/behavior change, whereas PR 43663 is an orthogonal refactor-hook for dataset column filtering.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and different goals: 43651 changes gradient accumulation loss normalization in training_step, while 43663 adds overridable signature-column extraction for dataset filtering. They share a file but not the same bug or change." + "reason": "Different underlying changes: 43651 concerns gradient-accumulation loss scaling, while 43663 concerns inspecting model signatures to filter columns. Same file/subsystem, but not the same code-path problem." } ] }, @@ -18688,7 +18897,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18704,12 +18913,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "5c92cf6e8d4aacd3fdb683298cb5f2e90d85b026f564bd6323b85da1d04a2b61", + "prepared_review_unit_hash": "3cbc812b400964fe41ffb5b111a1df961a45b8d7c3186f53181f1bc7e66d6da2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3662, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -18717,7 +18926,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3662, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -18726,18 +18935,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs touch the same file and the same symbol, but they address different NameError causes in the CLI. They should not be clustered as duplicates.", - "confidence": 0.89, + "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter/NameError, but they appear to address different runtime typing issues rather than one identical fix.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the more targeted, concrete fix: it guards the pydantic TypeAdapter import behind TYPE_CHECKING and quotes the annotation so the CLI no longer raises when pydantic is absent.", + "canonical_pr_reason": "PR 43842 is the more specific and better-scoped fix: it directly addresses the TypeAdapter NameError when pydantic is unavailable, while PR 43656 looks broader and more like typing/annotation cleanup in the same file.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best representative of the actual runtime bug, with a clear failure mode and explicit issue target. PR 43656 is a broader typing/annotation cleanup and not the same concrete problem.", + "best_pr_reason": "PR 43842 is the strongest representative because its title and diff align tightly with the concrete failure mode and the runtime import/annotation guard needed to avoid the NameError.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Both edit src/transformers/cli/serve.py, but 43656 is about forward-reference/type-annotation NameError cleanup, while 43842 fixes the specific pydantic-optional TypeAdapter NameError. Different underlying bugs, so not a duplicate." + "reason": "They overlap in the same file and shared symptom, but the diffs suggest different fixes: 43656 is broader annotation/future-annotations cleanup, while 43842 specifically guards TypeAdapter for the no-pydantic case. Not the same concrete change." } ] }, @@ -18751,7 +18960,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18817,7 +19026,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -18866,8 +19075,8 @@ "pull_request:44066|pull_request:44086", "pull_request:44066|pull_request:44071", "pull_request:44018|pull_request:44068", - "pull_request:44066|pull_request:44068", "pull_request:44018|pull_request:44066", + "pull_request:44066|pull_request:44068", "pull_request:44019|pull_request:44722", "pull_request:44086|pull_request:44722", "pull_request:44019|pull_request:44085", @@ -18896,9 +19105,9 @@ "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44071", "pull_request:44018|pull_request:44059", - "pull_request:44059|pull_request:44068", "pull_request:44073|pull_request:44161", "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44068", "pull_request:44101|pull_request:44161", "pull_request:44017|pull_request:44018", "pull_request:43997|pull_request:44056", @@ -18914,8 +19123,8 @@ "pull_request:44018|pull_request:44129", "pull_request:44010|pull_request:44073", "pull_request:43997|pull_request:44074", - "pull_request:44010|pull_request:44018", "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", "pull_request:43997|pull_request:44129", "pull_request:43996|pull_request:44161", "pull_request:43996|pull_request:44017", @@ -18929,12 +19138,12 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "768d206b81554f823292c2e97760d32c3473e4769c97ed53a5292d312c5b7c8b", + "prepared_review_unit_hash": "432f8df0bee8da1638623bee885a9b3a465292d93f4d2613a6e16c2982436218", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84896, + "serialized_chars": 84894, "estimated_input_tokens": 21224, "estimated_eval_tokens": 42704 }, @@ -18942,7 +19151,7 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75092, + "serialized_chars": 75090, "estimated_input_tokens": 18773, "estimated_eval_tokens": 37802 }, @@ -18951,396 +19160,354 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a wave of model-specific output-tracing refactors, not one single duplicate. The only clear duplicate groups are within the same model/code path (GPT-J, GPT-Neo, and Flaubert), while most cross-model pairs should stay separate.", - "confidence": 0.84, + "summary": "This cluster is mostly a themed batch of model-specific output-tracing refactors. A few PRs are true duplicates within the same model family (GPT-J/CodeGen and GPT-Neo), but most pairs only share the broad standardized-tracing initiative or the tracking issue.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best canonical representative for the duplicated subset because it is the clearest, most complete GPT-J/CodeGen standardized-output-tracing refactor and overlaps directly with the other GPT-J changes.", + "canonical_pr_reason": "PR 44722 is the best representative of the core change: it targets the shared GPT-J/CodeGen output-tracing refactor, explicitly links the tracking issue, and looks like the most consolidated version of that duplicated sub-change.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the strongest single PR candidate in the cluster: it has the clearest title, concrete file overlap, and the broadest same-code-path overlap among the true duplicates.", + "best_pr_reason": "PR 44722 is the strongest global representative of the cluster\u2019s central duplicated subthread, with the clearest on-topic GPT-J/CodeGen refactor and explicit issue linkage.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models and code paths (CVT/FNet vs GPT-J); same refactor theme only." + "reason": "Different model families (CVT/FNet vs GPT-J); same tracking issue is not enough to merge as duplicates." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models and code paths; both are output-tracing refactors but not the same change." + "reason": "Different code paths and models (CVT/FNet vs DeBERTaV2)." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor in the same file; 44066 is a broader version, but the shared GPT-J change is duplicate/mergeable." + "reason": "Both are GPT-J output-tracing refactors on the same underlying code path; 44085 appears to be a narrower variant of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different models (RegNet/ResNet vs EfficientNet); shared standardized-tracing pattern is too broad." + "reason": "Different model implementations (RegNet/ResNet/RT-DETR vs EfficientNet), so not the same concrete bug/change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different models and files; same issue-tracking/refactor theme only." + "reason": "EfficientNet vs GPT-J/CodeGen are unrelated code paths despite similar refactor framing." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different models/code paths (GPT-J/CodeGen vs EfficientNet)." + "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor; different model-specific changes." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "Different models and code paths (MobileNetV2 vs DeBERTa v2)." + "reason": "MobileNetV2 and DeBERTaV2 are unrelated implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "Different models/code paths (GPT-J/CodeGen vs MGP-STR)." + "reason": "GPT-J/CodeGen refactor and MGP-STR refactor are distinct changes." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "Different models/code paths (GPT-J/CodeGen vs MPT)." + "reason": "Different models and code paths (GPT-J/CodeGen vs MPT)." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo output-tracing refactor in the same file; these are clearly overlapping implementations of the same change." + "reason": "Both are GPT-Neo output-tracing refactors touching the same model code path and appear to be the same underlying change." }, { - "left": "pull_request:44066", - "right": "pull_request:44068", + "left": "pull_request:44018", + "right": "pull_request:44066", "accept": false, - "reason": "Different models (GPT-J vs GPT-Neo); same refactor style only." + "reason": "GPT-Neo and GPT-J/CodeGen are separate model implementations." }, { - "left": "pull_request:44018", - "right": "pull_request:44066", + "left": "pull_request:44066", + "right": "pull_request:44068", "accept": false, - "reason": "Different models/code paths (GPT-Neo vs GPT-J/CodeGen)." + "reason": "GPT-J/CodeGen vs GPT-Neo are different concrete refactors." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "Different models/code paths (ResNet vs GPT-J/CodeGen)." + "reason": "ResNet and GPT-J/CodeGen are unrelated model code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "Different models/code paths (MGP-STR vs GPT-J/CodeGen)." + "reason": "MGP-STR and GPT-J/CodeGen are different changes." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "Different models/code paths (ResNet vs GPT-J)." + "reason": "ResNet vs GPT-J; same initiative, different code path." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "Different models/code paths (GPT-Neo vs ResNet)." + "reason": "GPT-Neo and ResNet are unrelated model refactors." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "Different models/code paths (ResNet vs MPT)." + "reason": "ResNet and MPT are different model-specific changes." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "Different models/code paths (GPT-Neo vs Flaubert)." + "reason": "GPT-Neo vs Flaubert/XLM are different implementations." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "Different models/code paths (GPT-Neo vs Flaubert)." + "reason": "GPT-Neo and Flaubert are unrelated code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "Different models/code paths (GPT-Neo vs GPT-J/CodeGen)." + "reason": "GPT-Neo and GPT-J/CodeGen are separate model refactors." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "Different models/code paths (MPT vs GPT-J/CodeGen)." + "reason": "MPT and GPT-J/CodeGen are different model changes." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "Different models/code paths (GPT-Neo vs GPT-J)." + "reason": "GPT-Neo and GPT-J are distinct model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "Different models/code paths (GPT-Neo vs MGP-STR)." + "reason": "GPT-Neo and MGP-STR are unrelated changes." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "Different models/code paths (GPT-Neo vs MGP-STR)." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44085", - "accept": false, - "reason": "Different models/code paths (MPT vs GPT-J)." + "reason": "GPT-Neo and MGP-STR are different code paths." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "Different models/code paths (GPT-2 vs MGP-STR)." + "reason": "GPT-2 and MGP-STR are unrelated model-specific refactors." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "Different models/code paths (GPT-J vs MGP-STR)." + "reason": "GPT-J and MGP-STR are different models; same issue style is not enough." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "Different models/code paths (ViLT vs Flaubert/XLM bundle)." + "reason": "ViLT and Flaubert/XLM are different code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44722", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "Different models/code paths (GPT-2 vs GPT-J/CodeGen)." + "reason": "MPNet and Flaubert/XLM are unrelated model implementations." }, { - "left": "pull_request:44018", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "Different models/code paths (GPT-Neo vs MPT)." + "reason": "RegNet and SegFormer are different models and different concrete changes." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:44059", + "right": "pull_request:44068", "accept": false, - "reason": "Different models/code paths (SegFormer vs GPT-J/CodeGen)." + "reason": "GPT-2 and GPT-Neo are separate model refactors." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44059", + "right": "pull_request:44722", "accept": false, - "reason": "Different models/code paths (SegFormer vs LongT5)." + "reason": "GPT-2 vs GPT-J/CodeGen are different code paths." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "Different models/code paths (VisualBERT vs Flaubert/XLM bundle)." + "reason": "SegFormer and GPT-J/CodeGen are unrelated model changes." }, { - "left": "pull_request:44056", + "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Different models/code paths (MPNet vs LongT5)." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44017", - "accept": false, - "reason": "Different models/code paths (CVT/FNet vs SegFormer)." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44017", - "accept": false, - "reason": "Different models/code paths (MPNet vs SegFormer)." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44071", - "accept": false, - "reason": "Different models/code paths (SqueezeBert vs MPT)." + "reason": "SegFormer and LongT5 are different implementations." }, { - "left": "pull_request:44018", - "right": "pull_request:44074", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "Different models/code paths (GPT-Neo vs TextNet)." + "reason": "SegFormer and VisualBert are different model refactors." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "Different models/code paths (RegNet vs MPNet)." + "reason": "RegNet and MPNet are unrelated code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "Different models/code paths (RegNet vs GPT-Neo)." + "reason": "VisualBert and Flaubert/XLM are different model-specific changes." }, { - "left": "pull_request:43996", - "right": "pull_request:44161", + "left": "pull_request:44019", + "right": "pull_request:44073", "accept": false, - "reason": "Different models/code paths (CVT/FNet vs LongT5)." + "reason": "ResNet and VisualBert are unrelated models." }, { - "left": "pull_request:44074", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "Different models/code paths (TextNet vs LongT5)." + "reason": "MPNet and LongT5 are different code paths." }, { - "left": "pull_request:44018", + "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "Different models/code paths (GPT-Neo vs LongT5)." + "reason": "RegNet and LongT5 are unrelated refactors." }, { - "left": "pull_request:43997", - "right": "pull_request:44071", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "Different models/code paths (RegNet vs MPT)." + "reason": "CVT/FNet and SegFormer are different model implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:43996", + "right": "pull_request:44129", "accept": false, - "reason": "Different models/code paths (SqueezeBert vs VisualBERT)." + "reason": "CVT/FNet and SpeechT5 are different code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "Different models/code paths (RegNet vs TextNet)." + "reason": "SqueezeBert and MPT are unrelated changes." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "Different models/code paths (MPT vs SpeechT5)." + "reason": "TextNet and Flaubert/XLM are different model refactors." }, { - "left": "pull_request:43996", - "right": "pull_request:44007", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "Different models/code paths (CVT/FNet vs RegNet/ResNet)." + "reason": "TextNet and LongT5 are unrelated code paths." }, { "left": "pull_request:44056", - "right": "pull_request:44071", + "right": "pull_request:44074", "accept": false, - "reason": "Different models/code paths (MPNet vs MPT)." + "reason": "MPNet and TextNet are different model implementations." }, { "left": "pull_request:44010", - "right": "pull_request:44018", + "right": "pull_request:44073", "accept": false, - "reason": "Different models/code paths (SqueezeBert vs GPT-Neo)." + "reason": "SqueezeBert and VisualBert are unrelated changes." }, { "left": "pull_request:44044", - "right": "pull_request:44074", + "right": "pull_request:44073", "accept": false, - "reason": "Different models/code paths (DeBERTa v2 vs TextNet)." + "reason": "DeBERTaV2 and VisualBert are different model-specific refactors." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "Different models/code paths (DeBERTa v2 vs SpeechT5)." + "reason": "DeBERTaV2 and SpeechT5 are unrelated code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "Different models/code paths (DeBERTa v2 vs VITS)." + "reason": "DeBERTaV2 and VITS are different model implementations." }, { - "left": "pull_request:44101", - "right": "pull_request:44116", + "left": "pull_request:44066", + "right": "pull_request:44722", "accept": true, - "reason": "Same Flaubert attention/output-tracing refactor; 44101 is a broader bundle, but the Flaubert change itself is the same concrete code-path update." - }, - { - "left": "pull_request:44129", - "right": "pull_request:44161", - "accept": false, - "reason": "Different models/code paths (SpeechT5 vs LongT5)." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44073", - "accept": false, - "reason": "Different models/code paths (SegFormer vs VisualBERT)." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44161", - "accept": false, - "reason": "Different models/code paths (VisualBERT vs LongT5)." + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is effectively the same change family as 44066." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", - "accept": false, - "reason": "Different models/code paths (TextNet vs Flaubert/XLM bundle)." + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same underlying model code path." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44085", + "right": "pull_request:44129", "accept": false, - "reason": "Different models/code paths (MPNet vs Flaubert/XLM bundle)." + "reason": "GPT-J and SpeechT5 are different model-specific changes." }, { - "left": "pull_request:44018", - "right": "pull_request:44044", + "left": "pull_request:43996", + "right": "pull_request:44007", "accept": false, - "reason": "Different models/code paths (GPT-Neo vs DeBERTa v2)." + "reason": "Different model families and different refactor targets." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:43996", + "right": "pull_request:44129", "accept": false, - "reason": "Different models/code paths (SqueezeBert vs DeBERTa v2)." + "reason": "CVT/FNet and SpeechT5 are unrelated changes." }, { "left": "pull_request:44044", - "right": "pull_request:44101", + "right": "pull_request:44129", "accept": false, - "reason": "Different models/code paths (DeBERTa v2 vs Flaubert/XLM bundle)." + "reason": "DeBERTaV2 and SpeechT5 are different code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "Different models/code paths (DeBERTa v2 vs VITS)." + "reason": "DeBERTaV2 and VITS are unrelated model refactors." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on cross-model pairs. The accepted soft-edge pairs are limited to same-model/same-file overlaps, which look mergeable into a single bugfix PR, and the rejections do not overclaim duplicate status from theme similarity alone." + "feedback": "The summary is grounded in the packet and stays conservative: it distinguishes broad standardized-tracing theming from true duplicates, and the accepted soft pairs are limited to the same model families/code paths (GPT-J/CodeGen and GPT-Neo). No pair is overstated as mergeable across unrelated model implementations." }, "evaluator_used": true, "retried": false, @@ -19351,7 +19518,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 30, + "component_count": 29, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -19378,12 +19545,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "5ea2b9c7b0f3d69dd60e4ca41ea502242c42486fcfb2940d59f0b911b1f17f98", + "prepared_review_unit_hash": "658ddf01fd3a3a94bf8a7fc76da12caaa6921ccc0133f88be820dd93bc55e2d5", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84896, + "serialized_chars": 84894, "estimated_input_tokens": 21224, "estimated_eval_tokens": 42704 }, @@ -19400,48 +19567,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a batch of model-specific refactors to standardized output tracing/capture across different architectures, not duplicate reports of the same bug or the same PR change set. The PRs share a theme but target different code paths and should stay separate.", - "confidence": 0.96, + "summary": "These PRs are all related to the same broad maintenance effort\u2014standardizing output tracing/capture across different transformer models\u2014but they target different architectures and code paths, so they are not true duplicates of one another.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "44129 is the best representative of the theme: it has an explicit issue target and a concrete SpeechT5 output-tracing refactor, making it the most grounded example in the set.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "44129 is the strongest single PR to represent the cluster because it is concrete, model-specific, and tied to an explicit issue; the others are similar refactors but not the same change.", + "best_pr_reason": "PR 44129 is the strongest representative of the cluster because it has an explicit issue link and a concrete, model-specific output-tracing refactor in SpeechT5, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are standardized output-capture refactors, but they touch different models (FocalNet vs ImageGPT) and different implementation paths; not the same underlying change." + "reason": "FocalNet vs ImageGPT: different models, different files, and different output-capture wiring. Same general refactor theme, not the same underlying bug/change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate model implementations; the PRs are analogous refactors, not a shared bug fix or mergeable duplicate change." + "reason": "VisualBert vs TextNet: both are output-tracing refactors, but they touch separate model implementations and separate forward/output semantics." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert have different forward/output-tracing code paths; similarity is only at the refactor pattern level." + "reason": "MPNet and VisualBert are distinct model code paths. The PRs share the standardized-output theme but do not fix the same concrete issue." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are separate model-specific output-tracing refactors, not the same concrete code-path fix." + "reason": "MPNet vs TextNet are unrelated model implementations; this is a broad refactor category match only, not a duplicate change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet vs SqueezeBert are unrelated model files and the PRs implement the same general migration pattern, not the same change." + "reason": "RegNet and SqueezeBert are different architectures with different tracing implementations. They are similar migration PRs, not mergeable duplicates." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are different architectures with different output-handling logic; no evidence they fix the same underlying issue." + "reason": "SqueezeBert and SpeechT5 involve different model families and different output-capture behavior; same project-wide pattern, not the same concrete fix." } ] }, @@ -19455,7 +19622,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19520,268 +19687,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "290bec6a0815cd9bf6e6e631e7b48e68e3c4bb3f47436b642c0d53a61d2da0b6", + "prepared_review_unit_hash": "f1e07a17cd77dfeb73184f10f51c1bd8b8669567cb05ab11dae9fd8ea250884b", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39788, - "estimated_input_tokens": 9947, - "estimated_eval_tokens": 20150 + "serialized_chars": 39792, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39788, - "estimated_input_tokens": 9947, - "estimated_eval_tokens": 20150 + "serialized_chars": 39792, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share a common refactor theme (output tracing / `can_return_tuple`), but they target different model families and different concrete forward paths. I do not see any duplicate pairs; the overlap is thematic, not the same underlying change.", - "confidence": 0.96, + "summary": "These PRs share a broad \"output tracing\" refactor theme, but they target different model families and distinct forward paths. They are similar in style, not duplicates of the same underlying change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44025 is the best representative if one must be chosen: it is a broader, multi-file output-tracing refactor within the same model family, but it is still not a duplicate of the others.", + "canonical_pr_reason": "No single canonical PR: each change is model-specific and independent, so none is a true duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the most representative of the set because it spans two related files and shows the clearest completed refactor pattern, though it remains model-specific rather than a cluster-wide duplicate.", + "best_pr_reason": "If one representative is needed, #44025 is the strongest fit: it makes a concrete, multi-file output-tracing refactor in a closely related model pair, with explicit can_return_tuple changes.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (`timm_backbone` vs `upernet`); only the refactor pattern matches." + "reason": "Different model families and separate forward/output code paths; same refactor theme only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different code paths (`timm_backbone` vs `vision_text_dual_encoder`), so this is not the same bug/change." + "reason": "Timm backbone vs vision-text dual encoder are unrelated implementations, not one fix." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Separate model implementations (`timm_backbone` and `univnet`); similarity is only the output-tracing cleanup." + "reason": "Different architectures and output plumbing; not the same underlying bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Unrelated model families (`timm_backbone` vs `mamba/falcon_mamba`)." + "reason": "Separate model families with unrelated code paths; too broad to be a duplicate." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures (`timm_backbone` vs `rwkv`); not a duplicate fix." + "reason": "Unrelated models and implementations; only the refactor pattern matches." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` are unrelated model paths; only the refactor style is shared." + "reason": "MobileNetV1 vs UnivNet are different code paths; not the same fix." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different wrappers and code paths (`mobilenet_v1` vs `upernet`)." + "reason": "Different model families; similar output-tracing cleanup but not a shared bug." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Separate model families (`mobilenet_v1` vs `depth_anything`); not the same underlying change." + "reason": "Different models and forward signatures; not mergeable as one duplicate PR." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "`mobilenet_v1` and `vision_encoder_decoder` are distinct implementations, not one duplicate bug." + "reason": "Separate architectures with independent output-handling changes." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model-specific refactors (`mobilenet_v1` vs `speech_encoder_decoder`)." + "reason": "Model-specific refactors in unrelated components, not one underlying issue." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "These are different models (`vision_text_dual_encoder` vs `univnet`), so they should not be merged as duplicates." + "reason": "Vision-text dual encoder and UnivNet are unrelated code paths; same refactor style only." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (`vision_text_dual_encoder` vs `upernet`)." + "reason": "Different models with separate forward implementations; not a duplicate fix." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Unrelated code paths (`vision_text_dual_encoder` vs `mamba/falcon_mamba`)." + "reason": "Different subsystems and architectures; no shared concrete bug path." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model-specific output-tracing refactors (`vision_text_dual_encoder` vs `depth_anything`)." + "reason": "These are separate model refactors, not the same change set." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Separate models (`univnet` vs `upernet`); same refactor theme only." + "reason": "Unrelated model code paths; only the output-tracing pattern is shared." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "`univnet` and `mamba/falcon_mamba` are different code paths with different changes." + "reason": "Different model families and independent changes; not a duplicate." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different families (`univnet` vs `depth_anything`); not the same concrete fix." + "reason": "Separate architectures with distinct forward behavior; not one fix." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different model paths (`upernet` vs `rwkv`); similarity is only superficial." + "reason": "Different model implementations and output plumbing; not the same bug/change." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "`upernet` and `mamba/falcon_mamba` are unrelated implementation targets." + "reason": "Different families (UperNet vs Mamba); similar refactor theme only." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different subsystems (`mamba/falcon_mamba` vs `codegen`), so not a duplicate change." + "reason": "Mamba-family output tracing vs CodeGen cache/output changes are different code paths." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` and `codegen` are unrelated models; only both touch output-handling." + "reason": "Different model families and distinct forward logic; not a duplicate." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Separate model families (`univnet` vs `codegen`); no shared concrete bug." + "reason": "Unrelated architectures and fixes; same broad refactor pattern only." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different code paths (`upernet` vs `codegen`)." + "reason": "Different models and implementation details; not the same underlying issue." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "`vision_text_dual_encoder` and `codegen` are distinct model implementations." + "reason": "Separate code paths in different models; too broad to merge as one PR." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Both are output-tracing refactors, but for different wrappers (`depth_anything` vs `vision_encoder_decoder`)." + "reason": "Depth Anything vs Vision Encoder-Decoder are separate model-specific refactors." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families (`depth_anything` vs `speech_encoder_decoder`)." + "reason": "Different model families and independent output-tracing changes." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` are distinct model changes." + "reason": "These touch unrelated models; not a single duplicate change." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different code paths (`depth_anything` vs `rwkv`); not mergeable as one duplicate." + "reason": "Depth Anything and RWKV are unrelated implementations, not one bug fix." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` are unrelated model-specific refactors." + "reason": "Different models and code paths; same refactor template only." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Different model wrappers (`vision_encoder_decoder` vs `rwkv`)." + "reason": "Vision Encoder-Decoder and RWKV are unrelated; not the same change." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Vision and speech encoder-decoder wrappers are related in shape but still separate code paths and PRs." + "reason": "Different encoder-decoder variants with distinct forward code; not duplicates." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "`vision_encoder_decoder` and `superpoint` are different model implementations." + "reason": "Different model families; same output-tracing cleanup only." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Separate model families (`vision_encoder_decoder` vs `dpr`)." + "reason": "Separate architectures and independent fixes; not one concrete bug." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are unrelated targets." + "reason": "Speech Encoder-Decoder and SuperPoint are unrelated models, not a shared bug." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model-specific changes (`speech_encoder_decoder` vs `rwkv`)." + "reason": "Different model families and forward paths; same refactor pattern only." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Separate code paths (`speech_encoder_decoder` vs `dpr`)." + "reason": "Separate models with distinct output handling; not a duplicate PR." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are distinct models with no shared bug." + "reason": "SuperPoint and RWKV are unrelated code paths; no shared fix." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model families (`superpoint` vs `dpr`)." + "reason": "Different architectures and independent output-tracing changes." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are unrelated implementations; not the same change." + "reason": "RWKV and DPR are unrelated implementations; same general refactor theme only." } ] }, @@ -19795,7 +19962,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19814,7 +19981,7 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "ac3dcd5f08f409dc106c2f29c3f56510e6c23fa2f1595ee07d6a3c63894c7006", + "prepared_review_unit_hash": "bddd8f5a9b4b25a027825f3bb22072e73d2ffd43e6cb10afe527ee950ecacfe1", "component_budget": { "node_count": 3, "item_count": 3, @@ -19836,30 +20003,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are separate model-implementation additions, not duplicates. They share only broad transformer boilerplate (docs, auto mappings, package exports), but each targets a different model and codebase.", + "summary": "These three pull requests are separate model-addition implementations, not duplicates. They share framework boilerplate and Auto/doc registry edits, but each introduces a different model family and code path.", "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: this cluster contains only pull requests.", - "canonical_pr_reason": "No canonical PR: PenguinVL, DeepSeek-OCR-2, and Voxtral TTS are distinct model additions with different files, conversion paths, and test surfaces.", + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: PenguinVL, DeepSeek-OCR-2, and Voxtral TTS are distinct model integrations with different configs, processors, and model code.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for deduplication: the PRs address different models and are not candidates to be merged into one change.", + "best_pr_reason": "No single best duplicate PR; if forced, none of these is a duplicate representative because they target different models and changesets.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "PenguinVL vs Voxtral TTS are different model implementations; shared auto/docs files are generic boilerplate, not the same bug/change." + "reason": "Different model families and implementations: PenguinVL vs Voxtral TTS. Shared registry/docs files are generic setup, not the same underlying bug or change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "PenguinVL and DeepSeek-OCR-2 add unrelated models with different configs, processors, and modeling code; they do not fix the same concrete path." + "reason": "Different model additions: PenguinVL and DeepSeek-OCR-2 have separate configs, processors, and model code. Similar auto-registration edits do not indicate a duplicate." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS are separate model-support PRs with no shared underlying defect beyond common integration scaffolding." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model integrations with different code paths. The overlap is only in common Transformers boilerplate." } ] }, @@ -19873,7 +20040,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19889,7 +20056,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "6b1a5e5fdd7d50a019cb8a3ed01522e06da5a9d14c5c73bdf6cadc232a4d38ac", + "prepared_review_unit_hash": "201f64ee0412ff6369ada1d0fee3d5efd4ef2069c38a1de888e758e93982c393", "component_budget": { "node_count": 2, "item_count": 2, @@ -19911,18 +20078,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related in the broad theme of module/kernel fusion, but they do not look like the same concrete change: #44979 introduces a standalone Module Fusion API, while #45363 wires n-to-1 kernel fusion through KernelConfig and model-loading integration.", - "confidence": 0.82, + "summary": "These PRs are related to fusion, but they target different layers: #44979 adds a generic Module Fusion API and tests, while #45363 implements n-to-1 kernel fusion via KernelConfig across integration/modeling files. They are not the same concrete change and should not be merged as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "#44979 is the more canonical PR for the cluster because it defines the core Module Fusion API and test coverage, whereas #45363 is a broader, later integration of kernel fusion through KernelConfig and loader plumbing.", + "canonical_pr_reason": "#44979 is the broader foundational API PR: it introduces the module_fusion module and test coverage for the fusion framework itself.", "best_issue_reason": null, - "best_pr_reason": "#44979 is the best representative PR for this cluster since it is the foundational API change; #45363 is adjacent but materially different in scope and implementation.", + "best_pr_reason": "#44979 is the better representative for the cluster because it is the core abstraction change, whereas #45363 is a separate feature built on top of fusion-related infrastructure.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related fusion work, but not the same underlying bug/change. #44979 adds a new module-fusion API in a dedicated file, while #45363 implements n-to-1 kernel fusion via KernelConfig across model/config/integration code paths. They would not plausibly be merged as one PR." + "reason": "Related fusion work, but different code paths and scope: API/framework foundation vs. kernel-config n-to-1 fusion implementation. They could not plausibly be merged as one duplicate PR." } ] }, @@ -19936,7 +20103,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19952,7 +20119,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "d24f5bb55157705db21c3dff3949f671f1c9d54dc14d55a4197a979c9afa9107", + "prepared_review_unit_hash": "f5375745139db005996c94e3e77074d6cae72f623466e22c93fbad40322eb10a", "component_budget": { "node_count": 2, "item_count": 2, @@ -19974,18 +20141,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same Mistral regex patch bug in the same code path, with 45317 appearing to be the fuller follow-up because it adds test coverage.", - "confidence": 0.95, + "summary": "Both pull requests address the same Mistral regex patch bug: using `tokenizer.backend_tokenizer.pre_tokenizer` causes an `AttributeError`, and both switch to `tokenizer.pre_tokenizer`. PR 45317 is the stronger representative because it includes the same fix plus a regression test.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR: it fixes the same AttributeError in `_patch_mistral_regex` as 45086, but also adds tests and has the more complete change set.", + "canonical_pr_reason": "PR 45317 is the best canonical PR because it contains the same core fix as 45086 and adds test coverage, making it the more complete implementation of the bugfix.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the strongest standalone representative of the fix because it covers the same bug, includes validation in tests, and is the more developed implementation.", + "best_pr_reason": "PR 45317 is the best overall PR for this cluster because it fixes the same concrete code path and adds a regression test, so it is more suitable as the primary change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same code path in `tokenization_utils_tokenizers.py`; 45317 is essentially the same fix with added tests, so these could plausibly be merged into one PR." + "reason": "Same underlying bug and same code change in `_patch_mistral_regex`; both modify the exact pre-tokenizer access path, and the second PR is just a fuller version with tests." } ] }, @@ -19999,7 +20166,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20015,7 +20182,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "60e0b7b2b53f0aeb5fdb9a49c9712e272046d100f9c45125d640c590be4cd0b7", + "prepared_review_unit_hash": "23e2eb9f425976a08c749033977ce2c66121a54d16b6862be74e3b977f089ac6", "component_budget": { "node_count": 2, "item_count": 2, @@ -20037,18 +20204,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related around NemotronH, but they target different changes: one is a narrow inheritance/conversion-mapping refactor, while the other splits NemotronH into dedicated dense/sparse model variants with docs and tests. They are not duplicates.", - "confidence": 0.88, + "summary": "Both PRs touch NemotronH, but they are different changes: one is a refactor/conversion-mapping update for the existing NemotronH path, while the other introduces dedicated NemotronHDense/NemotronHSparse model implementations, docs, and tests.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the broader, more complete change: it introduces dedicated NemotronH dense/sparse model variants plus docs, auto-mapping, and tests. PR #45115 is narrower and mostly handles inheritance/conversion mapping refactoring.", + "canonical_pr_reason": "PR #45569 is the more canonical umbrella change: it adds the new dense/sparse model packages, updates auto-mapping and docs, and includes tests. PR #45115 is narrower and mainly refactors the existing NemotronH inheritance/conversion mapping.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best representative of the cluster because it covers the main functional model-architecture change, not just the supporting conversion-mapping refactor.", + "best_pr_reason": "PR #45569 best represents the substantive completed feature work for NemotronH split-out models; it is broader, more complete, and more likely to be the main reference point for this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They overlap on NemotronH files, but the concrete changes differ: #45115 adds conversion mappings and inheritance wiring, while #45569 adds separate dense/sparse model implementations, docs, auto mappings, and tests. Not the same underlying fix and not a single mergeable duplicate PR." + "reason": "They overlap on NemotronH files, but they address different concrete changes: #45115 focuses on conversion mapping and refactoring NemotronH to inherit GraniteMoeHybrid-compatible structure, whereas #45569 adds separate dense/sparse model implementations plus docs/tests. They are related, not duplicates, and would not plausibly be merged into one PR as the same fix." } ] }, @@ -20062,7 +20229,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20078,7 +20245,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "1a9b1af59bdabb9c05de8ace05aba7e6192d1417931f6b0f38ffece042d609a0", + "prepared_review_unit_hash": "6c29e2d0fa83aca969ede2057af57db605c98d3b067c155ae873e20294958952", "component_budget": { "node_count": 2, "item_count": 2, @@ -20100,18 +20267,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about heterogeneous-layer support, but one is a broad end-to-end modeling change and the other is a narrower config-only foundation. They are related, not duplicates.", - "confidence": 0.88, + "summary": "Two related but distinct PRs: one adds heterogeneous config support, the other adds heterogeneous model/runtime support. They share helper code and tests, but they are not the same concrete change.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the better canonical PR because it covers the full heterogeneous-model feature set across config, cache/masking, modeling, and tests, while #45333 is a narrower per-layer config piece that looks like a dependency or prerequisite.", + "canonical_pr_reason": "PR #45332 is the broader, more representative change: it implements heterogeneous model support across cache/modeling paths and consumes the config-layer primitives introduced alongside it.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the strongest representative of the cluster since it spans the actual runtime/modeling path, not just the config plumbing.", + "best_pr_reason": "PR #45332 is the best single representative for the cluster because it covers the larger end-to-end feature and is the one that would most likely subsume the other in a combined implementation.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not the same concrete change: #45332 adds heterogeneous model support end-to-end, whereas #45333 only adds heterogeneous config support. They could not plausibly be merged as one duplicate PR without collapsing distinct scopes." + "reason": "Related feature work, but not the same underlying change: #45333 is focused on per-layer config plumbing, while #45332 adds model/runtime support and cache behavior on top. They could be coordinated, but they are not merge-equivalent duplicate PRs." } ] }, @@ -20125,7 +20292,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20141,12 +20308,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "e495914d2b3c9c2006a3d7b865a676aa49c1d757b6e7a0595ea53c97b5705f6b", + "prepared_review_unit_hash": "ee2a458e433ca212fe1b013890d6423b3393f5dc36ad3ab8f852585904b619d4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -20154,7 +20321,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -20163,18 +20330,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs are both typing-related, but they target different scopes: one is a broad type-checking sweep across many `src/transformers/*` files, while the other adds shared typing protocols/aliases and narrow follow-up changes. They are related, not duplicates.", - "confidence": 0.91, + "summary": "Both pull requests are typing-oriented, but they address different workstreams: PR 45415 is a broad repo-wide type-checking pass over many `src/transformers/*` files, while PR 45425 is a narrower typing follow-up focused on `_typing.py`, `modeling_utils`, and related helpers. They are related in theme, not duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45425 is the better cluster representative: it introduces the core typing abstractions in `_typing.py` and related targeted adjustments, whereas #45415 is a broad type-checking sweep across many files.", + "canonical_pr_reason": "PR 45415 is the broader umbrella change and better represents the main type-checking pass across `src/transformers/*py`.", "best_issue_reason": null, - "best_pr_reason": "#45425 is the most self-contained and semantically focused change in the cluster; #45415 is a wider mechanical typing pass rather than the same concrete code-path fix.", + "best_pr_reason": "PR 45415 is the best representative artifact because its title and file spread most clearly describe the overarching typing effort in this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are about typing, but #45415 is a broad typing sweep and #45425 adds specific typing protocols/aliases; they do not fix the same concrete code-path problem and would not plausibly merge as one PR." + "reason": "Do not merge: both are typing cleanups, but they touch different code paths and scopes. PR 45415 is a large pass adding type checking across many files, whereas PR 45425 is a targeted typing support update around `_typing.py` and `modeling_utils`; they could coexist but are not the same fix." } ] }, @@ -20188,7 +20355,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20204,12 +20371,12 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "98bca40ce9fda8b27c938f9d50a876aa4f8ea92d1e49af77b3c052d9d71c0b8c", + "prepared_review_unit_hash": "86734b302f5dbdf295d94875a407d51b0d44e4f4d9ec6b3814f01d44f0ee5c11", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4859, + "serialized_chars": 4857, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -20217,7 +20384,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4859, + "serialized_chars": 4857, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -20226,18 +20393,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs only share a superficial theme around cached forward with seq_len > 1, but they fix different models and different code paths: Qwen/Olmo hybrid linear attention vs. Mamba2 use_cache behavior. They should not be treated as duplicates.", - "confidence": 0.98, + "summary": "These are unrelated pull requests that both involve cached-forward logic, but they fix different model implementations and different bugs. The Mamba2 PR is the cleaner canonical representative for its specific issue-linked fix; the Qwen3.5/Olmo/Qwen3-next PR is a broader multi-model change, not a duplicate.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #46084 is the better canonical PR because it is narrowly scoped to a single concrete bug in Mamba2 cached forward for seq_len > 1 and explicitly targets issue #46032. PR #45513 is broader, spans multiple model families, and is not the same code path.", "best_issue_reason": null, - "best_pr_reason": "PR 45513 is the broader cache-related fix and touches more affected model implementations/tests, but it is still not the same bug as PR 46084.", + "best_pr_reason": "PR #46084 is the best representative of this cluster because it has the clearest bug description, the most focused fix, and an explicit issue linkage. PR #45513 is less suitable as a canonical representative due to its multi-model scope and different implementation details.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different underlying bugs in different model families; no shared code path or concrete fix overlap beyond cached seq_len>1 behavior." + "reason": "Different model families and code paths: Qwen3.5/Olmo hybrid cached linear attention vs Mamba2 CUDA-kernel cached forward. The shared theme of seq_len>1 cache handling is too broad to treat as the same underlying change." } ] }, @@ -20251,7 +20418,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20267,7 +20434,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "81a4f558fe307b75b2ec3dd93ee1e3b9bd3fc94f344d52f428ff85d09398245d", + "prepared_review_unit_hash": "c9c3f837d67afeff276987d207760089a1e8d48fc24fe8539886582231a5ff8a", "component_budget": { "node_count": 2, "item_count": 2, @@ -20289,18 +20456,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about expert-parallel loading in Transformers, but they target different failure modes and code paths: one fixes config/initialization handling for accelerate/ZeRO-3, the other fixes post-shard parameter wrapping to prevent rank-0 overwrites under FSDP2/DTensor. They are related, but not duplicates.", + "summary": "Both PRs target expert-parallel loading, but they fix different bugs in different code paths: one is about config serialization/EP detection for accelerate+ZeRO-3, the other about preserving sharded expert parameters during FSDP2 loading. They are related but not duplicates.", "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the better cluster representative because it addresses the more concrete data-corruption bug in the loading path and spans the broader EP/FSDP2 integration surface.", + "canonical_pr_reason": "PR #45662 is the more concrete representative: it fixes a specific overwrite bug in the model-loading path with a direct code change (`post_shard_wrap`) and a narrowly described failure mode.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the strongest standalone fix: it targets a specific loading-time overwrite problem, has direct code-path changes in model loading and MoE integration, and is less speculative than the accelerate-launch/config serialization fix.", + "best_pr_reason": "PR #45662 is the best standalone PR for this cluster because it addresses a precise, user-visible corruption bug in a single loading path. PR #45548 is broader infrastructure for EP/ZeRO-3 setup rather than the same concrete failure.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both concern EP loading, but 45548 fixes accelerate-launch/ZeRO-3 config propagation while 45662 fixes FSDP2/DTensor post-shard wrapping and rank-0 broadcast overwrites. Different concrete bugs, so not a duplicate PR pair." + "reason": "Shared EP/loading theme only; #45548 fixes config serialization and EP detection for accelerate+ZeRO-3, while #45662 fixes expert tensors being overwritten during FSDP2 loading. Different bugs, different mechanisms, not one mergeable change." } ] }, @@ -20314,7 +20481,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20330,7 +20497,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "1a361f9cc2a79bfc3ba51cc7ef0a47d7f4569b0601f5085df2dea3f45d0a781d", + "prepared_review_unit_hash": "4e6ea62d4ef90589e8dc9792672073cb60440d30b110ce4222f0fc6b9e43eafa", "component_budget": { "node_count": 2, "item_count": 2, @@ -20352,18 +20519,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist-safe captured_info logging problem. PR #45645 is the broader, more complete fix and subsumes the core code change in #45639, plus CI log collection updates.", - "confidence": 0.92, + "summary": "Both PRs target the same xdist collision in patched testing debug logs / captured_info handling; PR 45645 is the broader, more complete version and includes CI-side log collection changes, while 45639 is the narrower core fix.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the better canonical PR because it includes the core xdist-safe captured_info fix from #45639 and adds the workflow/CI handling needed to preserve the new per-worker artifacts.", + "canonical_pr_reason": "PR 45645 is the better canonical representative because it addresses the same captured_info xdist collision plus the downstream CI log-collection changes needed to preserve debug output, making it the more complete fix.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 best represents the full change set for the underlying bug: xdist collisions in captured_info output and the corresponding CI/reporting adjustments.", + "best_pr_reason": "PR 45645 is the best standalone PR for the cluster since it covers the main code-path fix in `testing_utils.py` and also updates workflow handling for multiple captured_info files.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug: xdist collisions in captured_info artifacts. #45645 appears to extend and subsume #45639\u2019s testing_utils fix, with additional CI log-collection changes that can plausibly live in one PR." + "reason": "Both PRs fix the same underlying xdist-safe captured_info bug in `testing_utils.py`; 45645 expands the same fix with workflow changes to consume multiple artifact files." } ] }, @@ -20377,70 +20544,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 30, - "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-45670-2", - "nodes": [ - "pull_request:45670", - "pull_request:46229" - ], - "soft_pairs": [ - "pull_request:45670|pull_request:46229" - ], - "prepared_review_unit_hash": "0db0f048ca05ec0c425236d357a4638f46a02f00b1f0086c5ddbcc3f837a6335", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4356, - "estimated_input_tokens": 1089, - "estimated_eval_tokens": 2434 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4356, - "estimated_input_tokens": 1089, - "estimated_eval_tokens": 2434 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "The two pull requests are unrelated: one adds a model registry entry for GLM ASR, while the other implements multi-token prediction generation support. They do not fix the same bug or change the same code path.", - "confidence": 0.96, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": null, - "best_pr_reason": "PR #46229 is the more substantial and self-contained change, adding new generation infrastructure across multiple files; PR #45670 is a narrow registry update.", - "soft_edge_verdicts": [ - { - "left": "pull_request:45670", - "right": "pull_request:46229", - "accept": false, - "reason": "Different features and code paths: auto-model mapping for GLM ASR versus core MTP generation support. They are not mergeable as one 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": 26, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20448,78 +20552,56 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45720-4", + "cluster_id": "cluster-45720-3", "nodes": [ "pull_request:45720", "pull_request:46023", - "pull_request:46259", - "pull_request:46260" + "pull_request:46259" ], "soft_pairs": [ - "pull_request:45720|pull_request:46260", "pull_request:45720|pull_request:46259", - "pull_request:46023|pull_request:46259", - "pull_request:46023|pull_request:46260", - "pull_request:46259|pull_request:46260" + "pull_request:46023|pull_request:46259" ], - "prepared_review_unit_hash": "47980a1551ae52f5ed4d741cc23ed8600421fb41533027db0ef713a7adbca73c", + "prepared_review_unit_hash": "40f6c5972388a0501c7814664b3442ec115039d864f5534cf73a956d7be45a9f", "component_budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 5, - "serialized_chars": 15127, - "estimated_input_tokens": 3782, - "estimated_eval_tokens": 7820 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 }, "budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 5, - "serialized_chars": 15127, - "estimated_input_tokens": 3782, - "estimated_eval_tokens": 7820 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related linter/modeling-rule PRs, but they are not duplicates of the same concrete change: one implements TRF003, one fixes TRF016, and two add different new rules (TRF017/TRF018). They overlap in infra/docs, not in the underlying bug/change.", - "confidence": 0.83, + "summary": "These PRs are thematically related (modeling/linter rule work in Transformers) but they address different rules and different code paths, so they should not be deduplicated.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46259 is the best cluster representative: it is a substantial modeling-rule addition, updates the shared rule docs/infra, and touches many affected model files. It sits closest to the other rule-addition PRs without being overly narrow.", + "canonical_pr_reason": "PR 46259 is the broadest and most representative of the cluster: it introduces a new modeling rule (TRF018) and updates many model files and the rule docs, making it the best canonical representative among these distinct rule-fix PRs.", "best_issue_reason": null, - "best_pr_reason": "PR 46259 is the strongest single representative of the set because it has the broadest rule-addition surface and the most direct overlap with the neighboring modeling-rule PRs, while still being a concrete, self-contained change.", + "best_pr_reason": "PR 46259 is the strongest standalone PR in this set because it has the clearest rule-level scope, explicit docs updates, and the widest implementation footprint; the others are narrower fixes for different rules.", "soft_edge_verdicts": [ - { - "left": "pull_request:45720", - "right": "pull_request:46260", - "accept": false, - "reason": "Different changes: TRF003 implementation in model forward paths vs. a new TRF017 modeling rule. Shared linter/docs infrastructure is not enough to treat them as the same fix." - }, { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "One is an implementation of rule TRF003 across model code; the other adds TRF018. They are related only by the linter/rules framework, not the same underlying bug or change." + "reason": "Different underlying changes: PR 45720 implements part of TRF003 by changing forward signatures/tuple-return behavior in model code, while PR 46259 adds TRF018 modeling-rule coverage and updates unrelated model processors. Same general linter theme, but not the same bug/change." }, { "left": "pull_request:46023", "right": "pull_request:46259", "accept": false, - "reason": "TRF016 fix work in model processors vs. a distinct TRF018 rule addition. Similar style and shared docs/infra, but not one mergeable duplicate change." - }, - { - "left": "pull_request:46023", - "right": "pull_request:46260", - "accept": false, - "reason": "TRF016 and TRF017 are different rules with different affected code paths. This is similarity in tooling, not duplicate functionality." - }, - { - "left": "pull_request:46259", - "right": "pull_request:46260", - "accept": false, - "reason": "Both add modeling rules, but they are separate rules (TRF018 vs TRF017) targeting different model classes and code paths, so they should remain separate PRs." + "reason": "Both are linter/modeling-rule PRs, but they target different rules and different affected files. PR 46023 fixes TRF016 consumption of do_* flags in image/video processors; PR 46259 adds TRF018 and updates a different set of models. Not mergeable as one duplicate fix." } ] }, @@ -20532,8 +20614,8 @@ }, { "label": "pull_request", - "component_index": 27, - "component_count": 30, + "component_index": 26, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20598,8 +20680,8 @@ }, { "label": "pull_request", - "component_index": 28, - "component_count": 30, + "component_index": 27, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20618,12 +20700,12 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "06703fbd7c41ae8a5a5b93dc4203b1967f8f35933864b79288de9f09b11adbe4", + "prepared_review_unit_hash": "d4c3eef74e50d516ee1f949649305c6998b77ab42078f00cb47905a8ee2c4f68", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8082, + "serialized_chars": 8083, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -20631,7 +20713,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8082, + "serialized_chars": 8083, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -20640,30 +20722,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are about adding SDPA attention dispatch support, but they target different model families and code paths, so they are related feature PRs rather than duplicates. The broadest and most representative is the wav2vec2_conformer/bert + SeamlessM4T/v2 PR.", - "confidence": 0.87, + "summary": "These PRs are thematically similar SDPA-dispatch support changes, but they target different model families and different code paths, so they are not duplicates and should not be merged together.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46196 is the best cluster representative because it covers multiple model implementations and is the broadest version of the same SDPA-dispatch feature work.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46196 is the strongest overall fit for the cluster: it is the most comprehensive SDPA dispatch change and best represents the shared theme without being narrowly tied to a single model.", + "best_pr_reason": "PR 46196 is the broadest representative of the theme, covering multiple model families and the largest test/code surface, but it is still a distinct change from the others.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Same high-level SDPA feature, but different model families (CTRL vs T5) and distinct code paths; not the same underlying bug/change." + "reason": "Same general SDPA theme, but CTRL and T5 have separate model implementations and tests; these are distinct model-specific fixes, not one mergeable PR." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "Both add SDPA dispatch support, but for different architectures and model modules; too broad to merge as one PR and not a duplicate." + "reason": "CTRL support and wav2vec2_/SeamlessM4T support touch different architectures and attention paths; they are not the same underlying change." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "Overlapping feature area only; the PRs fix/add SDPA support in different model stacks with different implementations and test coverage." + "reason": "T5 attention dispatch is a different concrete code-path change from wav2vec2/seamless support, so they should remain separate PRs." } ] }, @@ -20676,8 +20758,8 @@ }, { "label": "pull_request", - "component_index": 29, - "component_count": 30, + "component_index": 28, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20693,12 +20775,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "429afe05a004dae7c565ae4365863928cab5d8142ff03442092891b6c8c6330f", + "prepared_review_unit_hash": "2bd72f6439bd81193c250df91b9a06defb6178c3c244fbd4aa8bd057bdbd850b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5571, + "serialized_chars": 5570, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -20706,7 +20788,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5571, + "serialized_chars": 5570, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -20715,18 +20797,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs overlap in distributed code, but they are not the same change: #46126 is a focused EP + Trainer integration PR, while #46269 is a much broader distributed branch base touching many unrelated areas. The soft match should be rejected.", - "confidence": 0.92, + "summary": "Two distributed-training PRs with overlapping files but different scope: one is a focused EP+Trainer integration, the other is a broad distributed branch base. They are related but not the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "#46126 is the more focused, concrete change: EP + Trainer integration on top of DistributedConfig. #46269 is a broad branch-base PR with many unrelated distributed changes, so it is a poorer duplicate anchor.", + "canonical_pr_reason": "PR #46269 is the broader umbrella change spanning the distributed branch base, so it best represents the shared subsystem overlap in this cluster.", "best_issue_reason": null, - "best_pr_reason": "#46126 is the best representative of a single concrete code-path change; #46269 is too broad and mixes multiple distributed subsystems, making it a weaker standalone match.", + "best_pr_reason": "PR #46269 is the best representative PR because it is the larger foundational distributed refactor, whereas #46126 is a narrower feature integration on top of it.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared distributed filenames are not enough here. The PRs have different scopes and likely different goals: one adds EP/Trainer integration, the other is a broad distributed branch base with FSDP/CI and other unrelated plumbing. They do not look like one mergeable fix/change." + "reason": "Shared distributed files are not enough here: #46126 targets EP/router + Trainer integration, while #46269 is a much broader distributed branch base. Different concrete changes, not mergeable as one PR." } ] }, @@ -20739,8 +20821,8 @@ }, { "label": "pull_request", - "component_index": 30, - "component_count": 30, + "component_index": 29, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20756,7 +20838,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "a71084caa621ebb441713cc7e379a03c61c09add0f7726406ecdd21d9a46f3f7", + "prepared_review_unit_hash": "72d436dc3ae0989a66dfc1863554d8c82c18651305fa7d8c0070dd1316bda1c1", "component_budget": { "node_count": 2, "item_count": 2, @@ -20778,18 +20860,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs share a broad theme of avoiding direct file-open source inspection, but they fix different code paths in different modules and are not mergeable as one change.", - "confidence": 0.91, + "summary": "Both pull requests replace file-open source inspection with safer source lookup, but they fix different code paths in different modules and are not mergeable as one PR.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46207 is the more self-contained representative: it fixes one specific helper in modeling_utils and adds tests, with a clear source-reading replacement.", + "canonical_pr_reason": "PR 46207 is the cleaner canonical representative: it targets a single concrete bug in _can_set_attn_implementation and includes tests, while 46152 is a separate import-utils refactor in a different code path.", "best_issue_reason": null, - "best_pr_reason": "PR #46207 is the strongest standalone candidate because it targets a concrete bug path and includes test coverage; PR #46152 is a separate refactor in import_utils.", + "best_pr_reason": "PR 46207 is the strongest standalone candidate because it has a narrowly scoped fix, a clear behavioral target, and test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Both avoid open() on source files, but one rewrites import_utils path resolution while the other changes _can_set_attn_implementation in modeling_utils; different bugs and not a single plausible PR." + "reason": "Do not merge: both change source-reading mechanics, but one fixes transformers import-utils self-source resolution and the other fixes modeling_utils attention-implementation detection. Different functions, different files, different bugs." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index fe0b69f8834f116af9f5a396d5d636ac8547d1ab..e38b2548384786e898e4be615124682384be8e3e 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260529t060141z", + "analysis_id": "hybrid-model-20260529t120035z", "archived_artifacts": { - "hybrid": "snapshots/20260529T060141Z/analysis-runs/hybrid-model-20260529t060141z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260529T060141Z/analysis-runs/hybrid-model-20260529t060141z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260529T120035Z/analysis-runs/hybrid-model-20260529t120035z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260529T120035Z/analysis-runs/hybrid-model-20260529t120035z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-29T06:12:17Z", + "published_at": "2026-05-29T12:11:09Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260529T060141Z", + "snapshot_id": "20260529T120035Z", "variant": "hybrid" } diff --git a/snapshots/20260529T120035Z/analysis-runs/hybrid-model-20260529t120035z/analysis-report-hybrid.json b/snapshots/20260529T120035Z/analysis-runs/hybrid-model-20260529t120035z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..a319235baab72da4734ab1f0d1a821a8865c1e85 --- /dev/null +++ b/snapshots/20260529T120035Z/analysis-runs/hybrid-model-20260529t120035z/analysis-report-hybrid.json @@ -0,0 +1,2050 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260529T120035Z", + "generated_at": "2026-05-29T12:11:08Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44044, + "code_similarity": 0.245, + "size_similarity": 0.864, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.479, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44066, + "code_similarity": 0.225, + "size_similarity": 0.818, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.408, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44072, + "code_similarity": 0.14, + "size_similarity": 0.303, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.528, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44085, + "code_similarity": 0.216, + "size_similarity": 0.783, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44129, + "code_similarity": 0.163, + "size_similarity": 0.643, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.229, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44154, + "code_similarity": 0.153, + "size_similarity": 0.535, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.31, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44722, + "code_similarity": 0.225, + "size_similarity": 0.848, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.368, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44013, + "code_similarity": 0.19, + "size_similarity": 0.553, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.531, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44044, + "code_similarity": 0.186, + "size_similarity": 0.667, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.354, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44066, + "code_similarity": 0.188, + "size_similarity": 0.704, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.315, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44072, + "code_similarity": 0.212, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.708, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44085, + "code_similarity": 0.195, + "size_similarity": 0.735, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.318, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44129, + "code_similarity": 0.103, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.191, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44154, + "code_similarity": 0.238, + "size_similarity": 0.93, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.344, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44722, + "code_similarity": 0.178, + "size_similarity": 0.679, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.28, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44044, + "code_similarity": 0.126, + "size_similarity": 0.368, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.351, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44066, + "code_similarity": 0.127, + "size_similarity": 0.389, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.325, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44072, + "code_similarity": 0.29, + "size_similarity": 0.952, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.667, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44085, + "code_similarity": 0.131, + "size_similarity": 0.406, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44129, + "code_similarity": 0.07, + "size_similarity": 0.205, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.192, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44154, + "code_similarity": 0.177, + "size_similarity": 0.594, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.389, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44722, + "code_similarity": 0.118, + "size_similarity": 0.375, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.287, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44066, + "code_similarity": 0.25, + "size_similarity": 0.947, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.404, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44072, + "code_similarity": 0.136, + "size_similarity": 0.351, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.442, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44085, + "code_similarity": 0.24, + "size_similarity": 0.906, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.394, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44129, + "code_similarity": 0.147, + "size_similarity": 0.555, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.243, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44154, + "code_similarity": 0.17, + "size_similarity": 0.62, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.306, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44722, + "code_similarity": 0.257, + "size_similarity": 0.982, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.402, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44072, + "code_similarity": 0.133, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.393, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44085, + "code_similarity": 0.763, + "size_similarity": 0.957, + "file_overlap": 0.5, + "area_overlap": 0.825, + "patch_similarity": 0.887, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ] + } + ] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44129, + "code_similarity": 0.145, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.263, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44154, + "code_similarity": 0.174, + "size_similarity": 0.654, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.286, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44722, + "code_similarity": 0.907, + "size_similarity": 0.964, + "file_overlap": 1.0, + "area_overlap": 0.808, + "patch_similarity": 0.874, + "shared_filenames": [ + "src/transformers/models/codegen/modeling_codegen.py", + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/codegen/modeling_codegen.py", + "left_ranges": [ + [ + 245, + 266 + ] + ], + "right_ranges": [ + [ + 228, + 234 + ] + ] + }, + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44085, + "code_similarity": 0.137, + "size_similarity": 0.387, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44129, + "code_similarity": 0.074, + "size_similarity": 0.195, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.231, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44154, + "code_similarity": 0.175, + "size_similarity": 0.566, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.414, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44722, + "code_similarity": 0.124, + "size_similarity": 0.357, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.347, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44129, + "code_similarity": 0.141, + "size_similarity": 0.503, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.272, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44154, + "code_similarity": 0.18, + "size_similarity": 0.684, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.289, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44722, + "code_similarity": 0.728, + "size_similarity": 0.923, + "file_overlap": 0.5, + "area_overlap": 0.791, + "patch_similarity": 0.78, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44154, + "code_similarity": 0.099, + "size_similarity": 0.344, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.199, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44722, + "code_similarity": 0.146, + "size_similarity": 0.545, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.247, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44154, + "right_pr_number": 44722, + "code_similarity": 0.164, + "size_similarity": 0.631, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.255, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-41211-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41211, + "canonical_pr_number": 44339, + "issue_numbers": [ + 41211 + ], + "pr_numbers": [ + 41356, + 44339 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41356, + "right_pr_number": 44339, + "code_similarity": 0.155, + "size_similarity": 0.094, + "file_overlap": 0.273, + "area_overlap": 0.078, + "patch_similarity": 0.183, + "shared_filenames": [ + "docs/source/en/model_doc/deimv2.md", + "src/transformers/models/deimv2/__init__.py", + "src/transformers/models/deimv2/configuration_deimv2.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "tests/models/deimv2/__init__.py", + "tests/models/deimv2/test_modeling_deimv2.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/model_doc/deimv2.md", + "left_ranges": [ + [ + 1, + 132 + ] + ], + "right_ranges": [ + [ + 1, + 65 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/__init__.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/configuration_deimv2.py", + "left_ranges": [ + [ + 1, + 74 + ] + ], + "right_ranges": [ + [ + 1, + 266 + ] + ] + }, + { + "filename": "tests/models/deimv2/test_modeling_deimv2.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 1734 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-44514-5", + "summary": "Cluster of 3 issues and 2 PRs centered on issue #44521.", + "status": "open", + "confidence": 0.6, + "canonical_issue_number": 44521, + "canonical_pr_number": 44535, + "issue_numbers": [ + 44514, + 44521, + 44545 + ], + "pr_numbers": [ + 44535, + 44543 + ], + "evidence_types": [ + "closing_reference", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44535, + "right_pr_number": 44543, + "code_similarity": 0.121, + "size_similarity": 0.477, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.169, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-43240-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43240, + "canonical_pr_number": 43251, + "issue_numbers": [ + 43240 + ], + "pr_numbers": [ + 43251, + 43254 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43251, + "right_pr_number": 43254, + "code_similarity": 0.794, + "size_similarity": 0.64, + "file_overlap": 1.0, + "area_overlap": 0.667, + "patch_similarity": 0.882, + "shared_filenames": [ + "src/transformers/loss/loss_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/loss/loss_utils.py", + "left_ranges": [ + [ + 30, + 50 + ] + ], + "right_ranges": [ + [ + 30, + 43 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-41115-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41115.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41115, + "canonical_pr_number": 45613, + "issue_numbers": [ + 41115 + ], + "pr_numbers": [ + 41116, + 45613 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41116, + "right_pr_number": 45613, + "code_similarity": 0.797, + "size_similarity": 0.885, + "file_overlap": 0.75, + "area_overlap": 0.831, + "patch_similarity": 0.693, + "shared_filenames": [ + "docs/source/en/_toctree.yml", + "docs/source/en/model_doc/minicpm3.md", + "src/transformers/models/auto/modeling_auto.py", + "src/transformers/models/minicpm3/__init__.py", + "src/transformers/models/minicpm3/configuration_minicpm3.py", + "src/transformers/models/minicpm3/modeling_minicpm3.py", + "src/transformers/models/minicpm3/modular_minicpm3.py", + "tests/models/minicpm3/__init__.py", + "tests/models/minicpm3/test_modeling_minicpm3.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/_toctree.yml", + "left_ranges": [ + [ + 713, + 720 + ] + ], + "right_ranges": [ + [ + 730, + 737 + ] + ] + }, + { + "filename": "docs/source/en/model_doc/minicpm3.md", + "left_ranges": [ + [ + 1, + 67 + ] + ], + "right_ranges": [ + [ + 1, + 45 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 285, + 291 + ], + [ + 700, + 706 + ], + [ + 1298, + 1304 + ] + ], + "right_ranges": [ + [ + 720, + 726 + ], + [ + 1331, + 1337 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/__init__.py", + "left_ranges": [ + [ + 1, + 29 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/configuration_minicpm3.py", + "left_ranges": [ + [ + 1, + 141 + ] + ], + "right_ranges": [ + [ + 1, + 126 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/modeling_minicpm3.py", + "left_ranges": [ + [ + 1, + 544 + ] + ], + "right_ranges": [ + [ + 1, + 522 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/modular_minicpm3.py", + "left_ranges": [ + [ + 1, + 444 + ] + ], + "right_ranges": [ + [ + 1, + 342 + ] + ] + }, + { + "filename": "tests/models/minicpm3/test_modeling_minicpm3.py", + "left_ranges": [ + [ + 1, + 109 + ] + ], + "right_ranges": [ + [ + 1, + 136 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45647-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45647.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 45647, + "canonical_pr_number": 45738, + "issue_numbers": [ + 45647 + ], + "pr_numbers": [ + 45737, + 45738 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 45737, + "right_pr_number": 45738, + "code_similarity": 0.526, + "size_similarity": 0.11, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.024, + "shared_filenames": [ + "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py", + "left_ranges": [ + [ + 491, + 497 + ] + ], + "right_ranges": [ + [ + 491, + 497 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45081-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45081, + "canonical_pr_number": 45317, + "issue_numbers": [ + 45081 + ], + "pr_numbers": [ + 45086, + 45317 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45086, + "right_pr_number": 45317, + "code_similarity": 0.589, + "size_similarity": 0.34, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.136, + "shared_filenames": [ + "src/transformers/tokenization_utils_tokenizers.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_utils_tokenizers.py", + "left_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ], + "right_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45561-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45561, + "canonical_pr_number": 45645, + "issue_numbers": [ + 45561 + ], + "pr_numbers": [ + 45639, + 45645 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45639, + "right_pr_number": 45645, + "code_similarity": 0.532, + "size_similarity": 0.619, + "file_overlap": 0.5, + "area_overlap": 0.543, + "patch_similarity": 0.451, + "shared_filenames": [ + "src/transformers/testing_utils.py", + "tests/utils/test_testing_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/testing_utils.py", + "left_ranges": [ + [ + 3529, + 3536 + ], + [ + 3753, + 3787 + ] + ], + "right_ranges": [ + [ + 3525, + 3558 + ], + [ + 3782, + 3788 + ] + ] + }, + { + "filename": "tests/utils/test_testing_utils.py", + "left_ranges": [ + [ + 1, + 86 + ] + ], + "right_ranges": [ + [ + 1, + 114 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43698-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43698, + "canonical_pr_number": 43779, + "issue_numbers": [ + 43698 + ], + "pr_numbers": [ + 43779, + 43816 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43779, + "right_pr_number": 43816, + "code_similarity": 0.418, + "size_similarity": 0.538, + "file_overlap": 1.0, + "area_overlap": 0.02, + "patch_similarity": 0.02, + "shared_filenames": [ + "src/transformers/integrations/integration_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/integration_utils.py", + "left_ranges": [ + [ + 2227, + 2241 + ], + [ + 2303, + 2309 + ] + ], + "right_ranges": [ + [ + 2278, + 2291 + ], + [ + 2309, + 2322 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-44018-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44068, + "issue_numbers": [], + "pr_numbers": [ + 44018, + 44068 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44018, + "right_pr_number": 44068, + "code_similarity": 0.766, + "size_similarity": 0.939, + "file_overlap": 1.0, + "area_overlap": 0.425, + "patch_similarity": 0.866, + "shared_filenames": [ + "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "tests/models/gpt_neo/test_modeling_gpt_neo.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "left_ranges": [ + [ + 26, + 46 + ], + [ + 138, + 143 + ], + [ + 182, + 187 + ], + [ + 283, + 295 + ], + [ + 327, + 341 + ], + [ + 348, + 354 + ], + [ + 360, + 369 + ], + [ + 399, + 406 + ], + [ + 411, + 419 + ], + [ + 428, + 433 + ], + [ + 472, + 492 + ], + [ + 507, + 513 + ], + [ + 519, + 528 + ], + [ + 541, + 559 + ], + [ + 562, + 567 + ], + [ + 595, + 601 + ], + [ + 607, + 614 + ], + [ + 627, + 643 + ], + [ + 685, + 690 + ], + [ + 708, + 714 + ], + [ + 720, + 727 + ], + [ + 740, + 757 + ], + [ + 761, + 766 + ], + [ + 780, + 786 + ], + [ + 791, + 798 + ], + [ + 807, + 822 + ], + [ + 840, + 845 + ] + ], + "right_ranges": [ + [ + 26, + 31 + ], + [ + 34, + 44 + ], + [ + 136, + 141 + ], + [ + 180, + 185 + ], + [ + 281, + 293 + ], + [ + 325, + 339 + ], + [ + 346, + 352 + ], + [ + 358, + 367 + ], + [ + 397, + 404 + ], + [ + 409, + 417 + ], + [ + 426, + 434 + ], + [ + 463, + 483 + ], + [ + 498, + 504 + ], + [ + 510, + 519 + ], + [ + 532, + 550 + ], + [ + 553, + 564 + ], + [ + 586, + 592 + ], + [ + 598, + 605 + ], + [ + 618, + 634 + ], + [ + 676, + 688 + ], + [ + 699, + 705 + ], + [ + 711, + 718 + ], + [ + 731, + 748 + ], + [ + 752, + 762 + ], + [ + 771, + 777 + ], + [ + 782, + 789 + ], + [ + 798, + 813 + ], + [ + 831, + 836 + ] + ] + }, + { + "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", + "left_ranges": [ + [ + 458, + 464 + ] + ], + "right_ranges": [ + [ + 458, + 464 + ] + ] + } + ] + } + ] + } + ], + "duplicate_issues": [ + { + "cluster_id": "cluster-44514-5", + "canonical_issue_number": 44521, + "duplicate_issue_numbers": [ + 44514, + 44545 + ], + "reason": "Issues in cluster-44514-5 are treated as duplicates because they share closing_reference, soft_similarity evidence." + } + ], + "duplicate_prs": [ + { + "cluster_id": "cluster-41115-3", + "canonical_pr_number": 45613, + "duplicate_pr_numbers": [ + 41116 + ], + "target_issue_number": 41115, + "reason": "PRs in cluster-41115-3 are treated as duplicates because they converge on issue #41115 with closing_reference evidence." + }, + { + "cluster_id": "cluster-41211-3", + "canonical_pr_number": 44339, + "duplicate_pr_numbers": [ + 41356 + ], + "target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-44514-5", + "canonical_pr_number": 44535, + "duplicate_pr_numbers": [ + 44543 + ], + "target_issue_number": 44521, + "reason": "PRs in cluster-44514-5 are treated as duplicates because they converge on issue #44521 with closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-44514-5", + "issue_number": 44521, + "reason": "Issue #44521 is the strongest global issue candidate because it is open, belongs to a cluster with 5 artifacts, and carries 8 discussion comments plus 5 inbound references.", + "score": 171.0 + }, + "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/20260529T120035Z/analysis-runs/hybrid-model-20260529t120035z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260529T120035Z/analysis-runs/hybrid-model-20260529t120035z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..4c33b618fbb7d0ae51b92e9ffe628501cf8dc003 --- /dev/null +++ b/snapshots/20260529T120035Z/analysis-runs/hybrid-model-20260529t120035z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,20886 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260529T120035Z", + "generated_at": "2026-05-29T12:11:08Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:45920", + "issue:46015", + "issue:46165" + ], + "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:45901|issue:46015", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44918|issue:46165", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44560|issue:46165", + "issue:43596|issue:46165", + "issue:44805|issue:44918", + "issue:43572|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:43828|issue:45161", + "issue:44918|issue:45161", + "issue:43828|issue:44292", + "issue:43716|issue:45685", + "issue:43541|issue:43716", + "issue:44292|issue:44918", + "issue:43716|issue:44292", + "issue:45507|issue:45685", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44918|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:45237|issue:45901", + "issue:43901|issue:44512", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45812|issue:45920", + "issue:44863|issue:46015", + "issue:43866|issue:44863", + "issue:44292|issue:46015" + ], + "prepared_review_unit_hash": "bfe06af2d0def03f6a34dc804d5383d4140e7ad7ea0bc08327cb157be2f5cdb6", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 69, + "serialized_chars": 48408, + "estimated_input_tokens": 12102, + "estimated_eval_tokens": 24460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous, with a few real duplicate subclusters: DeepSpeed ZeRO-3 BERT index errors, v5 docs cleanup around removed pipeline tasks, and AutoTokenizer wrong-token-ID regressions. Most other pairs are only broadly similar and should stay separate.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 45920 is the broadest representative of the tokenizer-regression slice: it generalizes the Granite-only report to multiple model families and captures the shared v5 AutoTokenizer wrong-token-ID failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "45920 is the most useful overall representative here because it covers the widest concrete regression among the issue set, even though the cluster also contains unrelated docs and training/runtime bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: config attribute error in Qwen3.5 vs streaming chat/completions failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different backends and code paths: AMD GPU failure vs MPS histogram op not implemented." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "One is image-preprocessor dtype mismatch; the other is a GPU/device mapping crash on a different model." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is a different bug from Qwen3 on AMD GPUs." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated runtime failures: AMD GPU crash vs GraniteMoEHybrid invalid-method call." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime failures: Qwen3 NVFP4 error vs AMD GPU device issue." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ONNX export failure are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model/export bug vs FP8 config failure; only the surface area overlaps." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export error is unrelated to Qwen3 auto device-mapping cuda asserts." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash and outdated RAG examples are distinct documentation/runtime issues." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs, but they target different removals and are not the same concrete cleanup." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ModernBERT ONNX export and GenerationMixin import failure are different breakages." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL SFT embedding unpacking error is unrelated to resume-training with trust-remote-code." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask/tensor shape mismatch is a different code path from Gemma4 PLE device placement." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexErrors, but one is ZeRO-3 BERT init and the other is a different mask/shape mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same as above: related symptoms, different underlying failure modes." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Shape-mismatch IndexError and GPT-OSS TP-only bug are not the same issue." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Qwen3-vl video StopIteration is unrelated to training resume/trust-remote-code." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different bugs: ZeRO-3 BERT init vs resuming local model training with remote code." + }, + { + "left": "issue:43572", + "right": "issue:46165", + "accept": false, + "reason": "Missing pad_token_idx in config is unrelated to the resume-training issue." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Collective-mismatch in Jamba/ZeRO-3 is not the same as BERT zero-3 index error." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 BERT index-out-of-bounds bug; the titles only differ in pretrained vs non-pretrained wording." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy being called is a different failure from GPT-OSS MoE tensor-parallelism." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization regression and LoRA merge/save mismatch are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen3 NVFP4 runtime failure is unrelated to LoRA weight-merging inconsistency." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP recomputation mismatch is not the same as the mask shape IndexError." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed failures: 2-D weight error vs collective mismatch." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Both are Qwen3.5-MoE rotary-embedding issues, but one is CPU-offload compatibility and the other is uninitialized-memory materialization." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 BERT init bug and GPT-OSS TP-only bug do not share a concrete code path." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they concern different removed features and should not be merged." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Voxtral processor failure and Gemma4 PLE device mismatch are different model-specific issues." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy issue is unrelated to the Qwen3-vl video StopIteration." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization regression and outdated RAG examples are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same AutoTokenizer v5 token-ID regression; 45812 is the Granite-specific instance of the broader multi-model report in 45920." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to RAG docs drift." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Ovis checkpoint corruption and NemotronH load failure are separate model/checkpoint problems." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen3 NVFP4 runtime failure is unrelated to RAG documentation." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Qwen3 device-mapping assert and BERT ZeRO-3 index error are different failures." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 config attribute error with vLLM is unrelated to Qwen3 auto device mapping." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU inference failure and RAG docs drift are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline return_all_scores docs mismatch is unrelated to the removed run command docs." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same v5 docs cleanup around removed pipeline tasks; both point to outdated summarization/translation pipeline documentation." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Voxtral processor failure and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "cross_entropy being called is unrelated to the mask/tensor shape mismatch." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Auto device mapping on Qwen3 and ZeRO-3 BERT index error are separate code paths." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram-int limitation are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL SFT unpacking failure and MPS histogram op error are not the same underlying bug." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different failures: autocast dtype mismatch vs Qwen3 NVFP4 runtime error." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Mistral-3 image dtype mismatch is unrelated to Qwen3 NVFP4 errors." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy call and Qwen3.5 embedding unpacking are different issues." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Qwen3 auto device mapping assert and ZeRO-3 BERT index error are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral-3 dtype mismatch and MPS histogram-int error are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure is unrelated to the Mistral-3 dtype mismatch." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU runtime failure and outdated docs are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy and Qwen3.5 SFT unpacking are different issues." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU inference failure and table QA crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 PLE device mismatch and reverse-embedding lookup are distinct bugs in the same model family." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to the Qwen3 NVFP4 runtime failure." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and Qwen3 auto device-mapping assert are different problems." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram op limitation are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different failures: autocast mismatch vs Qwen3 NVFP4 runtime error." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 SFT unpacking failure and MPS histogram op limitation are different bugs." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy and Qwen3.5 embedding unpacking are not the same code path." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "cross_entropy being called is unrelated to the video StopIteration error." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and RAG docs are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Ovis checkpoint corruption and NemotronH checkpoint loading are distinct issues." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen3 NVFP4 failure and RAG docs drift are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge decisions are conservative overall. The accepted duplicate subclusters are well supported by the titles/body themes: ZeRO-3 BERT index errors (43596/43638), v5 docs cleanup around removed pipeline tasks (43827/44509), and AutoTokenizer wrong-token-ID regressions (45812/45920). The rejected pairs mostly involve clearly different model/backend/runtime failures. No obvious overstatement or unsafe mergeability call stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 2, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44589", + "issue:44841", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902" + ], + "soft_pairs": [ + "issue:39290|issue:43531", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43854|issue:43866", + "issue:41093|issue:43638", + "issue:43596|issue:45800", + "issue:43792|issue:45070", + "issue:43975|issue:45901", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43404|issue:43866", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43572|issue:45070", + "issue:43296|issue:43366", + "issue:43541|issue:45161", + "issue:44387|issue:45005", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:45020|issue:45800", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:45542|issue:45800", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005" + ], + "prepared_review_unit_hash": "19adf954ae91fea319a2a32a39fb35cc585ebfddcf446733528625d8e0827834", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 39131, + "estimated_input_tokens": 9783, + "estimated_eval_tokens": 19822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mostly heterogeneous. The only loose common thread is broad Transformers v5 loading/compatibility regressions, but the individual reports point to different models, APIs, and failure modes, so I would not merge any soft pair as true duplicates.", + "confidence": 0.43, + "canonical_issue_reason": "If one issue must represent the cluster, #45020 is the broadest and most umbrella-like report: a v5 regression affecting remote_code/custom model loading. It is the closest fit for the noisy loading/compatibility subtheme.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the best representative because it is broad, clearly framed as a regression, and most plausibly overlaps with adjacent custom-model loading complaints, even though it is not a true duplicate of the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but they are different model families and different concrete failures; too model-specific to be the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated failures: Whisper model load/run problem vs table-question-answering task crash." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "A generic Torch-version incompatibility is not the same as a pydantic PretrainedConfig field regression." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different problems: one is a unit-test/model load failure, the other is a corrupted checkpoint." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Different error signatures and repros: mask shape mismatch vs zero3/BertModel index-out-of-bounds." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Zero-3/BERT initialization failure and a torch/transformers incompatibility are different issues." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading/runtime failure is not the same bug as the pydantic field regression." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Incorrect detokenization and table QA crashes are unrelated code paths." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Same model family, but different APIs and symptoms; not enough evidence for one underlying defect." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error is unrelated to the table QA crash." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and different failure modes; only a vague theme of config/model compatibility." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat failure and an MPS Int kernel limitation are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Missing lm_head tying in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure and an MPS histogram kernel issue are different code paths." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both involve dtype-ish failures, but the model, operation, and trigger differ materially." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and template-node compilation errors are not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Importing GenerationMixin from transformers.generation is unrelated to a Gemma3 sliding_window config issue." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility and a Gemma4 device mismatch are different defects." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Mask-length mismatch and zero-sized tensor index-out-of-bounds are different runtime errors." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as the pydantic PretrainedConfig regression." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support are unrelated feature/compatibility issues." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different model families and different execution contexts; not the same concrete failure." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 CUDA memory regression and tied-weights translation-model issues are separate bugs." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and Qwen3.5 streaming chat failures are different paths." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights argument handling and the PretrainedConfig pydantic field issue are different compatibility breaks." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 chat streaming are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Both are version-compatibility themed, but one is remote_code/custom-model breakage and the other is a specific torch/transformers incompatibility." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding_window handling in Qwen3-MoE is not the same bug as the pydantic model field regression." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Dynamo tracing grouped_mm failure and missing Float8 storage support are different runtime failures." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index/shaping errors, but the specific tensor shapes, repro, and subsystem differ." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Siglip2 embedding quality and AutoModel/pipeline nonsensical results are related to vision-text performance, but not the same concrete defect." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite config unwrapping and uninitialized rotary embedding memory are distinct model-construction bugs." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TF backend detection and torch/transformers incompatibility are unrelated." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error and Qwen3.5 embedding unpacking under TRL are different failure modes." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Gemma3 image-preprocessor dtype mismatch and Qwen3.5 SFT embedding unpacking are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "GPT-OSS perplexity regression and GLM5 are not the same issue; no shared concrete failure is evident." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization and flash-attn fallback blocking are separate compatibility bugs." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both concern custom-module loading, but one is a cache-path collision and the other is loading the wrong module after save_pretrained; not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Un-tied lm_head weights in Mistral3 and tied-weights translation model issues are related only at a very high level, not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 3, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:45005", + "issue:45020", + "issue:45237", + "issue:45399", + "issue:45507", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44360|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:44492|issue:44512", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:43872|issue:44589", + "issue:43950|issue:45902", + "issue:43054|issue:45701", + "issue:43866|issue:44403", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:45663|issue:45902", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:45685|issue:45823" + ], + "prepared_review_unit_hash": "0deb6d4706b62281528927ea97b64076254d28c4438ccd8ac909ea87d958240d", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37276, + "estimated_input_tokens": 9319, + "estimated_eval_tokens": 18894 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are not duplicates: they share a model family or subsystem, but the reported failures are different. The only clear duplicate-style pair is the non-persistent buffer regression (`issue:43950` / `issue:44534`).", + "confidence": 0.83, + "canonical_issue_reason": "`issue:43950` is the best canonical issue for the non-persistent buffer regression because it precisely names the `from_pretrained()` corruption behavior and the 5.x regression; `issue:44534` is a shorter rephrasing of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:43950` is the strongest representative issue in this set: it is specific, clearly scoped, and describes the underlying regression more directly than the broader rewording in `issue:44534`.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Different failures: Qwen3Moe FP8 config error versus a flash-attn2 fallback gating issue." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "Qwen3.5 PagedAttentionCache crash is unrelated to translation model tied-weights handling." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is a different bug from tied-weights regressions." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to translation tied-weights issues." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer/kernel bug is unrelated to a documentation typo." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL SFT unpacking failure and GraniteMoEHybrid invalid-method calls are different code paths." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Detokenization regression and Qwen-3-8B-NVFP4 runtime failure are different bugs." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo is not the same as the removed CLI command docs issue." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Runtime error on Qwen-3-8B-NVFP4 is unrelated to GraniteMoEHybrid invoking an invalid method." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: non-persistent buffers are being filled/corrupted during load in Transformers v5." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs example errors are unrelated to the text-embedding quality complaint." + }, + { + "left": "issue:43643", + "right": "issue:43950", + "accept": false, + "reason": "Remote-code missing-fields behavior is a different issue from non-persistent buffer corruption." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE-instruct is unrelated to Qwen3.5 position_ids / SDPA behavior." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer kwarg mismatch is unrelated to Gemma3 ZeRO-3 loading failure." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "AutoImageProcessor import failure and torch/transformers version incompatibility are not the same bug." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes init-arg incompatibility is unrelated to the float8 storage lookup error." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve buffer materialization, but one is a generic non-persistent-buffer regression and the other is Qwen3_5Moe `inv_freq` uninitialized-memory behavior." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality regression is unrelated to a broad tokenization-version change report." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted checkpoint and loading noise are different levels of failure." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Zero probabilities and worse text embeddings are related to SigLIP2, but they describe different concrete symptoms." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging is unrelated to a missing model attribute on MolmoForCausalLM." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug is a different mechanism from Qwen3_5Moe uninitialized memory after materialization." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash Attention illegal-memory access on Qwen3.5 is unrelated to CPU-offload incompatibility in Qwen3_5Moe rotary embedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "LoRA gradient checkpointing ineffectiveness and int4 OOM are different training-memory issues." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are about SigLIP2, but one is an end-to-end embedding quality complaint and the other is HF/JAX parity; not the same concrete failure." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral tokenizer error messaging and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise is not the same as a specific inability to load ScandiBERT." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic loading noise is not the same as a specific inability to load cjvt/sleng-bert." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Missing fields with trust_remote_code and broad remote_code breakage are too different to treat as the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Detokenization regression is unrelated to AMD GPU support failure." + }, + { + "left": "issue:44403", + "right": "issue:44512", + "accept": false, + "reason": "Loading noise and a removed command in docs are different issues." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram-on-int error and Gemma4 PLE device mismatch are different model/backend bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The canonical/representative choice of issue:43950 over the shorter rewording issue:44534 is well supported by the titles, and the other soft-edge rejections stay within the evidence in the packet without overclaiming duplicates. I don\u2019t see a pair marked true that looks unrelated, and the summary remains appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 4, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43638", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45823", + "issue:45923" + ], + "soft_pairs": [ + "issue:43782|issue:44960", + "issue:43881|issue:43883", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:42491|issue:44368", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:43742|issue:45399", + "issue:45020|issue:45356", + "issue:43404|issue:43950", + "issue:43638|issue:45823", + "issue:42915|issue:45020", + "issue:43827|issue:44509", + "issue:43872|issue:44291", + "issue:43792|issue:44220", + "issue:42915|issue:43872", + "issue:43257|issue:43866", + "issue:36331|issue:41093", + "issue:43257|issue:45305", + "issue:41553|issue:44991", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:44928|issue:45588", + "issue:43854|issue:44863", + "issue:43872|issue:45538", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:24643|issue:30064", + "issue:44530|issue:44863" + ], + "prepared_review_unit_hash": "97ba68ab4a153e41502f39455111c7d23eb19621c96ba62acb975681ca0f2da8", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37608, + "estimated_input_tokens": 9402, + "estimated_eval_tokens": 19060 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of model-loading, tokenizer, and training issues. A few soft duplicates are clear: the v5 docs pipeline-removal reports, the `_is_hf_initialized` bitsandbytes/init_empty_weights bug, and the Qwen video-input regression. Most other pairs share broad subsystems but not the same concrete root cause.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella-style regression here: recent transformers versions breaking models that rely on `remote_code`. It is the best anchor among otherwise model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the strongest representative issue because it is general, concrete, and cross-cutting; the rest of the set is mostly narrower model-specific failures or documentation cleanup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Both are model loading failures, but they involve different model families and different failure modes; not enough evidence of the same bug." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different models and different causes (`loading failed` vs missing `all_tied_weights_keys`), so these are not the same underlying issue." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attn fallback gating; same general area, but clearly different problems." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for a model class vs bitsandbytes `_is_hf_initialized` incompatibility; unrelated root causes." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen3/MoE and LoRA-related warnings, but one is a compatibility break across versions while the other is just a config warning; not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "`remote_code` loading regressions and device-mapping forward mismatches are different code paths and different failures." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Both relate to model/tokenizer registration, but one is an `add-new-model-like` helper bug and the other is a runtime `remote_code` loading regression." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different runtime failures: autocast dtype mismatch vs device mismatch with `device_map=\"auto\"`." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash and flash-attn fallback blocking are unrelated issues." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "Key error when loading a specific model vs fallback-to-flash-attn gating; not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/model regressions, but one is a broad `remote_code` break and the other is a Kimi-K2.5 tokenizer codec regression." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied lm_head weights vs silent corruption of non-persistent buffers are different loading/tie-weight problems." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "ZeRO-3 index-out-of-bounds during training is unrelated to the device-mapping forward mismatch." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "FineGrainedFP8/Qwen3 MoE failure and `remote_code` loading regressions are distinct failures." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same documentation cleanup after v5 pipeline removals; both describe stale docs still referencing removed summarization/translation pipeline usage." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same root cause: the unexpected `_is_hf_initialized` argument / `Int8Params.__new__` failure during `init_empty_weights`-style loading with bitsandbytes." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio/Whisper-related, but one is a generic run failure and the other is a specific `_torch_extract_fbank_features()` issue." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different subsystems: FP8 Qwen3 MoE loading vs bitsandbytes init-empty-weights incompatibility." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight loading under accelerate/deepspeed and an Ovis2 corrupted checkpoint are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Trainer signature mismatch and tensor mask shape mismatch are different bugs." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed training, but one is a model weight-loading problem and the other is gradient averaging with `model_accepts_loss_kwargs=True`." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but one is a bad error message for Voxtral and the other is a tokenizer load failure for a different model." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing ineffective in PEFT LoRA is not the same as a missing `supports_gradient_checkpointing` flag on a trust-remote-code variant." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are Qwen DeepSpeed ZeRO-3 loading failures, but they target different model variants and different missing-weight symptoms." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaNs from Qwen3.5 SDPA/BF16 behavior and a flash-attention auxiliary-state crash are different issues." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different architectures; no shared concrete root cause is evident." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes init-empty-weights incompatibility is unrelated to CLIPTokenizer's huge `model_max_length` value." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "They are both mask-shape IndexErrors, but on different data paths and model contexts; too generic to merge." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Same 5.3.0 video-input regression family for Qwen3/Qwen3.5 vision models; 44560 is a specific manifestation of the broader regression." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer loading problems for different models, with different user-facing failures." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache `linear_attention` crash and NemotronH checkpoint loading failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is conservative and grounded in the packet. The accepted duplicates are well-supported (docs pipeline removals, bitsandbytes/init_empty_weights `_is_hf_initialized`, and the Qwen video-input regression), and the other pairwise rejections appropriately avoid over-merging on broad subsystem similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 5, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45325", + "issue:45357", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902" + ], + "soft_pairs": [ + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:44155|issue:45584", + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:43550|issue:44910", + "issue:43366|issue:44589", + "issue:43645|issue:43646", + "issue:42617|issue:43366", + "issue:44560|issue:44918", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:43632|issue:45834", + "issue:38175|issue:43994", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:44877|issue:45030", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:42915|issue:44756", + "issue:45313|issue:45357", + "issue:42491|issue:45276" + ], + "prepared_review_unit_hash": "d18ccebbd146210ae4dd60a93ae74e37349bbf72a758737a9f00944b087fe181", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37556, + "estimated_input_tokens": 9389, + "estimated_eval_tokens": 19034 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a bundle of unrelated Transformers issues, with only a couple of clear duplicates. The strongest duplicate cluster is the Transformers v5 non-persistent buffer corruption regression, and there is also a near-identical custom model initialization regression pair.", + "confidence": 0.88, + "canonical_issue_reason": "Issue:43644 is the best canonical issue because it directly states the core Transformers v5 non-persistent-buffer regression and has the cleanest duplicate match with issue:44534.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43644 is the strongest single issue to keep: it is specific, broadly applicable, and clearly captures the same bug as its duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Different failures: GGUF/gpt-oss support versus a Phi-tiny-MoE autocast dtype mismatch. Same broad model-loading area, but not the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different code paths and symptoms: Qwen2.5-VL rope scaling for still images versus Qwen3_5Moe rotary embedding uninitialized memory after meta-to-empty materialization." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is an FSDP2 shared_kv_states rebuild KeyError and the other is a device-mismatch during auto device mapping. Not the same underlying bug." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated model/support problems: GGUF gpt-oss support versus Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different models and bugs: AudioFlamingo3 batch leakage versus Whisper empty-transcription generation failure." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: non-persistent buffer corruption in from_pretrained versus a Kosmos2.5 long-ocr index error." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different subsystems: Qwen3-VL video inference StopIteration versus an MPS histogram op issue in moe code." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Both involve loading, but one is a missing import for Qwen2.5-VL and the other is meta-device loading breakage across some models. Not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: Qwen3Moe FineGrainedFP8Config versus meta-device model loading on transformers 5+." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both touch attention/compile paths, but Bamba SDPA torch.compile failure and Qwen3.5 flash-attention illegal memory access are distinct bugs." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Different feature areas: GGUF gpt-oss support versus a float8 storage lookup error." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying custom-model initialization regression in Transformers v5; the notebook-specific report is just a narrower manifestation of the general issue." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Unrelated: failure to run 3d_parallel.py versus GGUF gpt-oss support." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.5-VL/embedding problems with different failure modes; not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin versus Qwen3Moe FineGrainedFP8Config failure. No common bug." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different problems: tokenizer mapping name handling versus Gemma4 PLE device mismatch." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and likely different code paths: video StopIteration versus a mask/tensor shape mismatch." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Transformers v5 _is_hf_initialized flag regression is unrelated to Kosmos2.5 OCR indexing." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Related SigLIP2 model family, but one is zero probabilities and the other is nonsensical pipeline output. Same model family is not enough to merge them." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Both mention model initialization/loading, but one is DeepSpeed ZeRO-3 with BertModel and the other is tokenizer mapping behavior. Different bugs." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "IndexError in deepspeed zero3 init for BertModel versus add-new-model-like/tokenizer mapping behavior. Not the same issue." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated: tokenizer mapping/model-add workflow versus a tensor mask shape mismatch." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-validation related, but they affect different models and different validation rules. Not the same underlying bug." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different loading/resource issues: gpu+cpu offload dequantized model failure versus disabling mmap to avoid OOM on Strix Halo." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same exact regression: Transformers v5 fills non-persistent buffers with junk / corrupts them during loading." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is a runtime zero-probability issue and the other is a documentation/example mismatch plus quantization failure. Not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different loading regressions in different components: Qwen3 MoE LoRA incompatibility across versions versus BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen3-family, but one is an auto device mapping CUDA assert and the other is a FineGrainedFP8Config failure. Not the same concrete code-path problem." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention issues are unrelated model-specific failures." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both report model loading failures for different BERT repos, but the evidence is too thin to conclude the same root cause from the titles alone." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 issues: ZeRO-3 weight loading for language_model versus incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different model families and behaviors: Qwen3 MoE LoRA loading versus Gemma4 token embedding resize propagation." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted duplicate pairs are supported by the issue titles and descriptions, and the rejected pairs avoid overstating similarity. The selection of 43644/44534 as the clearest duplicate cluster and 43645/43646 as the custom-model init pair is reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 6, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050" + ], + "soft_pairs": [ + "issue:43708|issue:44075", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:39692|issue:43994", + "issue:45488|issue:45812", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:43856|issue:44387", + "issue:45362|issue:45406", + "issue:44960|issue:46050", + "issue:42491|issue:45292", + "issue:44164|issue:44291", + "issue:44910|issue:45588", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:43425|issue:43957", + "issue:41720|issue:44155", + "issue:43404|issue:43454", + "issue:39692|issue:44960", + "issue:44402|issue:44488", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:43873|issue:44387", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:44292|issue:44912", + "issue:44387|issue:44756", + "issue:43335|issue:45663", + "issue:43957|issue:44756", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:44164|issue:44756" + ], + "prepared_review_unit_hash": "4fcc16c5333e6916ee146e1aa5007437b33e1ee145cbbe7a11e09cc9a39b6e5e", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38298, + "estimated_input_tokens": 9575, + "estimated_eval_tokens": 19406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set with one clear duplicate cluster around `resize_token_embeddings` regressions in Gemma4/t5gemma. I accept only the directly overlapping resize-token-embedding reports; the rest are different bugs, models, or code paths.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45276 is the best canonical report for the resize-token-embeddings bug because it covers both `embed_tokens_per_layer` and `output_embeddings`, making it the broadest and most specific description of that regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the strongest overall issue candidate among the duplicates here: it is concrete, clearly reproducible, and subsumes the narrower `output_embeddings`-only report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Different bugs: Trainer checkpoint resume/max_steps vs SGD optimizer args being ignored." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model-loading failures, but for different models and different failure modes." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both concern Transformers 5.0 changes, but one is non-persistent buffer initialization and the other is Jupyter custom model initialization." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a doc-example/processor mismatch and quantization issue; the other is nonsensical inference results in AutoModel/pipeline." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers/models and do not look like the same concrete bug." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures for different models." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different Qwen/GLM loading paths and different symptoms." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Different memory/quantization problems; not the same code-path bug." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different loading/training contexts." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory usage, but one is Qwen3 MoE training and the other is int4 quantization OOM in Transformers 5.x." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Unrelated model/chat crash vs Gemma4 processor attribute error." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 loading issue vs save/load breakage after sinq quantization." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different issues: Qwen3 MoE LoRA compatibility vs token embedding resize not updating outputs." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading/init regressions, but the concrete failures are different (`extra_state` handling vs `_is_hf_initialized` argument)." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention failures with different trigger conditions and models." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` bug; 45335 is a narrower manifestation of the broader issue in 45276." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError on `GenerationMixin` is unrelated to Whisper `return_language` pipeline behavior." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility vs meta-device loading regression; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different subsystems: Qwen3 device-mapping CUDA assert vs AudioFlamingo3 batched inference token leakage." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are weight-tying issues, but they affect different model families and code paths." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/inference bug is unrelated to GLM5 model-loading issue." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab mismatch in one issue vs model loading failure in the other." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Different training/runtime bugs: gradient checkpointing with LoRA vs apex RMSNorm memory leak." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different composite-model/FSDP bug vs `from_config` text_config unwrapping bug." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization/memory, but the concrete failures differ (offloading vs reserved-memory OOM)." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Init-empty-weights loading error vs mmap OOM mitigation; unrelated causes." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different issues in Gemma/Qwen MoE code paths; not the same bug." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batch inference corruption vs Gemma4 device-mapping mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantized-model loading failures for different models and quantization formats." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Different memory regressions: int4 reserved-memory growth vs Strix Halo mmap OOM." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer config bug is unrelated to Gemma4 FSDP2 shared-state rebuild failure." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize-token-embeddings regression; 45276 is the fuller report and 45292 is a subset focused on `output_embeddings`." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/from_pretrained `extra_state` handling is unrelated to Strix Halo mmap OOM." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly related cluster is the resize_token_embeddings set (45276/45292/45335), and the rest of the pairwise rejections stay conservative given the differing models, subsystems, or failure modes in the titles. No obvious overstatement beyond the evidence in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 7, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:39404", + "issue:43257", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43854|issue:45216", + "issue:43381|issue:44928", + "issue:44479|issue:44877", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:44402|issue:44451", + "issue:44589|issue:44756", + "issue:39404|issue:45701", + "issue:43257|issue:44863", + "issue:44683|issue:45823", + "issue:43425|issue:45823", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:39404|issue:44912", + "issue:43906|issue:44530", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:43425|issue:44918", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:43299|issue:43931", + "issue:44164|issue:45759", + "issue:43596|issue:44683" + ], + "prepared_review_unit_hash": "423079b0003a0b233244518d552e67ef8c0b9946eca710486628f95e71dbdebb", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36203, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers regression reports across different models/features. The only clear duplicate-like pair is the token-embedding resize bug: `resize_token_embeddings` not updating the right downstream embeddings.", + "confidence": 0.88, + "canonical_issue_reason": "`issue:45292` is the clearest, most general report for the resize-token-embeddings bug; `issue:45335` reads like a model-specific manifestation of the same failure.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` is the best canonical issue because it states the core bug broadly and can absorb the more specific `issue:45335` report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different failure modes: loading `GLM-4.7-Flash` vs Qwen3.5 `save_pretrained` regression." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Unrelated bugs: gradient checkpointing in eval vs RLHF NaNs from Qwen3.5 position IDs." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different subsystems/models: video-input regression vs strict config loading for granite_speech." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different code paths: flash_attention `s_aux=None` crash vs Gemma4 FSDP shared_kv_states bug." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model save/load, but one is permissions and the other is wrong module resolution after save." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model init in notebooks vs Trainer checkpoint-resume step counting are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Different bugs: notebook custom-model initialization vs `save/from_pretrained` extra_state handling." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: `resize_token_embeddings` fails to update the relevant output/decoder embeddings; `t5gemma` is a model-specific instance." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Different problems: autocast dtype mismatch on Phi-tiny-MoE vs meta-device loading breaks other models." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Broad torch-version incompatibility is not the same as a specific autocast dtype mismatch bug." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Different reports: tokenizer vocab mismatch vs inability to load ScandiBERT." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Type/serialization error vs mmap OOM mitigation; no shared bug." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` regression is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different model families and causes." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Different code paths: compiled flex_attention on torch>=2.9 vs Gemma4 PLE device placement." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 compatibility issue is not the same as a Gemma4 device-mismatch bug." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both mention Transformers 5.0 regressions, but one is base_model_prefix loading and the other is custom-model initialization in notebooks." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch-version incompatibility and Mistral-3 dtype mismatch are separate issues." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to a template-node compilation TypeError." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline behavior regression vs docs for removed pipeline tasks; not the same bug." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same as the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Different bugs: `torch.export`/`torch_compilable_check` vs Perceiver interpolation failure." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Both are regressions, but the affected models and failure signatures differ." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 inference mismatch vs `ModelOutput` key assignment bug are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility issue vs Qwen3.5 embedding unpacking with TRL SFT trainer." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to non-template-node compilation." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they concern different APIs and removed tasks." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but the titles describe different concrete failures and checkpoints." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Extra_state save/load handling is unrelated to `from_config` not unwrapping `text_config`." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Zero3/BertModel index error and compiled flex_attention failure are different code-path bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is well grounded in the packet and appropriately conservative overall. Most soft-edge pairs are clearly distinct by title, and the only accepted pair, `issue:45292` / `issue:45335`, is a reasonable duplicate-style match based on the nearly identical resize_token_embeddings failure description. No obvious overstatement beyond the evidence provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 8, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:45987", + "issue:46178" + ], + "soft_pairs": [ + "issue:36032|issue:43452", + "issue:44671|issue:44991", + "issue:44991|issue:45081", + "issue:39404|issue:44671", + "issue:43856|issue:44756", + "issue:44164|issue:44479", + "issue:44737|issue:45859", + "issue:32090|issue:39404", + "issue:43582|issue:43632", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:40990|issue:43421", + "issue:43716|issue:45084", + "issue:36032|issue:42915", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:44811|issue:45584", + "issue:42175|issue:46178", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:44206|issue:44220", + "issue:43644|issue:43646", + "issue:43883|issue:44488", + "issue:44464|issue:45987", + "issue:43452|issue:43482", + "issue:36032|issue:43645", + "issue:43317|issue:43482", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:44849|issue:45325" + ], + "prepared_review_unit_hash": "b8a86a7e178cbf267a77ade86e8de47f44e51aec262dfa176fc581f9426608e4", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37466, + "estimated_input_tokens": 9367, + "estimated_eval_tokens": 18990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue set with one clear duplicate pair around GGUF loading; several other items are thematically similar (notably Transformers v5 custom-model/init regressions) but not close enough to merge as duplicates.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 43452 is the broader, more general GGUF-loading report (AutoTokenizer and AutoModelForCausalLM), making it the best canonical target for the one clear duplicate pair in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43452 most clearly represents the actual duplicate subgroup and has the broadest, most reusable problem description among the GGUF-loading reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer add_special_tokens method conflict vs GGUF from_pretrained breakage; different tokenizer paths and root causes." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction bug vs a specific tokenizer loading regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are load failures, but one is a tokenizer load regression and the other is a Mistral regex-patch crash; not the same defect." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper return_language pipeline regression vs CamemBERT masked-LM prediction issues; unrelated code paths." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training efficiency and the other is Strix Halo mmap OOM; different bugs." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "save/from_pretrained extra_state handling vs a Qwen2.5-VL video-input regression; unrelated behavior." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU tensor placement bug vs Qwen3.5 MoE CPU-offload incompatibility; different models and failures." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer NoneType GPU broadcast error vs Whisper pipeline return_language regression; no common code-path bug." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError vs _is_hf_initialized flag regression; unrelated low-level issues." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different model-loading regressions: one for cjvt/sleng-bert, one for Mistral tokenizer patching." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer-mapping registration failure vs compiled flex_attention failure on torch>=2.9; different subsystems." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Separate model-load failures for different repositories and likely different underlying causes." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "base_model_prefix loading regression vs non-persistent buffers filled with junk; both v5-related but not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on a model/dataset combo vs runtime special-token post-processor update bug; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch vs template-node compilation error; no shared underlying change." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer load conflict vs Qwen3Moe FineGrainedFP8Config failure; different features entirely." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields vs PagedAttentionCache linear_attention crash; unrelated failures." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token accounting bug vs IterableDataset multi-image Qwen2.5-VL finetuning failure." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens issue vs empty transcription after align_special_tokens; related model family but different concrete bugs." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both involve TensorFlow backend wiring, but one is missing install extras and the other is a backend mapping validation error." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral grouped_mm tracing error vs template-node compilation failure; distinct code paths." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading regressions affecting different repos and likely different loader fixes." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs PagedAttentionCache invalid group type; not the same defect." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Audio feature-extraction area overlaps, but the reported failures are different enough that the underlying bug is not clearly the same." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is buffer initialization and the other is custom model initialization; too different to merge." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights attribute error vs a model-loading failure for cjvt/sleng-bert; unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation under compiled forward vs StaticCache sequence-length contract bug; different components." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both describe the same GGUF-loading regression in Transformers v5, with 43452 giving the broader AutoTokenizer/AutoModelForCausalLM failure mode." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5 tokenizer method-name conflict vs Jupyter custom-model initialization regression; different issues." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map=auto dequantized-model offload failure vs GGUF loading failure; different loading paths." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are versioned loading regressions, but they affect different models/tokenizers and likely different code paths." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error vs GraniteMoEHybrid calling an invalid method; unrelated bugs." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug vs Qwen2.5-VL rope-index scaling bug; different model families and failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only accepted soft edge is plausibly the same GGUF-loading regression, and the canonical choice of 43452 as the broader report is supported by the titles. The remaining pairs are rejected cautiously with no obvious overreach beyond the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 9, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45987" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:43645|issue:44534", + "issue:43646|issue:44534", + "issue:43883|issue:44991", + "issue:43089|issue:45987", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43404|issue:44466", + "issue:43994|issue:44610", + "issue:42915|issue:45084", + "issue:43377|issue:43819", + "issue:44265|issue:44610", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:44220|issue:44683", + "issue:42915|issue:44291", + "issue:45216|issue:45357", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:43632|issue:44756", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:43296|issue:43531", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:43404|issue:45127", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:43425|issue:44403", + "issue:40990|issue:44811", + "issue:43792|issue:44589", + "issue:43632|issue:44534" + ], + "prepared_review_unit_hash": "efcf63a56c9d6a9645f5275eb6caf77c51936b71bc266b774d5f0efee9659320", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36703, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a collection of distinct Transformers v5 regression reports across unrelated models/features. I only see one likely duplicate pair: the two Qwen3.5 `save_pretrained` issues about incorrect checkpoint serialization.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45216 is the broader, earlier report of the Qwen3.5 `save_pretrained` regression; issue:45357 looks like the same serialization bug resurfacing in a later release with a more specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 best captures the underlying bug among the cluster\u2019s near-duplicates and is the broader report to anchor on.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Different subsystems: audio chat template sampling-rate default vs MIMI batch/padding-mask output mismatch." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is notebook/custom-model init and the other is non-persistent buffer serialization." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization bug vs non-persistent buffer junk; no shared concrete code path." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and EMBEDDIA tokenizer loading failure are unrelated." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead vs cache length return-type contract mismatch are different issues." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading segfault and Qwen3OmniMoe video processing ValueError are separate model bugs." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise vs Mistral regex patch crash; not the same failure." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Tied-weight initialization bug and tied-weight serialization inconsistency are related theme-wise but not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 bad outputs and OmDet processor/model size mismatch are different problems." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8 fine-grained config failure and template-node compilation error are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask discrepancy and DAC STE mismatch are different code paths." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to OmDet image-size preprocessing." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral tokenizer regex patch crash are distinct." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure for `physical-intelligence/fast` does not match the Mistral tokenizer backend_tokenizer crash." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer special-token conflict and MobileLLM key error are different loading bugs." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-arg conflict and model loading failure are not the same underlying issue." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized breakage is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3Moe FP8 failure and init_empty_weights `_is_hf_initialized` TypeError are different regressions." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report Qwen3.5 `save_pretrained` producing incorrect saved weights/keys; 45357 appears to be the same regression in a later release." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer load conflict and MobileLLM key lookup failure are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer AddedToken argument collision is not the same as loading `physical-intelligence/fast`." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "`_is_hf_initialized` flag regression and junk-filled non-persistent buffers are different issues." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image training failure and Qwen2.5-VL rope index scaling bug are separate problems." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "`base_model_prefix` loading regression and non-persistent buffer corruption are different concrete bugs." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility and generic transformer loading noise are not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on GPT-OSS and Whisper `batch_decode` skip_special_tokens handling are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and missing Float8 storage type are different compatibility issues." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "`_is_hf_initialized` regression vs non-persistent buffer serialization bug; no same code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies one plausible duplicate pair (45216/45357) without overclaiming the rest, and the soft-edge rejections are consistent with the issue titles/descriptions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 10, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43957", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44829", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923" + ], + "soft_pairs": [ + "issue:44079|issue:45663", + "issue:33666|issue:40444", + "issue:44403|issue:44991", + "issue:44683|issue:45020", + "issue:43421|issue:44568", + "issue:43381|issue:45923", + "issue:35707|issue:40444", + "issue:44291|issue:44589", + "issue:44462|issue:45812", + "issue:43482|issue:45538", + "issue:41553|issue:43582", + "issue:44829|issue:45479", + "issue:43317|issue:43856", + "issue:43482|issue:43525", + "issue:42175|issue:45542", + "issue:44079|issue:44534", + "issue:43818|issue:45357", + "issue:43531|issue:44291", + "issue:41720|issue:45081", + "issue:43377|issue:45491", + "issue:40444|issue:45381", + "issue:44265|issue:45072", + "issue:43644|issue:44079", + "issue:43749|issue:44079", + "issue:42175|issue:43296", + "issue:45325|issue:45381", + "issue:43611|issue:43646", + "issue:43792|issue:43957", + "issue:43632|issue:45072" + ], + "prepared_review_unit_hash": "f379c02c30fc28b1d327d2e85539348cebabd1e24156048b201fc766ed394a79", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36566, + "estimated_input_tokens": 9142, + "estimated_eval_tokens": 18540 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose thematic group of Transformers regression reports, not a duplicate set. The soft pairs share broad subsystem wording but do not appear to be the same concrete bug/change, so none should be merged.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45020 is the broadest representative of the cluster\u2019s dominant theme: recent Transformers-version regressions affecting model loading/behavior. It\u2019s still not a true umbrella duplicate, but it best matches the cluster\u2019s overall shape.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most representative single issue by scope and wording among the listed items; it captures the common regression theme better than the narrower, model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Different bugs: ModelOutput key assignment vs Gemma-4 FSDP2 shared_kv_states rebuild in attention." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL training issues, but one is multi-GPU training and the other is IterableDataset with multiple images per prompt; different failure modes." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated symptoms: loading noise/logging vs tokenizer loading failure for a specific model." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Different code paths: compiled flex_attention on torch>=2.9 vs remote_code model breakage in newer Transformers." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Related tokenizer area, but not the same bug: runtime post-processor updates vs add_special_tokens/BOS/EOS behavior for one tokenizer." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Different semantics: eval-mode checkpointing restriction vs missing supports_gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different features and failures: progressive generation with inputs_embeds/past_key_values vs Qwen2.5-VL multi-image dataset finetuning." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Different loading failures: unexpected _is_hf_initialized init arg vs missing Float8 storage type." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both concern AutoTokenizer, but one ignores tokenizer.json while the other produces wrong token IDs for Granite models; not the same fix." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer issues: GGUF loading failure vs CLIPTokenizer model_max_length sentinel value." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "No overlap in underlying bug: tokenizer error message vs Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both involve bad training behavior, but one is flash_attention_3 degenerate training and the other is single-label classification zero-loss behavior." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different memory/device-map loading problem vs Qwen3 MoE training memory inefficiency." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different model-loading errors: GGUF loading failure vs Llama4Config missing pad_token_id." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Installation/backend packaging issue vs missing TensorFlow backend after installing only tensorboard." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions: ModelOutput key assignment vs non-persistent buffers filled with junk." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different Video-LLaVA/Qwen problems: missing temporal attention/shared weights vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Both are v5-related, but sliding_window handling in Qwen3-MoE is not the same as init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Different failures: auto device mapping causing cudaErrorAssert vs tokenizer regex patch crashing on backend_tokenizer access." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batched-vs-single/mixed-length behavior, but the models and root causes differ: missing padding mask support vs all-padding windows causing NaNs." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Same model family, but distinct bugs: multi-image finetuning failure vs wrong vision_position_ids for video input." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Different areas: torch.export/torch_compilable_check vs dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different v5 regressions: non-persistent buffer initialization vs ModelOutput key assignment." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "Different problem classes: FSDP CPU RAM efficient loading vs ModelOutput key handling." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend install issue vs vLLM model-loading failure for PaddleOCR-VL." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both Qwen2.5-VL position-id bugs, but one affects still-image temporal positions and the other video vision_position_ids; not the same concrete bug." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 regressions, but they affect different internals: base_model_prefix loading vs custom model initialization." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Different loading/runtime failures: Whisper model cannot run vs meta-device loading breakage in some models." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated regressions: _is_hf_initialized flag handling vs dtype mismatch during bfloat16 inference." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 11, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45920", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:43994|issue:44898", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:43296|issue:45800", + "issue:43701|issue:45325", + "issue:44479|issue:45823", + "issue:44291|issue:44877", + "issue:43606|issue:44265", + "issue:43873|issue:45701", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:44186|issue:44265", + "issue:44568|issue:45920", + "issue:43606|issue:43819", + "issue:43881|issue:44488", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:39692|issue:40444", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43572|issue:45759", + "issue:43257|issue:45923", + "issue:40990|issue:42947", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:43322|issue:46050", + "issue:43454|issue:43720", + "issue:41720|issue:43322", + "issue:43296|issue:44991" + ], + "prepared_review_unit_hash": "24e4ce7be9570ecb6cbc130a2194a34610c694968d6b2f309f269d639fbc05ce", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37419, + "estimated_input_tokens": 9355, + "estimated_eval_tokens": 18966 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the soft-edge pairs mostly share broad themes (loading, offloading, tokenization, multimodal models) but not the same concrete bug. I rejected all soft duplicates and selected a single open, high-activity issue as the best available representative.", + "confidence": 0.83, + "canonical_issue_reason": "No clear duplicate center exists here; issue #43873 is the broadest, most active open issue with multiple references, so it is the best practical anchor if one issue must represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#43873 has the strongest combination of breadth, activity, and open status, making it the most suitable issue to track as the representative problem in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are model-specific vision regressions, but they affect different models and failures (SigLIP2 inference vs Perceiver resize handling)." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different model families and different bugs: Qwen2.5-VL rope index scaling vs Kosmos2.5 OCR index overflow." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied lm_head weights, but one is a generation bug and the other is a serialization/device inconsistency; not the same concrete code path." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different failures in different loading paths: FineGrainedFP8Config on Qwen3MoE vs GGUF loading on Qwen2.5." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "Both are version compatibility complaints, but they concern unrelated stacks and failure modes." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to the Qwen2.5-VL rope-index bug." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and different runtime issues: video-input regression vs device-mismatch with PLE forwarding." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "One is an init_empty_weights argument issue; the other is strict config loading for granite_speech. Different code paths." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to torch.export failures with torch_compilable_check." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization behavior is unrelated to tokenizer changes." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to PEFT adapter checkpoint loading." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on a language model is unrelated to Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset failure and progressive generation with inputs_embeds/past_key_values are different bugs." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Different model/runtime problems: generation with embeds vs Qwen3 auto device mapping cuda assert." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to torch.export incompatibilities." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer-related, but one is a specific BOS/EOS regression and the other is a broad wrong-token-IDs regression across many models." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Device mismatch during CPU offload is unrelated to DAC.from_latents differing from forward pass." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but for unrelated models and likely unrelated root causes." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and different device/runtime failures." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight-tying/generation bug is unrelated to Bamba torch.compile SDPA failure." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Different multimodal issues: doc-example mismatch/quantization vs finetuning iterable dataset handling." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder is unrelated to OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Different issues: tied-weight generation bug vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in a config is unrelated to failing to unwrap text_config in composite multimodal configs." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Different model families and different configuration/loading concerns." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity anomaly is unrelated to gradient checkpointing ineffectiveness with PEFT LoRA." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both touch offloading/quantization, but one is a device_map loading failure for a dequantized model and the other is a broader offloading complaint; not clearly the same bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different functionality: padding-mask batching vs non-default image-size interpolation." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next loading segfault and sinq save/load quantization breakage are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Tied lm_head weights bug is unrelated to packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different multimodal model failures and different root causes." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "Different loading problems for different models; no shared concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 12, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:43749|issue:44534", + "issue:41720|issue:44977", + "issue:42617|issue:42915", + "issue:43526|issue:43883", + "issue:44466|issue:45357", + "issue:43881|issue:44991", + "issue:40990|issue:45701", + "issue:44387|issue:45704", + "issue:36331|issue:42617", + "issue:44008|issue:45823", + "issue:43577|issue:43708", + "issue:44186|issue:45072", + "issue:44877|issue:44991", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:43404|issue:45357", + "issue:43550|issue:43720", + "issue:43873|issue:44756", + "issue:44423|issue:45406", + "issue:41720|issue:42617", + "issue:43550|issue:43606", + "issue:44610|issue:44898", + "issue:44479|issue:44918", + "issue:44186|issue:44610", + "issue:45632|issue:45684", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:36010|issue:42617", + "issue:41720|issue:45161", + "issue:44671|issue:44743", + "issue:45081|issue:45812" + ], + "prepared_review_unit_hash": "b6c66d026fbb2c5f2161fafad2e95058475da46b9c0801d511b3a0100ba23e68", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36672, + "estimated_input_tokens": 9168, + "estimated_eval_tokens": 18592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers bug reports spanning tokenization, loading/offload, multimodal processors, quantization, and trainer behavior. None of the soft pairs look like true duplicates. If forced to pick an anchor, the broadest report is the offloading/quantization issue.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43873 is the broadest umbrella-style report here (offloading + quantization, multiple references), so it is the closest thing to a cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most suitable single issue to represent the set: it is detailed, active, and broadly scoped enough to cover nearby loading/offload regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Both are loading/runtime regressions, but one is FSDP CPU RAM efficient loading and the other is non-persistent buffer serialization; different bugs." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different failures in different code paths: device-map CUDA assert vs flash-attn generation regression." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py failure and Qwen3Moe FP8 loading failure are unrelated issues." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and Molmo tied-weights attribute error are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve save_pretrained regressions, but one is tied lm_head serialization and the other is visual encoder key names; not the same bug." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading problems, but one is model loading and the other is tokenizer loading for a different model family." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity on gpt-oss and tokenization changes across versions are too different to be duplicates." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both mention memory, but one is int4 CUDA reserved memory/OOM and the other is an apex RMSNorm leak." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer API argument mismatch and a parallel script failure are different problems." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma 3n forward variable collision and Gemma4 device mismatch are distinct bugs." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype loading issue and trainer checkpoint resume/max_steps bug are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/padding and bf16 dtype mismatches are different subsystems and failure modes." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech and tokenizer loading for est-roberta are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected compute_loss kwarg and Qwen3Moe FP8 loading failure are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shapes and version-dependent tokenization are not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and Qwen3.5 visual encoder save_pretrained issues are different model bugs." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Both touch quantized loading, but torch.compile SDPA failure and packed-weight unpacking during accelerate loading are different code paths." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both are offloading/memory-related, but one is quantization offload behavior and the other is mmap OOM on Strix Halo." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are separate serve-time bugs." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "CUDA assert with auto device mapping and GPT-OSS MoE tensor parallelism are different model/runtime issues." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset in modular code are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral regex patch crash and Granite token-ID regression both involve tokenizers, but they are distinct models and distinct failure causes." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are device/loading related, but Bamba SDPA torch.compile failure and Bark CPU offload device mismatch are different bugs." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Processor output size mismatch and Perceiver non-default-resolution handling are similar only at a high level; not the same concrete issue." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression for Qwen VL models and TRL SFT embedding unpacking are different Qwen3.5 problems." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash and image processor resolution mismatch are separate processor bugs." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision and read-only permissions propagation are unrelated save_pretrained concerns." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config load failure and dequantized model GPU/CPU offload failure are different quantization/offload bugs." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression with images and tokenization changes across versions are not the same failure." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and 3d_parallel.py failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Auto device mapping CUDA assert and GPT-OSS MoE tensor parallel failure are different runtime issues." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Masked LM prediction bug and recurrent-state reset bug do not share the same code-path problem." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer backend_tokenizer crash and Granite token-ID regression are not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 13, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:44186", + "issue:44361", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:43531|issue:43572", + "issue:43316|issue:44913", + "issue:43540|issue:43782", + "issue:43526|issue:43881", + "issue:44186|issue:44361", + "issue:42915|issue:43322", + "issue:43421|issue:45812", + "issue:36331|issue:41720", + "issue:29159|issue:36032", + "issue:43388|issue:45059", + "issue:33357|issue:35707", + "issue:45406|issue:45464", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:43606|issue:43720", + "issue:41720|issue:43746", + "issue:43873|issue:45704", + "issue:43421|issue:45701", + "issue:43606|issue:43653", + "issue:34634|issue:41720", + "issue:43531|issue:45759", + "issue:42490|issue:43329", + "issue:34567|issue:35707", + "issue:44492|issue:44509", + "issue:44514|issue:44545", + "issue:44625|issue:45479", + "issue:43421|issue:43927", + "issue:44451|issue:44991" + ], + "prepared_review_unit_hash": "f9d55ee42e49306caade67357748827b4931cc6552a497fcea3fb4da1039098a", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35600, + "estimated_input_tokens": 8900, + "estimated_eval_tokens": 18056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "One clear duplicate pair stands out: issue 44514 and 44545 have the same title and describe the same Qwen2_5_VLProcessor.apply_chat_template batching bug. The rest are only loosely related by model family or subsystem and should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44514 is the cleaner canonical choice: it is the earlier report of the exact batched padding=False crash and matches issue:44545 one-to-one.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the best cluster representative because it is the exact duplicate target for the only strong soft match and has the clearest, most specific wording of the bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different problems: one is a Qwen3-MoE sliding_window behavior issue, the other is a StableLmConfig missing pad_token_idx after v5 update." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but one is a Gemma3TextConfig API discrepancy and the other is GPTNeoX rotary_pct not persisting on reload; not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different code paths and symptoms: video input processing failure in Qwen3OmniMoe versus from_pretrained weight_only loading error in Qwen3VL." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Unrelated models and failure modes: BeitImageProcessorFast label reduction bug versus glm-4v-9b loading failure." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both tokenizer crashes, but on different tokenizers and different behaviors; not the same underlying defect." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different loading failures for different models: Qwen3Moe with FineGrainedFP8Config versus Llava Next segmentation fault." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenization internals, but one is runtime post-processor updates and the other is wrong token IDs for Granite models; distinct bugs." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "A custom trainer signature mismatch is unrelated to Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "One is slow/fast tokenizer inconsistency; the other is a T5 tokenizer class attribute conflict on load. Not the same issue." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different training/evaluation and multimodal input bugs; no concrete shared code-path." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error loading a CLIP model is unrelated to progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different serving/runtime failures: Gemma4Processor missing _tokenizer versus Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantized offloading behavior and an apex RMSNorm memory leak are distinct issues." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Runtime special-token/post-processor handling is not the same as a broad tokenization-version regression." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different failure modes in CI: device mismatch during CPU offload versus mask token registration/empty decode in BigBirdTokenizer." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset failure and Qwen3 auto device mapping cudaErrorAssert are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoModelForCausalLM.from_config not unwrapping text_config are different bugs." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "A trailing-slash local path import warning is unrelated to multimodal token counting with undefined helpers." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter not updating is unrelated to generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and obsolete pipeline-task documentation are not the same bug." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same title and same reported crash in Qwen2_5_VLProcessor.apply_chat_template on batched input with padding=False; clear duplicate." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 config and zero-loss single-label classification are separate configuration/training issues." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Special-token post-processor updates and DiaConfig custom token IDs after save/load are different state-persistence bugs." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading regressions, but for different models and causes; not safe to merge as duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster judgment is grounded in the packet: 44514 and 44545 are the only clear duplicate pair, and the rest of the soft matches are conservatively rejected with model/subsystem-specific reasons. Minor precision note: their titles are nearly identical rather than exactly the same, but the duplicate call is still well supported." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 14, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43596", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:44898|issue:45072", + "issue:45759|issue:45859", + "issue:43531|issue:44589", + "issue:44077|issue:44625", + "issue:43782|issue:45381", + "issue:45588|issue:45759", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44368|issue:45357", + "issue:39692|issue:44610", + "issue:43746|issue:46050", + "issue:44918|issue:44936", + "issue:43421|issue:43653", + "issue:45704|issue:45923", + "issue:45663|issue:45923", + "issue:43381|issue:43844", + "issue:42886|issue:44843", + "issue:45704|issue:45859", + "issue:43421|issue:44186", + "issue:43531|issue:43645", + "issue:41720|issue:45704", + "issue:43994|issue:44671", + "issue:43746|issue:43873", + "issue:45081|issue:45356", + "issue:39692|issue:43873", + "issue:43596|issue:44220", + "issue:40444|issue:43746", + "issue:45356|issue:45907", + "issue:30064|issue:36010", + "issue:43720|issue:43819", + "issue:43653|issue:43720" + ], + "prepared_review_unit_hash": "f98ec39af6790766aff881419018958930c5d2170cac0ecb1837bcec0a9970aa", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37389, + "estimated_input_tokens": 9348, + "estimated_eval_tokens": 18952 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-linked pairs mostly describe different models, different subsystems, or different failure modes, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a true canonical duplicate for the whole set, but issue #45081 is the most concrete and actionable representative because it has a narrow tokenizer crash, a specific trigger (`fix_mistral_regex=True`), and a clear traceback.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45081 is the best standalone triage target: it is specific, reproducible, and points to a clear code path in tokenizer regex patching.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and symptoms: image classification resolution handling vs bfloat16 dtype mismatch." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both touch Qwen 3.5/3.6, but one is `from_config` unwrapping and the other is CPU offload rotary embedding behavior." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated bugs: Qwen3-MoE sliding window vs missing float8 storage type." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Different model families and failure modes; `post_init` policy vs `num_labels` propagation." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen-VL related, but they report different code paths and different bugs." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink handling is unrelated to composite config unwrapping." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading a specific model package and PIL backend torchvision requirements are different issues." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer constructor argument collision vs a model loading failure; not the same bug." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tied embeddings is not the same as incorrect visual encoder keys on save." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both mention vision models, but one is a SigLIP2 docs/example problem and the other is OmDet processor/model size mismatch." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT local checkpoint loading vs sinq quantized save/load corruption are different persistence bugs." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Training/input unpacking failure vs generic evaluate-after-train failure; no shared concrete code path." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Runtime special-token/post-processor update bug vs BigBird mask-token registration issue." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "RMSNorm memory leak in T5 is unrelated to a missing gradient-checkpointing flag." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "FSDP2 shared_kv_states bug is unrelated to trust_remote_code capability flags." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to ZeRO-3 gradient explosion." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve offline tokenization, but one is cache loading while the other is an unconditional `model_info()` call in a Mistral regex patch." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Different failures: apex RMSNorm leak vs CPU-offload incompatibility in Qwen rotary embedding." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token post-processor refresh bug vs LayoutLMv2 NER/padding crash." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Qwen3-MoE sliding window behavior is unrelated to Jupyter custom-model initialization." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device mapping assert is unrelated to T5 RMSNorm leakage." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model regressions: SigLIP2 inference quality vs CamemBERT masked-LM predictions." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint loading with adapters is not the same as quantization offloading behavior." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention `fix_mistral_regex`, but one is a hard crash and the other is a tokenizer codec/regression warning issue." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Docs/example quantization failure is not the same as general offloading behavior with quantized models." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3 BertModel indexing bug vs audio feature extraction helper failure." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure is unrelated to GraniteSpeech checkpoint loading." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression with mistral regex is unrelated to a hub API forwarding bug." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation-map processing and `GenerationMixin` import errors are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading bug and DAC latent reconstruction mismatch are different code paths." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token registration and BitNet packed-weight loading are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 15, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44448", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032" + ], + "soft_pairs": [ + "issue:44220|issue:44661", + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:43550|issue:45072", + "issue:43295|issue:45834", + "issue:43550|issue:43819", + "issue:44062|issue:44488", + "issue:45183|issue:45479", + "issue:43716|issue:44008", + "issue:43388|issue:46032", + "issue:43322|issue:45685", + "issue:44186|issue:44898", + "issue:43335|issue:43756", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:44843|issue:45081", + "issue:43950|issue:45987", + "issue:30064|issue:36331", + "issue:43540|issue:45381", + "issue:43643|issue:44877", + "issue:43421|issue:44811", + "issue:44448|issue:44671", + "issue:41720|issue:44991", + "issue:39692|issue:45834", + "issue:43782|issue:44977", + "issue:44821|issue:45084", + "issue:43577|issue:43818" + ], + "prepared_review_unit_hash": "3fefe01647d8a2cef8979d75bd279a6ba82b710629a9522898a3f3c3df69b915", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36193, + "estimated_input_tokens": 9049, + "estimated_eval_tokens": 18354 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated standalone bugs. No duplicate cluster is strong enough to canonicalize across the set. The closest pair is the two `_patch_mistral_regex` reports, but they describe different failure modes, so I would still keep them separate.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Different subsystems and failures: audio feature extraction vs tokenizer mapping/model registration." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal model issues, but one is a Qwen3OmniMoe video-processing ValueError and the other is a Gemma 3n forward variable collision." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP output field regression vs RTDetrV2 output mismatch; different model families and bug shapes." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression vs Kosmos2.5 OCR sequence-length indexing; not the same underlying bug." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different code paths: compile+SDPA versus DAC latent reconstruction mismatch." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken construction error vs tokenizer load failure for a specific model; too different to merge." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error-message bug vs a degenerate loss computation bug; distinct fixes." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Dtype mismatch in BLIP2 image preprocessing is unrelated to Gemma 3n attribute collision." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric gathering truncation bug vs Mamba2 cache correctness bug; different APIs and symptoms." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault and MPS histogram Int error are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer crash on NER/padding inputs versus Perceiver image-resolution failure; no shared root cause." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer drop are separate model-configuration issues." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to DAC forward/from_latents mismatch." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window issue and AutoConfig trust_remote_code regression are different bugs." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch `_patch_mistral_regex`, but one is an offline `model_info()` call regression and the other is a missing `backend_tokenizer` AttributeError; not the same concrete bug." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "from_pretrained buffer corruption is unrelated to StaticCache sequence-length return type." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map handling and CustomTrainer loss-signature compatibility are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError does not match Qwen2.5-VL vision position-id bug." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is not the same as strict config rejection for granite_speech." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processor update bug and Whisper batch_decode skip_special_tokens bug are different tokenizer behaviors." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different output regressions in Pegasus vs CamemBERT; no shared underlying change." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 A800 cudaErrorAssert is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 documentation errors are unrelated to Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only load error and Qwen3.5 flash-attention generation issue are distinct failures." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype propagation bug and Video-LLaVA missing temporal-attention issue are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 16, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43650", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44186", + "issue:44291", + "issue:44442", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44857", + "issue:44936", + "issue:45003", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45406", + "issue:45584", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46192", + "issue:46209", + "issue:46285" + ], + "soft_pairs": [ + "issue:45584|issue:45834", + "issue:44186|issue:44442", + "issue:43606|issue:45072", + "issue:43644|issue:43749", + "issue:44479|issue:45834", + "issue:43577|issue:43582", + "issue:34634|issue:36010", + "issue:43825|issue:43994", + "issue:44805|issue:44936", + "issue:44561|issue:45020", + "issue:44485|issue:44509", + "issue:45987|issue:46192", + "issue:28218|issue:29159", + "issue:44671|issue:45701", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:43782|issue:45325", + "issue:43906|issue:46209", + "issue:43825|issue:43827", + "issue:43749|issue:44291", + "issue:42175|issue:45081", + "issue:43582|issue:44857", + "issue:45081|issue:45406", + "issue:43262|issue:43819", + "issue:43650|issue:43906", + "issue:43526|issue:43697", + "issue:34634|issue:36331", + "issue:45003|issue:46285" + ], + "prepared_review_unit_hash": "7a8a85f5398629d0835a2e5b90ea62b686b096b9d8133bb3ec7a2cb6905c49f8", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35638, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft pair looks like a true duplicate; the rest are distinct regressions or too broad to safely merge. The strongest issue candidate is the concrete tokenizer spacing bug.", + "confidence": 0.84, + "canonical_issue_reason": "issue:28218 is the most concrete, actionable report: it describes a specific tokenizer regression (an extra space after an added token) that can anchor the duplicate set better than the broader follow-up report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:28218 is the best representative issue here because it states a precise, reproducible symptom rather than a generic inconsistency label.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Different models and failure modes: Whisper empty-transcription generation vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to AutoTokenizer failing to load a specific tokenizer class." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch and bfloat16 dtype mismatch are different code paths and bug types." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization junk is separate from FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are unrelated model-specific bugs." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype preservation and Apple Silicon allocator TypeError do not share the same underlying bug." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset failure is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "A misleading pipeline error message is not the same as a model producing nonsense outputs in pipeline." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape IndexError and trainer.evaluate() failing after train are different symptoms and code paths." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "The first is a specific v5 regression from removing is_torch_fx_available; the second is a broad remote_code breakage report that could cover multiple unrelated causes." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to docs still referencing removed pipeline tasks." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache sequence-length type mismatch and return_tensors being ignored are separate API bugs." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Both point to the same tokenizer behavior regression around added tokens / slow-vs-fast inconsistency, with 28218 giving the concrete symptom." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression is not the same as a broad 'tokenization changes across versions' report." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and dtype mismatch in inference are different model issues." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading failure is unrelated to dtype mismatch bugs." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL load error and Qwen2.5-VL RoPE scaling bug are different problems." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of one issue is unrelated to FP8 inference failing on B200." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "These are related to v5 pipeline removals, but one is an error-message bug and the other is a docs update; not the same concrete bug/change." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights receiving an unexpected argument are distinct loading bugs." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend installation for TensorFlow is unrelated to a Mistral regex patch crash." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError and CUDA AMP image loss crash are different hardware/runtime issues." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral tokenizer regex patch failure and Gemma4Processor missing _tokenizer in serve are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and DAC latent reconstruction mismatch are different bugs." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "The title 'ADD THE DATA' does not match the isolated reproduction issue; no shared bug is evident." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output drift are unrelated regressions." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset failure and CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access is not the same as the CLIP text-model structure inconsistency." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and the soft-edge calls are conservative. The one accepted pair, issue:28218 / issue:29159, is reasonably supported as a tokenizer regression family, and the rest are correctly treated as distinct or too broad to merge." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 17, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43653", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45084", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45803" + ], + "soft_pairs": [ + "issue:43653|issue:44912", + "issue:43742|issue:45020", + "issue:44060|issue:44368", + "issue:45084|issue:45538", + "issue:43526|issue:44554", + "issue:43329|issue:45600", + "issue:44589|issue:45042", + "issue:43452|issue:44991", + "issue:43746|issue:44811", + "issue:43638|issue:44936", + "issue:44387|issue:44617", + "issue:43550|issue:44912", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:39692|issue:44912", + "issue:43257|issue:43329", + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:43720|issue:44610", + "issue:45459|issue:45803", + "issue:36010|issue:36331", + "issue:43531|issue:45042", + "issue:43454|issue:43577", + "issue:43262|issue:44811", + "issue:43257|issue:43696", + "issue:42490|issue:43257", + "issue:43329|issue:44479", + "issue:43643|issue:45759", + "issue:43329|issue:43450" + ], + "prepared_review_unit_hash": "3a601712ff52765a5e717dd7e374935cb207e261c21e97088e7506442e06b8f0", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36168, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are distinct Transformers bugs spanning loading, multimodal processing, quantization, and model-specific regressions. I did not find any soft pair that clearly looks like the same concrete bug/change; at most a few are loosely related by subsystem.", + "confidence": 0.31, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report in the set (\u201cRecent transformers versions break models using `remote_code`\u201d) and best represents the loading/regression theme that overlaps with a few other issue titles, even though the cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best single issue to anchor this cluster because it is the most general and centrally phrased regression report among the loading-related items; the rest are mostly model-specific or unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Different code paths: tokenizer special-token decode failure vs MXFP4 quantization loading fallback." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Both involve model loading, but one is a specific MobileLLM key error while the other is a broad remote_code regression; not the same concrete bug." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weight warnings, but they concern different Qwen model families and different symptoms; too loose to merge as one bug." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated failures: template-node compilation error vs CLIP tokenizer model_max_length bug." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Completely different problems: BEiT label reduction bug vs MPS attention correctness issue." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Both touch multimodal/model config areas, but the reported failures are unrelated and not the same underlying change." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Type/serialization storage error vs image-processor dependency regression; different failure modes." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are from_pretrained loading issues, but they affect different APIs/models and do not share a concrete bug." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: ZeRO-3/non-pretrained Bert index error vs evaluate-after-train failure." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is a Transformers 5.x int4 memory regression and the other is a model-specific video OOM." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA bug vs quantization-loading fallback bug; not the same code path." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token-ID loss are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "ImportError for GenerationMixin vs notebook custom-model initialization regression; different issues." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 docs/example problems are unrelated to git-oss MXFP4 loading behavior." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to multimodal token counting/video helper undefined-symbol bugs." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and different loading/runtime failures." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Zero-probabilities output bug vs OmDet-Turbo processor/model input-size mismatch; not the same underlying defect." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to processor output-shape mismatch." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they are separate code paths with different bugs and fixes." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing GenerationMixin and CustomTrainer.compute_loss kwarg incompatibility are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs PIL/torchvision dependency regression are distinct." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "lm_head weight tying bug vs Blip2 dtype propagation bug; unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat_template sampling-rate default vs Whisper batch_decode special-token handling are different bugs." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion is unrelated to GPT-oss OOM." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path trailing-slash import warning vs Qwen3 MoE weight conversion are different loading issues." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video/VLMs, but one is an undefined-helper bug in multimodal token counting and the other is a Qwen video-input regression." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Remote_code config field loss and text_config unwrapping are related to config loading, but they are not the same concrete bug." + }, + { + "left": "issue:43450", + "right": "issue:43329", + "accept": false, + "reason": "Batched video processor shape bug vs undefined video-token helper bug; related domain, different defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 18, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43927", + "issue:43931", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44756", + "issue:44821", + "issue:44849", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:43606|issue:45859", + "issue:34567|issue:40990", + "issue:43749|issue:44756", + "issue:44568|issue:45356", + "issue:43257|issue:43931", + "issue:29159|issue:34567", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:44849|issue:45701", + "issue:44987|issue:45538", + "issue:43927|issue:44912", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:42915|issue:45538", + "issue:43697|issue:45357", + "issue:44568|issue:45488", + "issue:44479|issue:45381", + "issue:33357|issue:34567", + "issue:43540|issue:44479", + "issue:42175|issue:43824", + "issue:43540|issue:44560", + "issue:43317|issue:45538", + "issue:44062|issue:44991", + "issue:45137|issue:45405", + "issue:24643|issue:29159", + "issue:44987|issue:45907", + "issue:28282|issue:34689", + "issue:43577|issue:45072", + "issue:43742|issue:44291", + "issue:28282|issue:29127", + "issue:43257|issue:43756" + ], + "prepared_review_unit_hash": "21b646af5aabd14d5d597f5e6830eab6619e6134dce663b4ab1ff17a2896601e", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37284, + "estimated_input_tokens": 9321, + "estimated_eval_tokens": 18898 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the soft pairs look like lexical similarities rather than the same underlying bug. I did not find any pair that is safe to merge as duplicates, so all soft edges are rejected. The broad tokenizer-regression issue is the best representative issue in this set.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45701 is the broadest, most central user-facing issue here: it captures a generic tokenizer-version regression and has the strongest downstream signal among the issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best umbrella issue because it is generic enough to represent the recurring tokenization complaints in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Device-mismatch CPU-offload CI failure vs a Qwen3_5MoE rotary-embedding/offload compatibility bug; different code paths." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting bug vs perplexity quality issue; unrelated symptoms and subsystems." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading regression vs mmap/OOM on Strix Halo; different mechanisms." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Special-token insertion bug in a tokenizer vs Kimi-K2.5 codec handling regression; not the same defect." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE conversion with accelerate+deepspeed vs Qwen3-VL weight shape mismatch; different model-loading failures." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency vs token-count tracking not updating; different features." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure vs MobileLLM key error; different models and failure modes." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument regression vs PIL backend requiring torchvision; unrelated loader vs backend dependency issues." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 failure vs AutoImageProcessor URL loading; no shared bug path." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states output bug vs generic tokenization-version regression; distinct behavior." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading a specific model on >=5.1.0 vs CLIPTokenizer max-length constant bug; unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Custom token IDs lost on save/load vs MXFP4 quantization fallback; different areas." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file tokenizer/model loading failure vs Apple Silicon caching allocator TypeError; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert vs video-input ValueError in Qwen3OmniMoe; different paths." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "MoE FP8 config failure vs CLIPTokenizer model_max_length bug; unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output regression vs Qwen3.5 save_pretrained visual-key regression; different code paths." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Special-tokens behavior bug vs LlamaTokenizer pre-tokenizer override bug; both tokenizer-related but not the same issue." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "General video-input regression across several models vs qwen2.5-vl vision_position_ids bug; too broad to merge." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP community model vs TrainerState token counting; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError vs multi-model v5.3.0 video regression; same broad area but not the same concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Missing TensorFlow backend in extras install vs missing Qwen2_5_VL symbol import; different packaging/import issues." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Video-input ValueError vs StopIteration in Qwen3-vl-embedding; distinct failures." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "CPU+GPU offload dequantized-model load failure vs tokenizer max-length constant bug; unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken keyword duplication vs tokenizer loading failure for EMBEDDIA/est-roberta; different tokenizer bugs." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque IndexError vs PEFT minimum-version bump; not the same problem." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-dimension error vs slow/fast tokenizer inconsistency; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression vs list_repo_files not forwarding revision in CI; no shared bug." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch import error vs model-loading regression for Llama 3.2 Vision; different root causes." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Blip2 dtype persistence bug vs SwitchTransformers/TimmWrapperModel bfloat16 mismatch; related to dtype, but not the same code-path." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error vs init_empty_weights unexpected argument; different model-loading failures." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import error vs LayoutLMv3 box-validation message clarity; unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weights conversion issue vs Smollm3 RoPE-layer count bug; different model architecture problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 19, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43643", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:45987", + "issue:46121" + ], + "soft_pairs": [ + "issue:42175|issue:44488", + "issue:42915|issue:43749", + "issue:38175|issue:44898", + "issue:43582|issue:43782", + "issue:44737|issue:45588", + "issue:43540|issue:45823", + "issue:43906|issue:45381", + "issue:43526|issue:45479", + "issue:43493|issue:43994", + "issue:43404|issue:45987", + "issue:44291|issue:44821", + "issue:34567|issue:36331", + "issue:43756|issue:45325", + "issue:44062|issue:45081", + "issue:44913|issue:46121", + "issue:44792|issue:44964", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43452|issue:44488", + "issue:45357|issue:45920", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:43643|issue:45375", + "issue:24643|issue:29127", + "issue:44625|issue:44877", + "issue:43720|issue:44898" + ], + "prepared_review_unit_hash": "a143ef663b740bad559413586a39faa7123e6cc4b6979a10b04bc071927ed084", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35790, + "estimated_input_tokens": 8948, + "estimated_eval_tokens": 18152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated transformer bugs; one clear duplicate pair stands out for SigLIP2 implementation/output issues, plus one additional config-loading similarity that is not strong enough to call a duplicate.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43493 is the clearest root-cause report in the cluster: it directly describes the SigLIP2 implementation mismatch, and the paired report is a downstream symptom of the same defect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the strongest overall issue candidate because it most directly states the underlying bug and can serve as the canonical SigLIP2 report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Different problems: backend/package dependency setup vs a specific checkpoint loading failure." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Both are training/loading regressions, but they affect different code paths and features; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Same broad vision area, but different models and failure modes." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Unrelated errors: Apple Silicon allocator warmup vs Qwen3VL weight-only loading." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Different subsystems and failure modes; CPU arange bug vs flash-attention auxiliary-state crash." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and symptoms; video-input validation vs device-map forward mismatch." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Related Qwen video/position-id themes, but not enough evidence for the same concrete bug." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Different bug classes: image-processor label reduction vs sequence-classification loss behavior." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 underlying implementation/output bug; the second report is a downstream symptom of the first." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Different issues: tied weights in Mistral3 multimodal head vs `StaticCache.get_seq_length()` return type." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different loaders and error causes; `init_empty_weights` handling is unrelated to loading an image processor from URL." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Both involve trainer behavior, but one is token accounting and the other is a custom-loss API break." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both are RoPE-related, but they affect different models and code paths." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Distinct tokenizer bugs; one is AddedToken argument duplication, the other is a Mistral regex/backend_tokenizer crash." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Related to RoPE config handling, but one is persistence/reload behavior and the other is a validation utility type error." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal models and failures; no shared concrete code path." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated subsystems: image processor backend dependency vs tokenizer regex patching." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Both are model-loading failures, but the underlying causes differ and would not be merged as one fix." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both concern loading/tokenizer behavior, but they are different models and different failure mechanisms." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Different regressions: saved visual encoder keys vs wrong token IDs from AutoTokenizer." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Different domains: Qwen3-MoE sliding-window logic vs image processor URL loading." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Package versioning issue vs CI break from removed auto-mapping references; not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Similar config-field loss symptoms, but insufficient evidence to conclude the same preservation/deserialization bug." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Different error surfaces and root causes: DeepSpeed weight shape vs LayoutLMv3 box-content validation." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Different config-loading issues affecting different models and code paths." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated bugs: BitNet packed-weight loading vs Perceiver image classification resolution handling." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, and the SigLIP2 pair (issue:43493 / issue:43994) looks like a reasonable same-root-cause match. However, the acceptance of issue:43643 / issue:45375 is too strong for the evidence in the packet: the titles show similar config-field loss symptoms, but not enough to conclude the same preservation/deserialization bug. Please downgrade that pair to a conservative false/uncertain verdict, and soften the summary from \u201ctwo true duplicate/same-root-cause reports\u201d to something like \u201cone clear duplicate pair plus one additional config-loading similarity.\u201d" + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 20, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44991", + "issue:45005", + "issue:45216", + "issue:45290", + "issue:45356", + "issue:45372", + "issue:45381", + "issue:45542", + "issue:45704", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202" + ], + "soft_pairs": [ + "issue:43697|issue:45216", + "issue:43906|issue:46202", + "issue:41762|issue:44936", + "issue:44514|issue:45381", + "issue:43688|issue:43749", + "issue:44493|issue:46050", + "issue:43452|issue:43577", + "issue:44466|issue:45005", + "issue:43452|issue:44843", + "issue:30064|issue:33666", + "issue:45372|issue:46170", + "issue:44936|issue:45823", + "issue:43819|issue:44811", + "issue:28282|issue:32090", + "issue:43653|issue:44361", + "issue:43295|issue:45356", + "issue:44361|issue:44442", + "issue:44514|issue:45290", + "issue:44484|issue:44704", + "issue:28282|issue:33357", + "issue:45542|issue:46178", + "issue:44464|issue:44743", + "issue:28282|issue:35141", + "issue:38175|issue:43295", + "issue:41720|issue:43906", + "issue:43653|issue:44568", + "issue:43577|issue:43697", + "issue:44843|issue:44991", + "issue:29159|issue:33357", + "issue:43688|issue:45704", + "issue:43531|issue:43742" + ], + "prepared_review_unit_hash": "1c2ccbec3ce3580004a092d73a2df25ee91d977f684d89a3eb9294b4b8e8f0ce", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37242, + "estimated_input_tokens": 9311, + "estimated_eval_tokens": 18878 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "One clear duplicate cluster emerges around tied-weights serialization in v5: issue 44466 is a narrower symptom of the broader regression in 45005. The rest of the pairs are related only by subsystem or general theme, not the same underlying bug.", + "confidence": 0.86, + "canonical_issue_reason": "45005 is the best canonical issue: it describes the broader tied-weights regression in v5, and subsumes the narrower lm_head serialization symptom reported in 44466.", + "canonical_pr_reason": null, + "best_issue_reason": "45005 is the most representative issue in this set because it captures the underlying regression rather than one specific manifestation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: RTDetrV2 output mismatch vs Qwen3.5 checkpoint serialization." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Both touch Gemma-related behavior, but the titles do not show the same concrete bug." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 load failure and trainer lifecycle failure are unrelated code paths." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but one is chat template batching and the other is video position ids." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization is unrelated to broken FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and sinq save/load corruption are different failures." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage is unrelated to Blip2 dtype initialization." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Same tied-weights regression in v5; 44466 is a specific lm_head serialization symptom of 45005." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "AutoTokenizer gguf_file handling and offline model_info behavior are separate tokenizer-loading bugs." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Image processor segmentation-map handling is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import failure is unrelated to Windows ROCm torch.distributed dependency issues." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer evaluate-after-train state bug and Gemma4 device mismatch are different problems." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent decoding mismatch is unrelated to Whisper batch_decode skip_special_tokens." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import error and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration and MLukeTokenizer task errors are different tokenizer bugs." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer regression and Kimi-K2.5 codec regression are not the same issue." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer AttributeError and FastSpeech2ConformerTokenizer loading failure are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both crash in apply_chat_template, but the triggering conditions and failures differ." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "max_shard_size question and cached_file kwargs forwarding are unrelated save/load concerns." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "AutoModel missing PyTorch and MacOS CLIP bus error are not the same bug." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "TensorBoard-without-TF backend error and tensorflow_text backend mapping error are distinct." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Compiled-forward generation inconsistency and Qwen3 recurrent-state reset are different generation bugs." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "ImportError for PyTorch and output embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and processor.tokenizer regression are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Qwen3 auto device mapping crash and Gemma roundtrip reproduction are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBird special-token registration and mdeberta BOS/EOS behavior are different tokenizer issues." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype loading and RTDetrV2 output divergence are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info call and tokenizer loading failure for est-roberta are not clearly the same bug." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency and MacOS CLIP bus error are different problems." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are different model-loading/runtime bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The 44466/45005 link is well supported by both titles, while the remaining pairs are rejected for reasonable subsystem-level similarity rather than clear bug identity. No overstatement beyond the evidence shown." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 21, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44977", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45701", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:43646|issue:43749", + "issue:43653|issue:43927", + "issue:43688|issue:45440", + "issue:43688|issue:45701", + "issue:43550|issue:43927", + "issue:45491|issue:46002", + "issue:44464|issue:44977", + "issue:43550|issue:44361", + "issue:44479|issue:44625", + "issue:41720|issue:44464", + "issue:43643|issue:44561", + "issue:44977|issue:46209", + "issue:43577|issue:45588", + "issue:32090|issue:34567", + "issue:43577|issue:44554", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:43504|issue:44610", + "issue:32090|issue:33666", + "issue:43742|issue:44821", + "issue:33666|issue:36010", + "issue:44466|issue:46050", + "issue:45823|issue:46050", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43262|issue:43295", + "issue:43452|issue:44451", + "issue:44849|issue:46209", + "issue:43994|issue:46192", + "issue:43278|issue:43688", + "issue:43525|issue:43572", + "issue:33666|issue:36331", + "issue:43720|issue:44361", + "issue:43756|issue:44913", + "issue:44625|issue:46002" + ], + "prepared_review_unit_hash": "3a2b826cf9a0852fc21ff0370aae51117673ac193b98f5a46b767bf197513e11", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38160, + "estimated_input_tokens": 9540, + "estimated_eval_tokens": 19336 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are distinct model-, tokenizer-, loading-, or training-path regressions rather than duplicates. No soft pair looks like the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.37, + "canonical_issue_reason": "issue:43646 is the broadest, most umbrella-like problem statement in the set ('Transformers 5.0.0 breaks custom model initialization') and best represents the cluster\u2019s general compatibility-regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Same as canonical: 43646 is the most general issue and could plausibly subsume nearby 5.0 / custom-model breakages, whereas the others are narrower, model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Different failures: custom model initialization regression vs FSDP CPU RAM efficient loading breakage; separate code paths and symptoms." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Both involve tokens/config, but one is BigBird special-token registration and the other is DiaConfig save/load losing custom token IDs; not the same bug." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models is unrelated to DeepSeekV3 native-vs-remote implementation divergence." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization is not a tokenization/version-change issue; these describe different problems." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is Gemma3 sliding-window attention/all-padding windows and the other is classification-head init/checkout; different root causes." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward and Qwen3.5 flash-attention generation issues affect different generation paths and model families." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile/SDPA bug is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression for Qwen VL models is unrelated to num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device-mapping cuda assert and chunked generation inconsistency are different runtime failures." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Missing fields in AutoConfig with trust_remote_code and removal of is_torch_fx_available are both compatibility-related but distinct breaks." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation bug in Qwen3.5 is unrelated to FP8 inference failure on B200/SM100." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype handling and flash_attention.py crashing on s_aux=None are separate issues in different subsystems." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype mismatch is unrelated to the MPS attention correctness issue when value head dim differs from query." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit legacy-field loading failure and BitNet packed-weight unpacking failure are different model-loading bugs." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different models and mechanisms: Beit preset loading vs Bamba torch.compile with SDPA." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit legacy-field preload issue is unrelated to OmDet-Turbo processor producing the wrong image size." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer `_gpu_broadcast_one` NoneType error is not the same as Qwen2-VL multi-GPU training support/regression." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error while loading a model is unrelated to AutoImageProcessor loading from URL." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import error are unrelated problems." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "lm_head serialization varying by device and sinq quantized save/load breakage are different persistence bugs." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 PLE device mismatch during forward is unrelated to quantized model save/load corruption." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed weights not unpacked on accelerate loading is unrelated to DiaConfig token-ID loss." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to DiaConfig save/load token fields." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default and processor.tokenizer/image-passing regression are different processor API bugs." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loading failures for tokenizer/model are not the same as being unable to load a specific model (ScandiBERT)." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug is unrelated to FP8 inference on B200." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Siglip2 nonsensical outputs with AutoModel/pipeline are unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype staying FP32 in eval and MoE auxiliary-loss normalization are different issues." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config token-id fields, but they affect different model configs and likely different code paths; not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer dropout and GPTNeoX rotary_pct reload behavior are distinct config/model issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 22, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46285" + ], + "soft_pairs": [ + "issue:28218|issue:33357", + "issue:43493|issue:43825", + "issue:44849|issue:45357", + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:44568|issue:45812", + "issue:43540|issue:44977", + "issue:45200|issue:45229", + "issue:43493|issue:43844", + "issue:44488|issue:44843", + "issue:43278|issue:43844", + "issue:39692|issue:43295", + "issue:44493|issue:46285", + "issue:43334|issue:43572", + "issue:43756|issue:45083", + "issue:43646|issue:44466", + "issue:43334|issue:45759", + "issue:43824|issue:44589", + "issue:43257|issue:43299", + "issue:45229|issue:45823", + "issue:43927|issue:44361", + "issue:33357|issue:33666", + "issue:43504|issue:43606", + "issue:44589|issue:45520", + "issue:43572|issue:44291", + "issue:44464|issue:45584", + "issue:43278|issue:43701", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:43575|issue:45405", + "issue:44792|issue:45405" + ], + "prepared_review_unit_hash": "ca3320ab576edda583595d1011333c8e60acd90c3d0fc92d78c7935594678485", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37148, + "estimated_input_tokens": 9287, + "estimated_eval_tokens": 18830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the soft edges mostly connect unrelated tokenizer, multimodal, config, generation, and CI issues. None of the candidate pairs appears to be the same concrete bug or change.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-space behavior and a macOS bus error in CLIP are unrelated failures." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation parity and a pipeline translation error message regression are different issues." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states output bug and incorrect save_pretrained visual-encoder keys affect different code paths." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "A Phi-4 multimodal load failure and a PEFT version bump are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "One is a broken SigLIP2 docs example; the other is a model-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Wrong BOS/EOS token addition and float8 storage import failure are unrelated tokenizer/runtime problems." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing and Qwen3.5 flash-attention generation are distinct bugs." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting mm_token_type_ids to zeros and Gemma4 multi-GPU OOM are not the same failure." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 parity mismatch and DeepSpeed gradient growth are different problems." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading sleng-bert and offline model_info behavior in AutoTokenizer are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift between train/eval and gradient explosion under ZeRO-3 are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "A SigLIP2 example issue and a processor.tokenizer regression are separate multimodal breakages." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys and CLIP text-model structure changes are not the same underlying issue." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL and missing pad_token_idx in StableLmConfig are different config bugs." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "RoPE-layer dropping in Smollm3 and a qwen3_omni_moe helper length bug are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization regression and lm_head serialization inconsistency are different changes." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id and unwrapping text_config for composite configs are different multimodal loading issues." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Qwen2.5-VL import failure and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MOE conversion under accelerate/deepspeed and generic Qwen3VL loading failure are distinct bugs." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "CUDA OOM and device mismatch with device_map=\"auto\" are not the same issue." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Custom token-ID loss in DiaConfig and MLukeTokenizer AttributeError are unrelated model/tokenizer bugs." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A CLIP bus error on MacOS and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field load failure in BEiT and CPU-offload device mismatch in bark-small are different code paths." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage resolution and flash_attn import_utils KeyError on Python 3.13 are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLmConfig pad-token field and init_empty_weights unexpected argument are separate config/init regressions." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and empty-transcription failure after align_special_tokens are different generation bugs." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field loading and BigBirdTokenizer mask special-token registration are separate issues." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload device mismatch in bark-small and a stale GraniteSpeech device-override test are not the same bug." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2-57B-A14B-Instruct TP OOM and an unreleased PEFT minimum-version bump are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A janus model test failure and the PEFT version bump do not describe the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 23, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43582", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44186", + "issue:44423", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45381", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:43994|issue:44493", + "issue:44423|issue:44734", + "issue:43873|issue:46050", + "issue:29942|issue:30333", + "issue:45588|issue:46050", + "issue:42490|issue:43696", + "issue:45406|issue:46121", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:29159|issue:32090", + "issue:44521|issue:45290", + "issue:43582|issue:44977", + "issue:44554|issue:45446", + "issue:45084|issue:45520", + "issue:43540|issue:45200", + "issue:15354|issue:38175", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:37428|issue:43957", + "issue:43232|issue:44849", + "issue:44186|issue:46192", + "issue:43493|issue:43701", + "issue:45381|issue:46209", + "issue:45823|issue:46192", + "issue:43295|issue:43450", + "issue:43295|issue:44610" + ], + "prepared_review_unit_hash": "fb44162f10c0a6a9c201a9a33c79aa6cfa69fcb901000335ae2a550377691899", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34993, + "estimated_input_tokens": 8749, + "estimated_eval_tokens": 17754 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug/change closely enough to merge. Most pairs share a subsystem or model family, but the reported failures and likely fixes differ.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44521 is a clear, active, and narrowly-scoped bug report with reproducible impact and inbound references, making it the best representative issue in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest canonical candidate: specific failure mode, multimodal scope, open status, and enough discussion/references to anchor triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Both mention SigLIP2/position-id style symptoms, but one reports nonsensical outputs in AutoModel/pipeline and the other reports unexpected key warnings. Different failure modes." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve/runtime crashes, but one is a multimodal continuous-batching AttributeError and the other is a KV-cache continuation indexing bug. Not the same code-path." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "One is about offloading not working with quantization generally; the other is a save/load breakage for sinq-quantized models. Related area, different bug." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention test failures and MLFlow job-status reporting are unrelated; only broad training/CI context overlaps." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sink-less-model AttributeError and sinq quantization persistence are distinct issues with different triggers and fixes." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A path-with-slash import warning is unrelated to a GPT-oss CUDA OOM error." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to rope-validation list handling." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth during training and Phi-4 multimodal model loading failure are different problems." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing behavior and TrainerState token-count tracking are separate features/bugs." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is unrelated to _gpu_broadcast_one rejecting NoneType in Trainer." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs while the other crashes on tool-call messages without content. Different defects." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon warmup TypeError and Qwen3.5 flash-attention generation failure are separate runtime issues." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness with mismatched value/query heads is unrelated to an AuxRequest import version-check bug." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation and flash_attn import-key errors are not the same issue." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and Gemma4 mm_token_type_ids defaulting are different multimodal bugs." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is about missing mm_token_type_ids defaults and the other is a device_map forward mismatch. Different root causes." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Both concern model-loading/import behavior, but one is a missing flash_attention symbol and the other is meta-device loading breakage across some models. Not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation-state update after sync_gpus and Qwen3.5 hidden-state output issues are different generation bugs." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/batching and return_tensors being ignored with text_kwargs are separate tokenizer behaviors." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch do not describe the same problem." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids bug and FP8 inference failure on B200 are different model/hardware issues." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device-mapping mismatch and return_tensors precedence/ignoring are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video processor shape bug affect different code paths." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Custom processor/tokenizer regression and OmDet-Turbo input-size mismatch are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 24, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44554", + "issue:44561", + "issue:44792", + "issue:44898", + "issue:44987", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285" + ], + "soft_pairs": [ + "issue:43572|issue:44987", + "issue:43572|issue:43957", + "issue:39692|issue:46192", + "issue:44554|issue:45356", + "issue:43950|issue:46285", + "issue:45200|issue:45325", + "issue:43295|issue:43873", + "issue:37428|issue:43824", + "issue:45520|issue:46178", + "issue:43550|issue:43844", + "issue:44898|issue:45412", + "issue:44466|issue:45127", + "issue:43450|issue:43575", + "issue:43334|issue:43525", + "issue:44792|issue:45563", + "issue:41720|issue:46209", + "issue:43824|issue:43975", + "issue:42915|issue:43824", + "issue:43388|issue:43526", + "issue:42490|issue:43493", + "issue:28218|issue:35141", + "issue:43278|issue:43856", + "issue:43653|issue:44112", + "issue:43526|issue:46192", + "issue:38175|issue:43493", + "issue:44442|issue:45198", + "issue:43975|issue:45520", + "issue:44561|issue:46234" + ], + "prepared_review_unit_hash": "b2f8efe99feb1876c356ddf44ee9487593584662746ed57ebea7feb0691a8d76", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36471, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a noisy mix of unrelated Transformers regressions, but there is one plausible duplicate pair around missing `pad_token_id` on new config classes.", + "confidence": 0.43, + "canonical_issue_reason": "issue:43950 is the strongest cluster anchor: it describes a broad, concrete v5 loading regression in `from_pretrained`/buffer handling that is central and reusable across models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best single issue to represent this cluster because it is a core framework regression with clear impact, not a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Both mention loading regressions, but the model/config symptoms are too different and there is no concrete same code path." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "One is a missing `pad_token_idx` config attribute; the other is a meta-device loading failure. Different bugs and fixes." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "A SigLIP2 documentation/example bug and a `return_tensors` handling bug are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression are separate subsystems with different failure modes." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in loading is not the same issue as CLIP text model structural inconsistency." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 multimodal token type defaults and Qwen2.5-VL RoPE temporal scaling are unrelated model-specific bugs." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer API regression and quantization offloading behavior do not share the same code path." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "These are different ImportErrors for different symbols and modules." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "A Python 3.13 flash-attn import issue and a missing backend mapping for tensorflow_text are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile/SDPA instability and ZeRO-3 gradient growth are different training failures." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release are unrelated bugs." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied weights depends on device; LoRA merge collapse with extended vocab is a different failure mode." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape handling and tensor-parallel OOM are not the same underlying bug." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Both report the same regression: new config objects lack `pad_token_id`, causing `AttributeError` during model loading; one fix could plausibly cover both." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A Janus image-generation test failure and a paged-generate warning bug are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "CUDA assert on A800 with auto device mapping and FP8 inference failure on B200 are different hardware/path issues." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Importing Qwen2.5-VL classes and DeepSeek tokenizer detokenization are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3 MoE FP8 loading and Qwen2.5-VL import failure are different issues." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "A trainer metric-gathering bug and a Beit image processor label reduction bug are separate paths." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash local path warnings and SigLIP2 implementation discrepancies are not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are different tokenizer/model-state bugs." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in evaluate and Qwen3 MoE memory usage are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech CI test issue are different." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Image label reduction and `return_tensors` handling are unrelated processor bugs." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is zero probabilities and the other is a broader HF-vs-JAX discrepancy; not enough to treat as the same concrete bug." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer load failure and Wav2Vec2 save/tokenization failure are distinct tokenizer issues." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Removing `is_torch_fx_available` and missing `is_falcon_mamba_ssm_available` are unrelated import-utils regressions." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression and flash-attn import key error are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "These are different missing utility symbols with different affected code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft-edge pair, issue:43334 vs issue:43525, is well-supported by both titles explicitly describing missing `pad_token_id` on new config classes. The other pairs are mostly different subsystems or symptoms, and the rejections do not overstate equivalence. The choice of issue:43950 as the anchor is also defensible from its broad v5 loading-regression title." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 25, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43504", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43901", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44610", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46170", + "issue:46285" + ], + "soft_pairs": [ + "issue:44514|issue:44521", + "issue:38175|issue:45412", + "issue:45759|issue:46285", + "issue:43262|issue:43450", + "issue:45520|issue:46170", + "issue:44206|issue:45584", + "issue:43819|issue:44112", + "issue:44610|issue:44857", + "issue:43827|issue:43901", + "issue:43819|issue:45083", + "issue:43335|issue:43550", + "issue:44857|issue:45593", + "issue:37428|issue:43425", + "issue:43606|issue:45083", + "issue:29942|issue:32090", + "issue:44448|issue:44743", + "issue:45290|issue:45381", + "issue:45127|issue:45245", + "issue:45200|issue:45588", + "issue:43335|issue:43653", + "issue:43611|issue:43931", + "issue:43550|issue:44112", + "issue:44206|issue:45823", + "issue:37428|issue:44351", + "issue:44855|issue:45083", + "issue:43819|issue:44493", + "issue:43335|issue:43504", + "issue:45588|issue:45859", + "issue:29127|issue:32090", + "issue:43278|issue:43825" + ], + "prepared_review_unit_hash": "df6f6d5b0269611612c62be2bd9f803bbba177338c03d84fb14a5dc1d1a5bf78", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36378, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous and the soft edges are largely false positives. The only likely duplicate family is the `apply_chat_template` multimodal handling pair; the rest look like separate bugs, regressions, or docs/import issues.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 44521 is the broader, more general report of the same `apply_chat_template` multimodal assistant-mask problem; 44514 is a narrower Qwen2.5-VL batched-input crash repro.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the strongest representative of the only plausible duplicate family here: it is broader in scope, has more discussion/inbound activity, and describes the underlying multimodal `apply_chat_template` failure more generally.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44521", + "accept": true, + "reason": "Same code path (`apply_chat_template`) and same multimodal/batched-input handling area; the crash and all-zero assistant masks plausibly stem from one bug in template/mask construction." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different models, different subsystems, and different failure modes (`siglip2` zero probabilities vs RT-DETR memory release)." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both touch multimodal/model structure, but they are different concrete issues: `text_config` unwrapping vs `.text_model` structure inconsistency." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and batched video shape handling are unrelated bugs." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/dependency problems, but they are distinct platform-specific failures with different missing dependencies and error paths." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different audio bugs: an unsupported `center` argument in a feature extractor versus Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent reconstruction mismatch and a GraniteSpeech CI device-override test failure are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different vision-model problems: incorrect processor output size versus AMP/CUDA loss crash." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they reference different pipeline/text-classification behaviors and are not the same bug." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated audio latent/forward mismatch versus helper output-length behavior in qwen3_omni_moe." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers config construction and Bamba torch.compile/SDPA failure are different code paths." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different D-FINE/LwDetr training-time loss issues; one is AMP crash, the other is missing auxiliary losses." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "A missing internal flash-attention helper import is not the same as broad Torch 2.10 incompatibility." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a Trainer `_gpu_broadcast_one` NoneType error are separate bugs." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different model regressions: Pegasus output differences versus Qwen3 recurrent-state reset behavior." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Tool-call assistant-message crashes and qwen2.5-vl vision position-id issues are different `apply_chat_template`/multimodal failures." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA vocabulary merge collapse and a category-count runtime limit are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "A sparse-layer config bug and a tokenizer special-token registration bug are not the same issue." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Base-model-prefix loading breakage and Qwen3-VL weight-shape mismatch are distinct model-loading failures." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and a GraniteSpeech CI stale test are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Both involve model/audio workflows, but the concrete failures differ: unsupported feature-extractor arg versus Gemma4 PLE device mismatch." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols (`_flash_supports_window_size` vs `HybridCache`)." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 JIT parsing/indentation error is unrelated to qwen3_omni_moe output-length behavior." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent mismatch and unexpected position-id keys are different symptoms in different code paths." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Beit legacy-field loading are separate model config/loading bugs." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both touch attention/offload code, but one crashes on `s_aux=None` in flash attention integration while the other is a rotary-embedding CPU-offload incompatibility." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMV3 error messaging and Trainer `_gpu_broadcast_one` NoneType errors are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during eval and a pipeline v5 error-message regression are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet metadata and stays conservative on the soft edges. The one accepted pair (44514/44521) is a plausible duplicate family based on the shared `apply_chat_template` multimodal area, while the rest of the non-edges are reasonably rejected as distinct issues." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 26, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:28218", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42490", + "issue:43335", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43723", + "issue:43746", + "issue:43854", + "issue:43873", + "issue:43927", + "issue:44112", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44554", + "issue:44561", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45593", + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:45459|issue:46234", + "issue:39692|issue:43526", + "issue:43335|issue:45083", + "issue:39692|issue:44493", + "issue:45310|issue:45478", + "issue:43720|issue:44112", + "issue:43335|issue:44112", + "issue:44448|issue:44779", + "issue:43335|issue:45593", + "issue:42490|issue:43854", + "issue:43606|issue:44857", + "issue:34689|issue:35141", + "issue:38175|issue:44493", + "issue:45920|issue:46192", + "issue:44360|issue:44561", + "issue:44977|issue:45229", + "issue:44857|issue:45072", + "issue:43746|issue:46209", + "issue:40444|issue:43526", + "issue:44448|issue:44977", + "issue:28218|issue:32090", + "issue:43701|issue:45083", + "issue:32090|issue:33357", + "issue:29942|issue:35141", + "issue:43550|issue:45083", + "issue:43723|issue:44554", + "issue:43873|issue:45229", + "issue:43927|issue:45698", + "issue:42490|issue:43575", + "issue:10000|issue:15354", + "issue:37428|issue:44987", + "issue:41720|issue:45229" + ], + "prepared_review_unit_hash": "27350bea6e04f589b7e1defb0b7eff41bba1648b8e2fd1d210b7eddf46301f56", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37250, + "estimated_input_tokens": 9313, + "estimated_eval_tokens": 18882 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous tokenizer/model/loading bugs plus a few CI/runtime issues. Only one soft edge looks like a true duplicate: the two Qwen3.5 MoE from_pretrained regressions. No PRs are present.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45310 is the best canonical for the only confirmed duplicate pair: it is earlier and more descriptive, while issue:45478 is a later, shorter report of the same transformers>=5.4.0 Qwen3.5 MoE from_pretrained failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest anchor for deduping here because it cleanly represents the shared Qwen3.5 MoE loading regression; the remaining issues are unrelated and should not be grouped under it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Different failures: tokenizer protobuf error handling vs a missing import_utils symbol." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Unrelated model/doc example bug vs BEiT fast processor label reduction bug." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different model/config path and different helper-function behavior; no shared underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc/example issue is unrelated to position-id key warnings across models." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same concrete bug: transformers>=5.4.0 breaks loading Qwen3.5 MoE from_pretrained; 45478 is a duplicate report of the same regression." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI-related but they fail for different reasons and in different code paths." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Sparse-layer config bug and GraniteSpeech CI device-override failure are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v4/v5 regressions, but they affect different models/tokenizers and likely different code paths." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local path trailing-slash warning and GLM-4.7-Flash loading failure are not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and AMP/CUDA loss crash are distinct runtime issues." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model-loading breakage for Llama 3.2 Vision is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero probabilities are not the same as unexpected position-id keys during loading." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer ID regression and return_tensors being ignored are different API bugs." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer architecture discussion is unrelated to trust_remote_code breakage from removed torch-fx helper." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug and multi-GPU CUDA OOM are different symptoms and code paths." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "float16 AMP loss crash is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT local checkpoint loading and FP8 inference on B200 are unrelated issues." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multimodal IterableDataset finetuning failure does not match BEiT label reduction." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Both involve model behavior regressions, but they are separate models and failures." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug and Trainer GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast TypeError and MacOS CLIP bus error are different runtime failures." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention test failures are unrelated to embedding reinitialization after resizing." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to qwen3_omni_moe helper behavior." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading failure and MPS attention correctness issue are not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading issue and Gemma4 multi-GPU OOM are different problems." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both concern save/load behavior, but one is custom token IDs in config and the other is wrong custom module loading." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash path warning and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBert and TorchScript GeneratorExp export errors are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Missing flash_attention_utils import and a model-loading regression for physical-intelligence/fast are not clearly the same code-path bug." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device-mapping assert and Gemma4 multi-GPU OOM are different hardware/runtime failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative overall. The only accepted soft edge, issue:45310 vs issue:45478, is well supported by the identical title and close timing. The other soft edges are plausibly distinct bugs and are rejected cautiously. No PR pairs are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 27, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43611", + "issue:43653", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46285" + ], + "soft_pairs": [ + "issue:43278|issue:43329", + "issue:44561|issue:44779", + "issue:44977|issue:45563", + "issue:44857|issue:45588", + "issue:44568|issue:45491", + "issue:45372|issue:45588", + "issue:43412|issue:45588", + "issue:45198|issue:45803", + "issue:43611|issue:46285", + "issue:43278|issue:43381", + "issue:45588|issue:45823", + "issue:45372|issue:45406", + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:25251|issue:32090", + "issue:43653|issue:44743", + "issue:45245|issue:45563", + "issue:44206|issue:44479", + "issue:43065|issue:43994", + "issue:45459|issue:45712", + "issue:44186|issue:45198", + "issue:43065|issue:45412", + "issue:44871|issue:44977", + "issue:32090|issue:33290", + "issue:44361|issue:45198", + "issue:43611|issue:46121", + "issue:33357|issue:39692", + "issue:42490|issue:43873", + "issue:29127|issue:34567", + "issue:45372|issue:45459", + "issue:42915|issue:42994" + ], + "prepared_review_unit_hash": "c0e1a82a0fee1d559bbd43b7537b6f804c788872bf3c62b9e47afdc1f44d9e14", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37341, + "estimated_input_tokens": 9336, + "estimated_eval_tokens": 18928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the soft-similarity pairs mostly connect unrelated regressions across tokenizers, quantization, loading, export, and generation. I do not see any pair that clearly represents the same underlying bug/change strongly enough to merge.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45372 is the strongest standalone issue here: it is detailed, current, and actionable. It is not a duplicate hub for the cluster, but it is the clearest representative issue among the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Different bugs: dtype drift between train/eval vs undefined video-token helper variables." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Different code paths: removed helper import breaks trust_remote_code models vs DeepSeek tokenizer behavior regression." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Both touch generation, but one is a flash-attention generation failure and the other is only a stale warning in paged generate()." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: AMP/CUDA loss crash vs flash_attention.py AttributeError on sink-less models." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token insertion bug vs Gemma3 mixed-length NaN embeddings; not the same defect." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Processor-loading import failure vs flash-attention crash; separate code paths and fixes." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guard/erfinv issue is unrelated to the flash-attention AttributeError." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure vs Fuyu tensor conversion swallowing errors; different underlying bugs." + }, + { + "left": "issue:43611", + "right": "issue:46285", + "accept": false, + "reason": "Both involve model loading/structure, but the concrete problems differ: base_model_prefix loading vs CLIPTextModel structure mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval-mode checkpointing restriction is unrelated to embedding dtype changing between train and eval." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention sinkless crash and Gemma4 device-map mismatch are distinct forward-path bugs." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma processor import error and Gemma4Processor _tokenizer crash are separate failures in different layers." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility regression vs DeepSeekV3MoE divergence; not the same issue." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different symptoms: output drift between v4/v5 vs serialization inconsistency of tied weights." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to Trainer broadcast failing on NoneType." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration vs recurrent-state reset in modular qwen3_5; unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime limit is unrelated to the stale paged-generate warning." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in image extractor vs Qwen VL video-input regression; different components." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d placeholder bug is not the same as SigLIP2 AutoModel/pipeline nonsensical outputs." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Exception masking in tokenizer decode is unrelated to leftover dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash and Wav2Vec2 save/tokenization failure are different tokenizer bugs." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy class cleanup and RT-DETR memory release are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "EOS-token configuration mismatch is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error and Adafactor+DeepSpeed OOM are different failure modes." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError is not the same bug as Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base-model-prefix loading regression and rope-validation TypeError are separate config/loading issues." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on CLIP model and SigLIP2 documentation errors are different problems." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash local-model import warning is unrelated to quantization offloading behavior." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error clarity and TrainerState token counter not updating are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma processor import failure and protobuf-related tokenizer error masking are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both involve quantization, but one is FP8 config failure for Qwen3Moe and the other is quantized model saving." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 28, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:35141", + "issue:36010", + "issue:42490", + "issue:42915", + "issue:43066", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:44610", + "issue:44625", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45593", + "issue:45834", + "issue:45859" + ], + "soft_pairs": [ + "issue:29942|issue:30064", + "issue:43994|issue:45412", + "issue:43278|issue:43575", + "issue:44265|issue:45198", + "issue:43066|issue:44462", + "issue:43756|issue:45440", + "issue:43421|issue:45491", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:44610|issue:45412", + "issue:29127|issue:33357", + "issue:43824|issue:44279", + "issue:45440|issue:45593", + "issue:43526|issue:45834", + "issue:29942|issue:36010", + "issue:43761|issue:45859", + "issue:43526|issue:44186", + "issue:44625|issue:45584", + "issue:29127|issue:35141", + "issue:45103|issue:45372", + "issue:44442|issue:45072", + "issue:43575|issue:43701", + "issue:43334|issue:43531", + "issue:42915|issue:43931", + "issue:43526|issue:44857", + "issue:44977|issue:45245", + "issue:42490|issue:43381", + "issue:43575|issue:44387", + "issue:44464|issue:45491", + "issue:43262|issue:44206" + ], + "prepared_review_unit_hash": "1aad32bd054847474747aa165d2ca40c7f584b1eb16c61508162ce2a236b1e81", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36691, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft edges are overwhelmingly false positives: the paired issues usually share only a broad subsystem (tokenizers, vision, Qwen, OOMs) but describe different bugs, models, or code paths. No PRs are present, and there is no single coherent canonical issue for this heterogeneous set.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the items are unrelated regressions and product bugs rather than one duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear best issue: the set is too diverse for one issue to serve as a meaningful representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Unrelated failures: Flash Attention 2 tests vs image processor handling of void segmentation maps." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Different problems: bad SigLIP2 outputs through AutoModel/pipeline vs RT-DETR memory not being released." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Different code paths and symptoms: BF16/FP32 dtype change in eval vs tensor-parallel load OOM." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export / torch_compilable_check failure is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both involve tokenizers, but one is a decoder-type regression in v5 and the other is AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different model-specific implementation mismatches: Smollm3 RoPE layer count vs DeepseekV3MoE parity with remote implementation." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor sync is unrelated to Gemma3 NaNs from sliding-window/all-padding batching." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate training issues." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer bugs: BigBird special-token registration vs FastSpeech2ConformerTokenizer loading." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor image-size mismatch is unrelated to RT-DETR memory reclamation." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue is unrelated to the MacOS CLIP bus error." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific missing Qwen2.5-VL import is not the same as a generic dependency issue." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 implementation divergence and D-FINE auxiliary-loss behavior are different model bugs." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 long-OCR index error are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to Qwen3_5Moe CPU-offload incompatibility." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different processors and failures: Beit label reduction vs LayoutLMv2Tokenizer NER/padding crash." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription failure are different bugs." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error clarity has nothing to do with token embedding reinitialization in post_init." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation parsing crash is unrelated to the ReasoningEffort import failure." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading and bfloat16 dtype mismatches are different issue classes." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM is unrelated to resume-from-checkpoint key mismatch." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Both are Qwen3-family issues, but one is a missing pad_token_id load error and the other is a sliding_window bug." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3Moe is unrelated to Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels is unrelated to LwDetrImageLoss AMP/CUDA crashes." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue is unrelated to the 2^24 category limit runtime error." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning is unrelated to gradient checkpointing being unusable in eval mode." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is tensor-parallel load OOM while the other is int4 quantization memory growth; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to Gemma3 NaNs from sliding-window padding." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and LasrFeatureExtractor center-arg crashes are different audio-processing bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 29, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43232", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43611", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44442", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44871", + "issue:44898", + "issue:44987", + "issue:45003", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45588", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:44743|issue:44811", + "issue:43646|issue:44077", + "issue:43452|issue:45588", + "issue:44062|issue:45907", + "issue:42175|issue:46234", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:44442|issue:44898", + "issue:33290|issue:34567", + "issue:43761|issue:44079", + "issue:45003|issue:45440", + "issue:43381|issue:43873", + "issue:43723|issue:45479", + "issue:43316|issue:43525", + "issue:42490|issue:44743", + "issue:43232|issue:43388", + "issue:44479|issue:45290", + "issue:43761|issue:44188", + "issue:43720|issue:44442", + "issue:34689|issue:43611", + "issue:44442|issue:45803", + "issue:44077|issue:44479", + "issue:44987|issue:46178", + "issue:34689|issue:36010", + "issue:43931|issue:45216", + "issue:43493|issue:43827", + "issue:33290|issue:36331", + "issue:45290|issue:46209", + "issue:43316|issue:45759", + "issue:43873|issue:44871", + "issue:42907|issue:45698" + ], + "prepared_review_unit_hash": "45e2604301965effe3f555eb91c3c19140ba3ff54915ec65242ebd58ce2bd37c", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37229, + "estimated_input_tokens": 9308, + "estimated_eval_tokens": 18872 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most pairs only share broad vocabulary (loading, config, tokenizer, save/load, generation) but not the same underlying bug. I would not merge any of the soft edges, and there are no PRs here.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the broadest regression-style report in the list, but even it is not a true duplicate anchor for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems: Qwen recurrent-state cache bug vs Whisper processor batch_decode token skipping." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both involve model init behavior, but one is a generic Transformers 5.0 custom-model init regression and the other is a PatchTSMixer-specific post_init policy issue." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer/model loading via gguf_file is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-kwarg duplication and list_repo_files revision forwarding are unrelated code paths." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backend selection for tensorflow in a torch install is unrelated to a missing import_utils symbol." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed is unrelated to a model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Training-memory OOM and embedding reinitialization on resize are different bugs." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver image-classification resizing failure are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Optimizer OOM and TrainerState.num_input_tokens_seen not updating are distinct trainer issues." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVision hidden_states output regression is not the same as ModelOutput key assignment logic." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "sys.modules access safety and DeepSeekV3MoE implementation divergence are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and offloading with quantization are separate behaviors." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "AutoTokenizer loading failure and degenerate zero-loss sequence classification are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API issues, but for different models and different missing/mismatched fields." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Trailing-slash local-path import warning is unrelated to Qwen recurrent state reset." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus and gather_for_metrics label truncation are different paths." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression across Qwen models and chat-template tool-call crash are distinct multimodal bugs." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to attention-kernel divergence under torch.compile." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and FastSpeech2Conformer tokenizer loading are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both mention loading, but one is a specific Llama vision model breakage and the other is a base_model_prefix loading regression." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and FuyuBatchFeature's bare except are different defects." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init restrictions are unrelated to the Qwen video-input regression." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Physical-intelligence/fast loading failure and missing tensorflow_text backend mapping are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Llama 3.2 Vision model loading and GenerationMixin import failure are different issues." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on load and incorrect save_pretrained checkpoint contents are related to model I/O broadly but not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy and docs referencing removed pipeline() are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "Adafactor/DeepSpeed OOM and CustomTrainer.compute_loss signature breakage are different trainer issues." + }, + { + "left": "issue:45290", + "right": "issue:46209", + "accept": false, + "reason": "Chat-template tool-call crash and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Qwen multimodal text_config unwrapping are different model/config problems." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offloading issue and Gemma-3 eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and loading the wrong custom module after save_pretrained are both save/load-related but not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 30, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45137", + "issue:45584", + "issue:45803", + "issue:46170", + "issue:46202" + ], + "soft_pairs": [ + "issue:43749|issue:43931", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:43650|issue:46202", + "issue:44190|issue:44496", + "issue:25251|issue:28282", + "issue:43295|issue:43825", + "issue:43065|issue:44617", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:42617|issue:43575", + "issue:43540|issue:44514", + "issue:43316|issue:43716", + "issue:44077|issue:44534", + "issue:44871|issue:45584", + "issue:43575|issue:43742", + "issue:43316|issue:44877", + "issue:16998|issue:22355", + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:45803|issue:46170", + "issue:43295|issue:44871", + "issue:43673|issue:44743", + "issue:41950|issue:43475", + "issue:43761|issue:44479", + "issue:43388|issue:43688", + "issue:43452|issue:44496" + ], + "prepared_review_unit_hash": "662be8164214055412d6c9a2181e50ab6eb02cdc6a9f51b5d33da4363a7d8c27", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35557, + "estimated_input_tokens": 8890, + "estimated_eval_tokens": 18036 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of Transformers issue reports, mostly about model loading, processor/config regressions, and assorted runtime errors. The soft-similarity links are largely superficial and do not describe the same concrete bug, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue cleanly covers the cluster; the reports are too heterogeneous. If one representative must be chosen, issue 43295 is the closest fit because it is a concrete v5 regression involving processor/model API behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43295 is the best representative issue in this set: it is specific, clearly actionable, and exemplifies the kind of v5 regression seen across the cluster without being overly narrow.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading failures, but one is FSDP CPU RAM efficient loading and the other is a Qwen3-VL weight-shape mismatch; different root causes and code paths." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config fields being lost or reset, but one is trust_remote_code missing fields on load and the other is GPTNeoX rotary_pct persistence; not the same bug." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python parsing/import error in TorchScript vs DeepSpeed ZeRO3 deque underflow; unrelated failure modes." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "The titles are not semantically related; one is a nonspecific data request, the other is a Gemma pipeline roundtrip/tokenization bug." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Dataset loading in an example script vs config/model-type recognition for a specific checkpoint; different layers and causes." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Top-k pipeline output shape change is a pipeline behavior bug; the other is an import-time missing PyTorch dependency error." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Both are v5 regressions, but one is processor/tokenizer API breakage and the other is an incorrect pipeline error message; not the same code-path problem." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Both mention SAM 3/video-related behavior, but one is a dummy Conv2d in a decoder and the other is a CUDA OOM during video inference; not duplicates." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba-9B-v2 is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch vs checkpoint key mismatch; separate runtime pathways and symptoms." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Running a parallel script versus loading a large model with tensor parallelism; both involve execution issues but not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and Qwen2_5_VL batched chat-template crash share a family, but the failures occur in different APIs and inputs." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and Mistral-3 image preprocessor dtype mismatch are unrelated model-specific regressions." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init allowance for patchtsmixer is a model config/design issue; non-persistent buffers filled with junk is a broader v5 initialization regression." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription generation failure are different tokenization/generation bugs." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM when loading a very large Qwen2 model with tensor parallelism is not the same as a key error loading MobileLLM-125M." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Both are config/API issues, but Gemma3TextConfig mismatch and strict config blocking granite_speech loading are distinct schema-validation problems." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa-V3 model_max_length question and missing transformers.onnx module are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 broken and janus generate_images test failure are different model families and different failure modes." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 lm_head weight tying bug and Ministral-3 FlashAttention failure are both model-family issues, but they target different defects and code paths." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing KeyboardInterrupt in Fuyu tensor conversion is unrelated to Windows/ROCm torch.distributed import issues." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer API regression is not the same as Gemma eos_token_id configuration inconsistency." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "GenerationMixin cache missing during chunked_prefill and Qwen3.5 recurrent states resetting with cache are both cache-related, but they affect different mechanisms and implementations." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline choosing image processors and SAM3 vision encoder missing an attribute are separate video/image pipeline bugs." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are different model families and API surfaces." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "gather_for_metrics label truncation and auxiliary-loss normalization are both training bugs, but they affect different parts of the training loop." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file breaks tokenizer/model loading, while the other is an unrecognized model/config.json issue; related to loading but not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 31, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43572", + "issue:43646", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:45803", + "issue:45987", + "issue:46050", + "issue:46178", + "issue:46234" + ], + "soft_pairs": [ + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:45127|issue:45200", + "issue:32090|issue:35141", + "issue:43572|issue:46178", + "issue:45542|issue:46234", + "issue:44617|issue:45584", + "issue:43504|issue:45698", + "issue:44734|issue:45406", + "issue:45563|issue:45584", + "issue:43525|issue:43531", + "issue:44792|issue:44977", + "issue:43761|issue:44242", + "issue:44534|issue:44913", + "issue:43931|issue:44060", + "issue:44190|issue:44964", + "issue:44792|issue:45600", + "issue:44479|issue:44734", + "issue:44855|issue:45588", + "issue:44464|issue:45563", + "issue:43827|issue:43994", + "issue:44521|issue:45381", + "issue:35141|issue:42490", + "issue:41720|issue:45245", + "issue:43065|issue:44610", + "issue:45803|issue:45987", + "issue:44933|issue:45362" + ], + "prepared_review_unit_hash": "3982f8ec24033c80f710b468c2e81845177881fe8311f929336d7a67f739ebb4", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35877, + "estimated_input_tokens": 8970, + "estimated_eval_tokens": 18196 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft duplicates accepted: the candidate pairs mostly share only broad themes like loading, generation, or v5 regressions, but they target different models, APIs, or concrete failure modes. Among the items, the strongest standalone issue is the custom-module save/load regression.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45698 is an open, high-discussion bug with broad save/load impact and a clear reproduction path, making it a good anchor issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the most broadly applicable and actionable report in the set, and is the most plausible duplicate target for related save_pretrained/from_pretrained complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related regressions after v5, but one is custom model initialization and the other is GPTNeoX rotary_pct reload; different fields and failure modes." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Both concern model persistence, but one is eos_token_id config mismatch and the other is quantized model save/load breakage; not the same bug." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different models and different bugs: LoRA merge collapse with tied embeddings vs Gemma 4 multimodal token-type defaults." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "One is a Trainer GPU broadcast TypeError, the other is embedding reinitialization after resize; unrelated code paths." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and tensorflow_text backend mapping error are unrelated." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "One is a TensorFlow backend initialization issue from tensorboard-only installs; the other is a missing import_utils helper." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription failure after token alignment are different subsystems and symptoms." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both involve loading, but one is a legacy field in Beit segmentation presets while the other is incorrect custom-module resolution after save/load." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation indexing crash in serve is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning for paged generate and an empty-transcription Whisper crash are different generate-time issues." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and sliding_window behavior in Qwen3-MoE are distinct configuration bugs." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Failed Janus image generation test and Qwen3.5 flash-attention generation bug do not describe the same failure." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIP hidden_states not returned and load-balancing loss gating are separate v5 regressions in different model components." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Generic non-persistent buffer junk and GPTNeoX rotary_pct reload default are not the same underlying serialization issue." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight shape mismatch and Qwen3-Next tied-weights warning involve different model architectures and bugs." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Dataset loading in a training example and loading a specific multimodal model are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A Janus model test failure and stale auto_mappings references to removed Sam3LiteText configs are different problems." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression for multiple Qwen VL models and serve KV-cache indexing crash are different code paths." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 torch.jit parsing error and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and a stale num_return_sequences warning are not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() and SigLIP2 nonsensical outputs are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in chat templating and wrong vision_position_ids in Qwen2.5-VL are both multimodal, but the concrete bugs differ." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resize and path-with-slash import warning are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device mapping cuda assert and category-cardinality limit error are different runtime failures." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and processor/model input-size mismatch in OmDet-Turbo are distinct issues." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Bare except swallowing KeyboardInterrupt and StaticCache returning a shape-(1,) tensor are unrelated API/robustness bugs." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils and Qwen3.5 chat crash are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 32, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43650", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44683", + "issue:44734", + "issue:44737", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44938", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45375", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234" + ], + "soft_pairs": [ + "issue:43335|issue:44855", + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:45632|issue:46234", + "issue:44077|issue:44877", + "issue:43540|issue:44734", + "issue:44462|issue:45907", + "issue:45127|issue:45357", + "issue:43335|issue:44190", + "issue:44737|issue:45803", + "issue:44112|issue:45600", + "issue:43116|issue:44190", + "issue:45276|issue:45584", + "issue:46082|issue:46121", + "issue:43295|issue:45276", + "issue:44938|issue:45542", + "issue:43479|issue:45375", + "issue:36246|issue:41628", + "issue:45245|issue:45584", + "issue:43650|issue:44220", + "issue:44246|issue:45003", + "issue:42175|issue:44279", + "issue:44186|issue:44734", + "issue:41950|issue:44016", + "issue:36246|issue:38617", + "issue:43404|issue:45216", + "issue:44683|issue:45446" + ], + "prepared_review_unit_hash": "cfd5aeb8a75ee44ebe1f924b7d1fb21be680138c71e94afd6f8b34a38fcd4a29", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36201, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a false-positive mix of unrelated Transformers issues. The strongest theme is broad import/export regressions, but none of the soft-edge pairs look like the same underlying bug or change.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 41628 is the cleanest representative of the cluster because it is a direct public import/export failure and is broad enough to stand in for the import-regression theme seen in a few neighboring items.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41628 is the best single issue to anchor the cluster: it is a clear user-facing API import breakage, while most other items are narrower or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "A SwitchTransformers sparse-layer config bug and a Python 3.13 indentation/import parsing error are unrelated code paths." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization and GPTNeoX config reload behavior are both state/config bugs, but not the same defect." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version support/import failure is unrelated to the DebertaV2 JIT parsing indentation error." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and local-dataset loading failure in an image-classification script are different issues." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code and a missing import_utils symbol are unrelated failures." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "These are both config-validation problems, but they affect different models and different validation logic." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing and serve KV-cache continuation failures are distinct code paths." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer resolution from repo files and list_repo_files revision forwarding are separate Hub-loading behaviors." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both involve save/weight handling, but one is LoRA/vocab tie collapse and the other is wrong visual encoder keys in Qwen3.5 checkpoints." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "A SwitchTransformers config bug and an image-classification dataset-loading bug are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement in forward passes and Fuyu's bare except are different bugs in different modules." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI test flakiness in GraniteSpeech and stale auto-mapping references are separate CI failures." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "These are both example-script failures, but they concern different scripts and different classification workflows." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 resize-token-embeddings behavior and Whisper empty-transcription generation are unrelated model-specific bugs." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Llama head-dim validation and rope-parameter list handling are different configuration-validation paths." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma4 embedding resize behavior do not share the same underlying bug." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend packaging are both environment-related, but not the same defect." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config bugs: default None handling versus a strict-field drop in a separate config class." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they are for different symbols and modules with different export paths." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count overflow and Whisper empty transcription are unrelated runtime errors." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The placeholder issue title has no substantive relation to the fbank feature bug." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import performance and unsafe sys.modules access are related to imports, but not the same bug or fix." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "A specific extras packaging omission and a vague dependency issue are not enough to treat as the same underlying bug." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crashes and serve KV-cache indexing failures are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "A video-classification pipeline bug and a notebook syntax error are completely different problems." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are ImportErrors, but they involve unrelated missing names from different modules." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight tying in Mistral3 and incorrect Qwen3.5 checkpoint saving are separate model-save regressions." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention, but one is a torch>=2.9 compiled-path failure and the other is a version-check/import guard bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 33, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:38175", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44561", + "issue:44734", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45325", + "issue:45335", + "issue:45372", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:38175|issue:43065", + "issue:44016|issue:44220", + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:43854|issue:44964", + "issue:44734|issue:45632", + "issue:44561|issue:45632", + "issue:43976|issue:44987", + "issue:43531|issue:45600", + "issue:43295|issue:45335", + "issue:42907|issue:43441", + "issue:43526|issue:43901", + "issue:43673|issue:44336", + "issue:45372|issue:46234", + "issue:44496|issue:45042", + "issue:43441|issue:45588", + "issue:44016|issue:44062", + "issue:44075|issue:44368", + "issue:43824|issue:44933", + "issue:43381|issue:45593", + "issue:43299|issue:45216", + "issue:43901|issue:44496", + "issue:43650|issue:46209", + "issue:43976|issue:44279", + "issue:44496|issue:45759", + "issue:45335|issue:45584", + "issue:43479|issue:43525", + "issue:44242|issue:45200", + "issue:44521|issue:45325" + ], + "prepared_review_unit_hash": "cc8b0b51b92189ef159034a7149a7bc889f7784f08b0aebb9e74347ce12821e6", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36694, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft matches are mostly false positives: they span unrelated bugs, regressions, import errors, and docs/test issues across different models and code paths. I did not find any convincing duplicate pairs.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44964 is the best anchor here: it is a concrete, user-facing model-loading regression in latest transformers with enough discussion to represent the closest loading/config-related subset of the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44964 has the clearest repro and the broadest applicability among the issues, making it the most useful representative issue in this noisy cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Different bug classes: zero probabilities in SigLIP2 vs a dummy Conv2d in SAM3 pixel decoding." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and fbank feature extraction failure are unrelated code paths." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both involve model/config loading, but they are different failures on different models and initialization paths." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different models and causes: Phi-4 multimodal loading vs stale auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test device-override flake is not the same bug as a Phi-4 multimodal loading regression." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading issue is model-specific and distinct from Phi-4 multimodal loading." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "KV-cache continuation tensor indexing and trust_remote_code cache-path collisions are different failure modes." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "API removal in v5 and local-model cache-path collision are unrelated bugs." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version support regression and model-loading failure are not the same underlying issue." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to obsolete auto_mappings entries." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor.tokenizer regression and resize_token_embeddings not propagating are different code paths." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized models and FlashAttention failures are separate Ministral issues." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "reduce_labels returning one label is a runtime bug; return_all_scores in docs is only a documentation mismatch." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Chunked-prefill cache handling and ANSI coloring in loading_report are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46234", + "accept": false, + "reason": "Gemma 4 processor import failure and missing falcon-mamba utility are different missing-import problems." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model registration/config lookup and unnecessary torchvision dependency in image processors are separate issues." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but they affect different models and distinct code paths." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "A notebook syntax error is not the same as AddedToken keyword duplication." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Ignored SGD optimizer args and tie_word_embeddings warnings do not share a concrete root cause." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors in multimodal code, but they involve different missing symbols and fixes." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and auxiliary-loss handling in D-FINE are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE loading and Qwen3.5 checkpoint save regressions are different bugs." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to an unrecognized-model config error." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "The placeholder data issue and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A Python compatibility regression is not the same as a generic dependency issue." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model config and failure to unwrap text_config are both config-related, but they are different mechanisms and model families." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "t5gemma embedding resizing and Whisper empty transcription after align_special_tokens are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4MultimodalConfig default handling and Llama4Config missing pad_token_id are separate config bugs." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load-balancing loss and mm_token_type_ids defaults affect different training behaviors." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "All-zero assistant masks and still-image rope scaling are different multimodal preprocessing bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 34, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:33290", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44462", + "issue:44466", + "issue:44617", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:45020", + "issue:45081", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "issue:38175|issue:44617", + "issue:43577|issue:45216", + "issue:43299|issue:45357", + "issue:41950|issue:45020", + "issue:44279|issue:45405", + "issue:41950|issue:45823", + "issue:44779|issue:45812", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:44351|issue:45278", + "issue:44683|issue:45542", + "issue:43976|issue:45405", + "issue:43299|issue:43854", + "issue:43650|issue:46132", + "issue:44462|issue:45081", + "issue:43450|issue:44279", + "issue:44297|issue:44462", + "issue:45081|issue:45907", + "issue:44466|issue:45276", + "issue:44016|issue:44291", + "issue:43441|issue:45834", + "issue:42994|issue:43317", + "issue:44623|issue:45397", + "issue:45600|issue:45712", + "issue:43653|issue:45593", + "issue:44623|issue:44749", + "issue:33290|issue:45656", + "issue:43065|issue:44898" + ], + "prepared_review_unit_hash": "70ee55981bd3cb48ca4d4b9128ac3c0151749d7a1c9039c0a718e2b9ae49e93f", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36005, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the paired issues cover unrelated bugs across tokenizers, model loading/saving, processors, docs, deepspeed, and quantization. I do not see any pair that is clearly the same underlying defect or change, so none of the soft edges should be merged.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Different models and failure modes: zero probabilities in SigLIP2 vs CUDA OOM in Sam3Video." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Distinct regressions: BLIP2 dtype persistence vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen variants and different code paths: model loading vs save_pretrained visual-encoder key serialization." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor selection bug is unrelated to remote_code model breakages." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Too vague on the left and a specific PEFT version bump on the right; no clear same bug." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs in different subsystems: video pipeline processor lookup vs Gemma4 device-mismatch during forward." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but model-specific DeepSeek wrong tokens and Granite wrong token IDs are not the same concrete defect." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor.tokenizer regression and DeepSeek tokenizer output regression are separate issues." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs, but one is a SigLIP2 example with errors and the other is a pipeline API documentation mismatch." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import failures, but the specific missing HybridCache symbol does not match the broader upgrade breakage." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Completely unrelated: torch flex_attention compilation vs TensorBoard/TensorFlow backend installation issue." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility and PEFT version pinning are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different models and symptoms: Qwen3VL MoE loading vs GLM-4.7-Flash test loading." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "Generic filler issue vs AttentionInterface.register behavior change; no shared code-path defect." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring repository tokenizer.json is different from Mistral regex patch crashing on backend_tokenizer access." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batch-shape bug is unrelated to the generic dependency issue." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer save metadata mismatch is a different bug from AutoTokenizer ignoring tokenizer.json at load time." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer patch crash and list_repo_files revision forwarding are separate code paths." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "One is device-dependent lm_head serialization, the other is resize_token_embeddings not updating Gemma4 embeddings." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and long-ocr index error in Kosmos2.5 are different bugs." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized offload loading failure are different failure modes." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "processor.save_pretrained missing files is not the same issue as Gemma-4 zero3 from_pretrained." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are CI/repo hygiene issues, but they touch different files and problems." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor save files and slower filtering after upgrading Transformers are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Deepspeed + Adafactor OOM and optimizer.step being called twice are not the same concrete bug." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to Perceiver image-classification resolution handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 35, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42491", + "issue:43262", + "issue:43299", + "issue:43441", + "issue:43450", + "issue:43525", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44496", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44671", + "issue:44683", + "issue:44779", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:44261|issue:44263", + "issue:44361|issue:45593", + "issue:44016|issue:45823", + "issue:44671|issue:44779", + "issue:42175|issue:43976", + "issue:43441|issue:44683", + "issue:43262|issue:44521", + "issue:43723|issue:44162", + "issue:43901|issue:43994", + "issue:43673|issue:43761", + "issue:44297|issue:45397", + "issue:43450|issue:44617", + "issue:43824|issue:43976", + "issue:43784|issue:45542", + "issue:43525|issue:43881", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:44188|issue:44336", + "issue:41628|issue:43976", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:45561|issue:45563", + "issue:44295|issue:45397", + "issue:42491|issue:43299", + "issue:44246|issue:44496", + "issue:44242|issue:45593", + "issue:43531|issue:45362", + "issue:41950|issue:44220" + ], + "prepared_review_unit_hash": "199848d52df288fccbd345f521a70152f6f552b2e1c116547d674b3edc09ec7b", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35158, + "estimated_input_tokens": 8790, + "estimated_eval_tokens": 17836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated regression reports across different model families and subsystems; none of the soft pairs look like true duplicates. No PRs are present in the set. The strongest single issue to represent the cluster is the open multimodal apply_chat_template bug.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44521 is the best representative here: it is open, detailed, reproducible, and has the most active cross-reference trail among the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the most actionable issue in this set because it has a concrete multimodal repro and ongoing discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different bugs: one is an MLA layernorm config precision issue, the other concerns torch.split return values in a GLM MoE indexer." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated subsystems and symptoms: tokenizer AttributeError vs missing auxiliary losses in D-FINE." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-mismatch forward failure are different problems." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are model-quality regressions, but they affect different models and code paths: CamemBERT MLM vs Deepseek tokenizer." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Package/backend install issue versus Python-version compatibility regression; not the same bug." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention failure in a specific model is separate from compiled flex_attention failing on newer torch." + }, + { + "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 an assistant mask bug for multimodal inputs." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Different loading failures for different model families and APIs; not one underlying tokenizer issue." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for a pipeline argument is not the same as incorrect model outputs in SigLIP2." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "One is cache handling during chunked prefill, the other is CLIPVision hidden_states behavior; different code paths." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to Gemma-4 from_pretrained under ZeRO3." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Incorrect batched video processor shape is not the same as a CUDA OOM in Sam3Video." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing exported model class and Python version compatibility are unrelated issues." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both mention missing backends/names, but one is a sentence-transformers import NameError and the other is an undefined tf backend installation issue." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "A missing config attribute in Llama4 is not the same as GLM-4v loading failure." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs text and slow import behavior are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id on a config object is different from missing fields when using trust_remote_code in AutoConfig." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Torch.compile attention-kernel divergence is unrelated to ANSI codes in loading_report." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Importing AutoImageProcessor fails for a different reason than the Python-version regression." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "A storage-type lookup error is a different failure mode from Qwen3.5 chat crashes." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Console ANSI formatting and a wrong docstring for position_ids are not the same bug." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist race in testing utils is unrelated to a stale generation warning." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer handling and Gemma-4 zero3 loading are distinct failures." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE models, but one is LoRA compatibility across versions and the other is a model-loading regression in v5." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import performance is unrelated to unrecognized model config errors." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "MoE load-balancing loss and D-FINE auxiliary losses are different loss-path bugs in different models." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "A sliding_window issue in Qwen3-MoE is not the same as Qwen3.5 chat crashing." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor lookup and fbank feature extraction are separate audio/video pipeline issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 36, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:36246", + "issue:42757", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45375", + "issue:45412", + "issue:45459", + "issue:45561", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:43526|issue:45003", + "issue:42886|issue:46132", + "issue:44336|issue:44485", + "issue:44246|issue:44871", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:45003|issue:45561", + "issue:44779|issue:45292", + "issue:44295|issue:44749", + "issue:36246|issue:43596", + "issue:44242|issue:44857", + "issue:43673|issue:44561", + "issue:43352|issue:45250", + "issue:44162|issue:45200", + "issue:43901|issue:45003", + "issue:44496|issue:45003", + "issue:45412|issue:46123", + "issue:43262|issue:44246", + "issue:45292|issue:45584", + "issue:43257|issue:45137", + "issue:45292|issue:45701", + "issue:45375|issue:45759", + "issue:43232|issue:44336", + "issue:44877|issue:45375", + "issue:44987|issue:45459", + "issue:43065|issue:43408", + "issue:44995|issue:45200", + "issue:43475|issue:43540", + "issue:45987|issue:46082" + ], + "prepared_review_unit_hash": "9c50f6ebf8290cd6219c885203dcd517ff57d6c0f3fe9c6334b28c044f21f891", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35809, + "estimated_input_tokens": 8953, + "estimated_eval_tokens": 18162 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are all false positives: they share superficial keywords or broad subsystem overlap, but not the same concrete bug/change. No PRs are present, and the issue set is heterogeneous rather than one duplicate cluster.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out; the items cover unrelated regressions, import errors, config mismatches, and performance/docs issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45003 is the broadest internal code-path bug in the set and the closest thing to a representative anchor, but it is not a true duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "Different subsystems and symptoms: Beit image processor label handling vs unsafe sys.modules access." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading failure is unrelated to AttentionInterface.register changing function behavior." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output in loading_report has nothing to do with GLM-5 RoPE implementation." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency and Gemma eos_token_id inconsistency are different bugs." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports in different modules; not the same underlying failure." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Qwen2.5 VL image processor import error is unrelated to missing HybridCache export." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access bug and pytest-xdist file race are separate code paths." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression is not the same as resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Buffer/position_ids error vs data-filtering slowdown are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError on Qwen2.5 VL is unrelated to DeepSpeed ZeRO3 BertModel index failure." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing load-balancing loss and AMP image-loss crash are different model behaviors." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache missing and removed is_torch_fx_available breaking trust_remote_code are unrelated regressions." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Specific Nemotron FA2 support error is not the same as a generic Flash Attention 2.0 issue." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are different model-specific bugs." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Pipeline docs mismatch has no overlap with unsafe sys.modules access." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading failure is unrelated to sys.modules access." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory leak and MaskGenerationPipeline partial-batch dropping are different problems." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio sampling-rate default bug is unrelated to import slowness." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-transcription handling are different code paths." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion and ZeRO3 deque IndexError are not the same bug." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "resize_token_embeddings behavior and version-dependent tokenization changes are distinct issues." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing strict-config field and text_config unwrapping for composite Qwen configs are different failures." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to ANSI escape codes in loading_report." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config validation, but they target different models and missing fields." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure and protobuf-related tokenizer error masking are separate bugs." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "SAM3 pixel decoder dummy conv2d and sam3_video vs sam3_tracker warning are different model issues." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache crash is unrelated to Gemma 4 token-type defaults." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing fpn_position_embeddings and Qwen3OmniMoe video ValueError are not the same failure." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract bug and LlamaConfig head_dim validation are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 37, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43701", + "issue:43827", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45137", + "issue:45229", + "issue:45230", + "issue:45335", + "issue:45356", + "issue:45381", + "issue:45397", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202" + ], + "soft_pairs": [ + "issue:44479|issue:46170", + "issue:44466|issue:45335", + "issue:45397|issue:45656", + "issue:42886|issue:45229", + "issue:44483|issue:46202", + "issue:45137|issue:45600", + "issue:44060|issue:44077", + "issue:43653|issue:44162", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:44188|issue:46202", + "issue:44368|issue:45563", + "issue:44877|issue:46170", + "issue:43931|issue:44368", + "issue:43673|issue:44734", + "issue:45584|issue:46170", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:44869|issue:45356", + "issue:43232|issue:43673", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:44623|issue:45656", + "issue:43701|issue:44749", + "issue:43673|issue:43827", + "issue:44871|issue:46132", + "issue:45230|issue:45397", + "issue:42994|issue:43482", + "issue:44038|issue:44623", + "issue:43475|issue:45381", + "issue:43475|issue:43643" + ], + "prepared_review_unit_hash": "204ad39764be03a2e0143df14ef0961f452be68b4073254ebe24f186ce3b822b", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37210, + "estimated_input_tokens": 9303, + "estimated_eval_tokens": 18862 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: tokenizer, generation, multimodal, DeepSpeed/ZeRO, save_pretrained, docs, and model-specific regressions are all mixed together. None of the soft pairs look like the same underlying bug/change, so I reject all proposed merges.", + "confidence": 0.24, + "canonical_issue_reason": "Issue 45229 is the strongest standalone anchor in the set: it has by far the most discussion activity and a clear high-impact, concrete failure mode (Gemma4 multi-GPU CUDA OOM).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45229 is the best overall representative because it is the most actively discussed and most clearly actionable report among otherwise unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression for Qwen models and a Windows/ROCm import dependency error are unrelated failures." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both mention tied weights/embedding behavior, but one is a device-dependent serialization bug and the other is resize_token_embeddings not propagating to decoder.embed_tokens." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 from_pretrained failure is not the same bug as optimizer.step being called twice under deepspeed." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "HF_HUB_OFFLINE cache loading and Gemma4 multi-GPU OOM are completely different code paths." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "OpenAI chat-completions request validation and Gemma pipeline token roundtrip failure are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque IndexError and stale Sam3LiteText references in auto_mappings.py are different problems." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are unrelated model/config issues." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are different tokenizer/model regressions." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache on second forward pass and flash_attention s_aux=None AttributeError are different failure modes." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-embeddings warning is not the same as a flash-attention generation correctness bug." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence and Gemma tokenizer roundtrip failure do not share the same root cause." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tied-weights warning and a stale num_return_sequences warning are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict granite_speech config loading and Windows/ROCm import failures are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is not the same as a tie_word_embeddings warning." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation cache, but one is missing cache during chunked_prefill and the other is wrong tensor indexing in serve continuation." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription generation and a torch.distributed import/type error are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and MaskGenerationPipeline partial-batch handling are different subsystems and bugs." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "tokenizer.save_pretrained writing the wrong tokenizer_class and processor.save_pretrained missing files are different serialization issues." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a performance regression after upgrade are unrelated." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash and Kimi-K2.5 codec handling regression are model-specific tokenizer bugs with different causes." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but sync_gpus/_update_model_kwargs_for_generation and chunked_prefill cache absence are distinct paths." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage and ESM2 breakage are too generic and not the same underlying issue." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Filtering slowdown after upgrading Transformers and double optimizer.step under deepspeed are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save_pretrained files is unrelated to optimizer.step being called twice." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch and inference slowdown are different failure modes." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache missing during chunked_prefill and docs still referencing pipeline() are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id mismatch and AttentionInterface.register behavior change are separate issues." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A placeholder generic bug report does not match a specific Gemma-4 ZeRO3 from_pretrained failure." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite directions and different bugs." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe/v5 compatibility and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Missing fpn_position_embeddings on Sam3VisionEncoderOutput and wrong vision_position_ids in qwen2.5-vl video input are different model bugs." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "A missing attribute in SAM3 vision output is not the same as trust_remote_code AutoConfig field loss." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 38, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43377", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43526", + "issue:43673", + "issue:43704", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44661", + "issue:44792", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45375", + "issue:45406", + "issue:45478", + "issue:45561", + "issue:45712", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46202" + ], + "soft_pairs": [ + "issue:28282|issue:30990", + "issue:42371|issue:45092", + "issue:45406|issue:46202", + "issue:43475|issue:44661", + "issue:41628|issue:44933", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:46077|issue:46123", + "issue:45310|issue:45375", + "issue:45081|issue:45103", + "issue:43873|issue:44945", + "issue:43232|issue:44188", + "issue:41628|issue:44351", + "issue:42673|issue:43704", + "issue:44964|issue:45137", + "issue:44945|issue:45753", + "issue:42994|issue:43824", + "issue:44222|issue:45310", + "issue:42831|issue:44222", + "issue:36010|issue:41628", + "issue:44038|issue:45310", + "issue:43232|issue:44792", + "issue:43673|issue:44188", + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:43526|issue:45561", + "issue:43504|issue:45561", + "issue:43377|issue:44242", + "issue:42175|issue:44933", + "issue:42898|issue:44568", + "issue:42222|issue:45200" + ], + "prepared_review_unit_hash": "49a8c2dccf839f939c0ab6f90b3b8d3f1812bee675b05fb2f05bcf68dae37bc9", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36894, + "estimated_input_tokens": 9224, + "estimated_eval_tokens": 18704 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers issue reports. The only clear duplicate-looking pair is the Qwen3.5 Moe from_pretrained failure (#45310 / #45478); everything else is similar only at the subsystem or model-family level, not the same concrete bug.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45310 is the strongest canonical issue because it is the earlier, more complete report of the exact Qwen3.5 Moe from_pretrained error that also appears in issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue for the cluster because it anchors the only true duplicate pair and has the clearest, most specific bug description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Both are loading-related, but one is a missing PyTorch ImportError and the other is a hang while loading Sentence Transformers; different failure modes." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 behavior settings and InternVL2 meta-initialization compatibility are unrelated problems." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4 processor attribute failure and Gemma pipeline roundtrip on '\u2581' are different bugs." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 VisionEncoderOutput attribute error and add-new-model-like/tokenizer mapping logic are not the same code-path issue." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both involve imports, but they concern different missing symbols from different modules and likely different fixes." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are distinct problems." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 Moe, but one is a missing config field in a vision config and the other is a from_pretrained loading error; not enough evidence they are the same bug." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Bidirectional attention mask construction and partial-batch pipeline result dropping are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same model family, but one is a from_pretrained error and the other is a missing deepstack_visual_indexes field; different underlying defects." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and auto_docstring annotation handling are unrelated failures." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and incorrect pipeline-parallel LLM output are different issues." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "GenerationMixin cache handling after sync_gpus and attention kernel branching under torch.compile are separate generation/runtime bugs." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they affect different exported symbols and code paths." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": false, + "reason": "These are the same title, but the later issue is a repeated report rather than clear evidence of one shared underlying bug fix target from the available text." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal model loading and DeepSpeed ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output corruption and Qwen3_5 image infinite loop are different symptoms and code paths." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving and Qwen2.5-VL import failure are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained for MoE and Qwen3.5 Moe from_pretrained error are different concrete bugs." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy regression and FP8 save_pretrained MoE are separate FP8 issues." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin import failure and AutoImageProcessor import failure are both import problems, but not the same missing object or fix." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3-VL-Moe on transformers 5.0 and Qwen3.5 Moe from_pretrained error are different release/model compatibility problems." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation keyword update behavior and janus image-generation test failure are not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked prefill and attention kernel divergence under torch.compile are different generation-path issues." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "TensorFlow missing from a torch-only install and leftover dummy PT objects leaking without torch are packaging/configuration issues, but not the same one." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config issue and xdist race on captured_info.txt are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and xdist race in testing utils are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Beit pretrained preset loading and xdist race are different code paths." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding mask mismatch and MoE load balancing loss omission are different model bugs." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TensorFlow packaging and image_utils import/export are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "clean_up_tokenization_spaces v5 behavior change and missing BOS/EOS insertion in a tokenizer are different tokenizer issues." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaults are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 39, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:42831", + "issue:42898", + "issue:43122", + "issue:43278", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46132", + "issue:46209", + "issue:46231" + ], + "soft_pairs": [ + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:43278|issue:45137", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:43479|issue:44079", + "issue:30333|issue:33290", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:43874|issue:45092", + "issue:42898|issue:45356", + "issue:44734|issue:45103", + "issue:44016|issue:46231", + "issue:44075|issue:46231", + "issue:44295|issue:45656", + "issue:44060|issue:45125", + "issue:42898|issue:44448", + "issue:45405|issue:45712", + "issue:44448|issue:46132", + "issue:44222|issue:44297", + "issue:44933|issue:45712", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:30333|issue:34689", + "issue:42831|issue:44623", + "issue:43122|issue:46209", + "issue:45245|issue:46132", + "issue:30333|issue:36331", + "issue:30333|issue:35141", + "issue:28282|issue:30333", + "issue:22355|issue:28282" + ], + "prepared_review_unit_hash": "cdc511341d9b672f8aa5b804e5a2788d041b890c5ff362aa2eaf320d9ff8aabe", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37335, + "estimated_input_tokens": 9334, + "estimated_eval_tokens": 18924 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate group; it mixes unrelated import, tokenizer, training, multimodal, optimizer, and documentation issues. None of the soft pairs look like the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue: the items are too heterogeneous to share one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: there is no single representative bug that safely covers the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility failure vs a nonexistent import from image_utils; different modules and causes." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang vs embedding reinitialization during post_init; unrelated code paths." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Dtype mismatch in eval vs DeepSpeed ZeRO3 deque error; different failure modes." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained failure; not the same bug." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Default config initialization bug vs Whisper timestamp decode crash; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config default handling vs ModelOutput key assignment; different components." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs vs optimizer OOM in DeepSpeed; unrelated runtime problems." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer cleanup behavior change vs Granite token-id regression; both tokenizer-related but different concrete bugs." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import NameError vs missing Qwen2.5-VL export; different missing symbols." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading issue vs add_special_tokens not adding BOS/EOS for one tokenizer; different tokenizer bugs." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "clean_up_tokenization_spaces behavior vs Deepseek incorrect tokenization; not the same regression." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image patch method vs old InternVL2 meta-init incompatibility; different multimodal issues." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer cleanup change vs Kimi codec-handling regression; separate tokenizer problems." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache indexing crash in serve vs auto_docstring annotation crash; unrelated subsystems." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error vs documentation parameter-name mismatch; not a duplicate." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer arguments ignored vs docs typo about parameter name; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access bug vs DeepSpeed optimizer step called twice; different code paths." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next vs missing _tp_plan in Qwen3.5 MoE; both model-specific but distinct defects." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenizer behavior change vs Pegasus v4/v5 output difference; not the same underlying issue." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version bump problem vs leftover dummy classes; unrelated." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output regression vs AttentionInterface.register behavior change; different features." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained bug vs tokenizer_class mismatch in tokenizer_config.json; different save_pretrained issues." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import vs dummy classes leaking into dir(transformers); unrelated cleanup problems." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer metadata mismatch vs DeepSpeed optimizer step duplication; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default vision/audio config initialization vs non-persistent buffers filled with junk; different mechanisms." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save_pretrained issue vs processor.save_pretrained missing files; both serialization-related but not the same artifact or bug." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow job-status reporting vs Llama 3.2 Vision model loading break; unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy problem vs processor.save_pretrained missing files; different subsystems." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization differences across versions vs FP8 inference failure on B200; unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-cardinality runtime error vs AttentionInterface.register behavior change; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting issue vs Trainer compute_loss signature mismatch; different training bugs." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Failed-job reporting vs embedding reinitialization; unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Missing PyTorch import dependency vs MLflow job reporting; unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module vs missing PyTorch dependency; both import errors but different root causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 40, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43232", + "issue:43479", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:44038", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:44991", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082" + ], + "soft_pairs": [ + "issue:44190|issue:46082", + "issue:45071|issue:46082", + "issue:44297|issue:45310", + "issue:41628|issue:42757", + "issue:44206|issue:45103", + "issue:43723|issue:44977", + "issue:44263|issue:45092", + "issue:43232|issue:45834", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:44222|issue:44484", + "issue:44483|issue:45406", + "issue:43761|issue:46082", + "issue:45092|issue:45357", + "issue:43723|issue:44871", + "issue:44263|issue:44360", + "issue:44261|issue:45092", + "issue:30990|issue:38175", + "issue:44514|issue:45103", + "issue:43723|issue:44991", + "issue:42907|issue:46050", + "issue:44829|issue:46002", + "issue:43723|issue:44442", + "issue:42831|issue:45310", + "issue:43479|issue:44913", + "issue:44263|issue:44373", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:39401|issue:44568", + "issue:42886|issue:43066", + "issue:42886|issue:42994", + "issue:42757|issue:45278" + ], + "prepared_review_unit_hash": "5b29b6cfbc66bca23c004b001ea0a4e70700d849e292cea346d74d1c5087c3b2", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36924, + "estimated_input_tokens": 9231, + "estimated_eval_tokens": 18718 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No strong duplicate cluster emerges from these pairs. Most are unrelated regressions or import/config issues, with a few tokenizer-loading reports that are similar in theme but not clearly the same underlying bug.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43723 is the broadest, most representative report in the set: a generic v5 tokenizer-loading failure. If one issue must anchor the tokenizer-related subset, it best captures the shared symptom surface.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the best standalone representative because it is broad, user-facing, and closest to a cluster center; the other candidates are mostly more specific or different in failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Different areas: local dataset loading vs LlamaConfig validation." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Type-checking regression is unrelated to explicit head_dim validation." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different code paths." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature-extractor center-arg crash is unrelated to auto-docstring annotation handling." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Both mention model loading behavior, but one is tokenizer loading and the other is flash-attention generation." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer split behavior is unrelated to remote-code meta-init incompatibility." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring wording and GLM-5 RoPE implementation are not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading registered position_ids differs from processor.save_pretrained file omission." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained failure is unrelated to shard-size discussion." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection and Gemma4Processor missing _tokenizer are different failures." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-init incompatibility and incorrect visual encoder keys are different save/load problems." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Generic tokenizer-loading regression is not the same as eos_token_id config inconsistency." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same module family, but split-return behavior and missing ReLU are distinct concrete issues." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA rms_norm_eps precision issue is unrelated to remote-code checkpoint meta-init failure." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-transformers load hang and zero probabilities in SigLIP2 are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Batched chat template padding crash is unrelated to annotation introspection in auto-docstring." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but the specific model failure is not enough to confirm the same underlying bug." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Quantized saving failures, but different quantization paths and symptoms." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Degenerate training with flash_attention_3 is unrelated to NaNs after checkout/init." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both involve tokenizer loading, but the specific tokenizer-class failure is not clearly the same regression as the generic v5 issue." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy loss and Qwen3.5 MoE from_pretrained error are different bugs." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Default vision/audio config initialization is unrelated to GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexer split semantics and docstring text are not the same issue." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports: AutoImageProcessor versus Qwen2_5_VLForConditionalGeneration." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and Qwen3-VL-Moe bug are different FP8/VL regressions." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer offset_mapping bug is unrelated to BOS/EOS insertion regression." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure is unrelated to wrong tokenizer decoder type." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing hub helper is not the same as a broad multi-import regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 41, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42831", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44464", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44671", + "issue:44704", + "issue:44743", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46082", + "issue:46132" + ], + "soft_pairs": [ + "issue:43232|issue:45593", + "issue:22355|issue:28218", + "issue:42831|issue:45753", + "issue:44464|issue:46082", + "issue:44117|issue:44704", + "issue:43756|issue:44060", + "issue:43576|issue:43784", + "issue:44671|issue:46132", + "issue:42371|issue:44263", + "issue:43646|issue:46002", + "issue:43122|issue:44521", + "issue:44295|issue:44297", + "issue:44188|issue:44373", + "issue:30990|issue:33357", + "issue:44704|issue:45290", + "issue:44261|issue:44373", + "issue:42907|issue:44945", + "issue:39401|issue:44488", + "issue:43232|issue:44743", + "issue:43784|issue:45600", + "issue:43976|issue:44945", + "issue:41628|issue:45278", + "issue:42907|issue:43937", + "issue:43122|issue:44514", + "issue:43408|issue:43475", + "issue:39401|issue:44521", + "issue:43116|issue:45200", + "issue:42907|issue:44964", + "issue:44360|issue:44485" + ], + "prepared_review_unit_hash": "05c7965dd3395fb4bce3411cbb18a6e1d49e210dcef6cdb8e2ac5a079bd4987a", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35959, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is not duplicate-coherent: most items are unrelated point bugs or broad release regressions, with only weak lexical overlap. No soft edge looks like the same underlying change or code-path bug.", + "confidence": 0.18, + "canonical_issue_reason": "Issue 45278 is the broadest representative of the few version-upgrade/import-regression reports, but there is no strong true duplicate center in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best overall stand-in because it is the most general user-facing regression report; the rest are mostly unrelated one-off bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation-kwargs bug vs D-FINE auxiliary-loss behavior; unrelated code paths." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing module import vs tokenizer spacing regression; no shared underlying bug." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs multimodal infinite loop; different model/features." + }, + { + "left": "issue:44464", + "right": "issue:46082", + "accept": false, + "reason": "Compiled chunked generation inconsistency vs LlamaConfig validation; not the same defect." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping fallback bug vs AutoProcessor kwarg forwarding; separate loading failures." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE layer omission vs Qwen3-Next tied-weights warning; different model-specific issues." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI/env command breakage vs missing nn import in sentence-transformers integration; unrelated." + }, + { + "left": "issue:44671", + "right": "issue:46132", + "accept": false, + "reason": "CamemBERT MLM prediction regression vs AttentionInterface.register behavior change; not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning vs GlmMoeDsaIndexer split handling; unrelated subsystems." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model init breakage vs NaNs in classification heads; different failure modes." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer output changed across versions vs chat-template multimodal masks; not the same issue." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "position_ids buffer read error vs tokenizer_class mismatch on save; no shared code-path." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs docstring typo; clearly unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Model loading hang vs Mac bus error on CLIP; both load-related but different concrete bugs." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "cached_file kwargs forwarding vs apply_chat_template crash on tool-call messages; different processors." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "MLA layer precision/config bug vs docstring issue; no duplicate relation." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models vs pipeline-parallel output mismatch; unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset_mapping bug vs failure to load a specific model; different tokenizer/model problems." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Generation kwargs sync issue vs recurrent-state reset in modular_qwen3_5; separate generation bugs." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers vs stale auto_mappings config references; unrelated breakages." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility regression vs pipeline parallelism output error; not the same issue." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Specific AutoImageProcessor import failure is only one possible symptom of a broader import-regression report, not the same concrete bug." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized-save failure vs invalid GenerationConfig for GLM-5; unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Version-dependent tokenization difference vs batched chat-template crash; different components." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Model-type warning vs missing fpn_position_embeddings attribute; same family but not the same defect." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping bug vs multimodal assistant mask bug; unrelated template/tokenization paths." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script returning empty classification results vs Gemma 4 mm_token_type_ids defaulting; different models and failure modes." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals vs loading Phi-4 multimodal instruct; unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer missing ReLU vs GLM-5 RoPE implementation discussion; not the same code-path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 42, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:29159", + "issue:30990", + "issue:36296", + "issue:38617", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43452", + "issue:43493", + "issue:43611", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44355", + "issue:44485", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231" + ], + "soft_pairs": [ + "issue:44038|issue:44297", + "issue:44625|issue:44829", + "issue:44038|issue:44295", + "issue:28218|issue:30990", + "issue:42907|issue:43452", + "issue:43122|issue:44779", + "issue:36296|issue:43116", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:43122|issue:43906", + "issue:45216|issue:45478", + "issue:43784|issue:45446", + "issue:42757|issue:44351", + "issue:22355|issue:29159", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:42673|issue:45072", + "issue:43493|issue:45753", + "issue:43992|issue:44704", + "issue:43066|issue:44779", + "issue:22355|issue:29127", + "issue:44355|issue:46231", + "issue:38617|issue:45278", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:43116|issue:43493", + "issue:42371|issue:43874", + "issue:43976|issue:45446" + ], + "prepared_review_unit_hash": "f0b911f58c084aac2a6e42febf447e4d39fa5711111a4a4e4b1b69d174d505cf", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35105, + "estimated_input_tokens": 8777, + "estimated_eval_tokens": 17810 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is broadly heterogeneous: most pairs only share a subsystem name (tokenizer, import, Qwen/MoE, training, etc.) but describe different bugs or code paths. I found no true duplicate PR-style matches, and none of the soft edges are strong enough to accept as the same underlying issue.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44038 is the best representative of the cluster\u2019s densest real subtheme: a concrete Qwen/Transformers 5.x regression with multiple nearby soft matches, while most other items are isolated or orthogonal.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44038 is the most central and actionable issue here; it has the clearest concrete bug report and the strongest adjacency to other Qwen/MoE regression reports, even though they are not duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Different bugs: Qwen3-VL-MoE/Transformers 5.0 regression vs tokenizer save_pretrained class-name mismatch." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different code paths: num_labels propagation in Qwen3.5 config vs flash_attention_3 training degeneration." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Unrelated failures: Qwen3-VL-MoE bug vs position_ids buffer read error." + }, + { + "left": "issue:28218", + "right": "issue:30990", + "accept": false, + "reason": "Tokenizer spacing regression vs Sentence Transformers loading hang; different symptoms and components." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different save/load bugs: dequantized save_pretrained failure vs gguf_file model/tokenizer loading breakage." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and behaviors; not the same underlying bug." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug vs example script returning empty multi-label results; unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-MoE Transformers 5.0 issue vs FP8 save_pretrained on MoE; different failure modes." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures for different symbols/packages; not the same broken API." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "The titles point to different tokenizer/regression reports; no evidence they share the same concrete bug." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading error." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import NameError vs flex_attention version-check bug; unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different packages/symbols and different root causes." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "No module named transformers.onnx is unrelated to slow/fast tokenizer inconsistency." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift in evaluate vs incorrect output under pipeline parallelism; different problems." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Package backend dependency issue vs Python 3.14 load failure; not the same bug." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloading vs bfloat16 dtype mismatches in inference; different code paths." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different multimodal model bugs: SigLIP2 discrepancy vs Qwen3_5 image infinite loop." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing state in UMT5Encoder vs AutoProcessor kwargs not forwarded; unrelated loader paths." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "v5 tokenizer decoder-type regression vs Deepseek tokenization regression; same area, different bug." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Different issues entirely: missing onnx module vs LayoutLMv3 box-validation message clarity." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled file import/runtime errors vs documentation parameter-name mismatch; not duplicates." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import is not the same as a broad report of many import errors after upgrade." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 generation config invalidity vs RoPE implementation discussion; different bug surfaces." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with base_model_prefix vs NaNs in classification heads; unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output bug vs SigLIP2 implementation discrepancy; different models and paths." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance vs missing multimodal processor method; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility issue vs incorrect PyTorch version gate for AuxRequest import; different root causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 43, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42617", + "issue:42673", + "issue:43064", + "issue:43116", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43450", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46178" + ], + "soft_pairs": [ + "issue:42222|issue:43441", + "issue:44075|issue:44936", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:33453|issue:39401", + "issue:39401|issue:44779", + "issue:44117|issue:45588", + "issue:44380|issue:46077", + "issue:43827|issue:45446", + "issue:42673|issue:43906", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:44291|issue:45071", + "issue:44466|issue:46002", + "issue:45405|issue:45446", + "issue:44117|issue:45081", + "issue:42222|issue:46178", + "issue:45341|issue:45561", + "issue:44410|issue:45310", + "issue:38617|issue:41628", + "issue:44829|issue:45216", + "issue:42617|issue:45341", + "issue:39401|issue:43421", + "issue:42673|issue:43582", + "issue:43408|issue:43742" + ], + "prepared_review_unit_hash": "25ca9e2a566e5d01e89b5576124838c66c4fa64a6d36431b5bd1b5dbc34db3b4", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36349, + "estimated_input_tokens": 9088, + "estimated_eval_tokens": 18432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers issues spanning different models, APIs, and subsystems. The soft pairs share only broad topical overlap, not the same concrete bug/change, so none should be merged as duplicates. No pull requests are present.", + "confidence": 0.82, + "canonical_issue_reason": "issue:42673 has the clearest, most reproducible bug report and the highest signal as a representative issue; the rest are unrelated bugs across different models/subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest standalone issue here: it describes a concrete VRAM leak with an explicit multi-dataloader-thread repro and active discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different failures: VitPose model breakage vs Ministral-3 FlashAttention import/runtime issue." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unrelated bugs: ignored SGD args vs trainer.evaluate() failing after train()." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Same model family but different code paths: save_pretrained key serialization vs from_pretrained loading error." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen variants and different symptoms; no evidence of the same underlying bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script empty results vs pipeline() error-message regression are distinct issues." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Different subsystems: qwen3_omni_moe helper logic vs flex_attention version check." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Trainer/FSDP optimizer-state bug is unrelated to GenerationMixin cache missing in chunked_prefill." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Both generation-related, but invalid GenerationConfig and stale warning behavior are different bugs." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression vs Qwen3 offset_mapping bug; different failure modes." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both tokenizer correctness bugs, but for different models and different outputs (offset mapping vs general results)." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None-handling vs flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Different attention behavior bugs in different models; not the same code-path problem." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs/pipeline references are unrelated to the flex_attention PyTorch version-check bug." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "43906 is only a reproduction of another issue (#38071); no evidence it matches the VRAM leak in 42673." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video processor batch-shape bug vs AutoProcessor dependency crash; different underlying causes." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both involve generation, but GLM-5 config validation and Qwen3.5 flash-attn generation are distinct issues." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Different rc/v5 type-check regressions affecting separate loading paths." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights is unrelated to NaNs in classification heads on checkout/init." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Release/versioning concern for PEFT is unrelated to the flex_attention import/version bug." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer bugs: mapping lookup vs Mistral regex patch crash." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model regressions and a tensorflow_text backend-mapping error are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A small testing_utils bug and a pytest-xdist captured_info.txt race are not the same defect." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen3.x model loading failures with different missing keys/errors." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and unrelated fixes." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention training degeneration and save_pretrained checkpoint corruption are separate bugs." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Not related: 3d_parallel.py execution failure vs a testing_utils bug." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Offset_mapping bug in Qwen3 tokenizer is unrelated to runtime post-processor updates in TokenizersBackend." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to Apple Silicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning mismatch and MobileLLM loading key error are different loading issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 44, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:44038", + "issue:44075", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:45003", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46123", + "issue:46172", + "issue:46231" + ], + "soft_pairs": [ + "issue:42371|issue:44261", + "issue:42490|issue:42673", + "issue:44877|issue:46231", + "issue:38617|issue:44220", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:42222|issue:45542", + "issue:43066|issue:43122", + "issue:44933|issue:45278", + "issue:42371|issue:42831", + "issue:44483|issue:45464", + "issue:42175|issue:42222", + "issue:44075|issue:45656", + "issue:44410|issue:45478", + "issue:43012|issue:43577", + "issue:43673|issue:45341", + "issue:43874|issue:44261", + "issue:43097|issue:44493", + "issue:41628|issue:45071", + "issue:44263|issue:44485", + "issue:45071|issue:45542", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43012|issue:43408", + "issue:43931|issue:44410", + "issue:44484|issue:45478", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43097|issue:43452", + "issue:43673|issue:46123", + "issue:45003|issue:45341", + "issue:44933|issue:46231" + ], + "prepared_review_unit_hash": "d50336346211ff9835fe3dfaa4db0bdd7b55436546251d47178e3aabce863d61", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37145, + "estimated_input_tokens": 9287, + "estimated_eval_tokens": 18830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of Transformers v5 regression reports, but most items are distinct bugs affecting different APIs/models. One likely duplicate pair is the tokenizer-regression report pair.", + "confidence": 0.46, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report here: it describes multiple import regressions after upgrading to 5.5.0, making it the most representative issue for this cluster's theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global anchor because it is broad, clearly user-facing, and closest to the cluster\u2019s recurring v5 import-breakage pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "Different problems: TF32 API warning behavior vs a missing config field causing precision errors in MLA." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Unrelated symptoms and code paths: local-path import warning vs Qwen3ForCausalLM VRAM leak in dataloader threads." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Config-loading failure for granite_speech is not the same as a documentation mismatch in set_training()." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features() behavior." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "max_shard_size default discussion is unrelated to a Qwen3.5 MoE from_pretrained loading error." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading/config errors, but they target different failures: invalid GenerationConfig vs missing model_type in config.json." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Different areas: vitpose model breakage vs missing TensorFlow backend when only tensorboard is installed." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": true, + "reason": "Both describe the same tokenizer-regression in Transformers v5: a wrong decoder/type change causing different tokenization output." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Related import-breakage theme, but 44933 is one specific import while 45278 is a broad upgrade report; not clearly the same underlying bug." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 behavior controls and FineGrainedFP8 accuracy are different precision topics with different failure modes." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a generic API rejection and the other is a streaming inference failure on a specific model." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow-in-pip-install packaging issue and vitpose model breakage are separate problems." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both involve optimizers, but one is SGD args being ignored and the other is an optimizer step being called twice with deepspeed." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3-related loading/model-shape issues; not the same concrete bug." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch warning during bfloat16 compilation is not the same as Blip2 dtype fields staying float32 on load." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache behavior during chunked prefill is unrelated to a small testing_utils bug." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch helper in GLM46V and missing rms_norm_eps in MLA are different model-specific config/API issues." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "A removed tie_embeddings option is unrelated to unexpected position-id key warnings." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure is unrelated to PreTrainedConfig type-checking breakage." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is not the same as a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PreTrainedConfig type checking and missing TensorFlow backend are unrelated regressions." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different tensor-operation bugs in different model code paths; no clear shared root cause." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Different warnings and different model paths: bfloat16 compile warning vs sam3_video/sam3_tracker type mismatch." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are distinct model architecture/load errors." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Different bugs despite both mentioning Qwen3.5: one is about shard size defaults, the other is a from_pretrained loading error." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention failure in Ministral-3 and degenerate training with flash_attention_3 are different issues and code paths." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen-related loading issues, but the model families and failure modes differ enough that they do not look like the same bug." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "Sparse-layer construction in SwitchTransformersConfig is unrelated to PreTrainedConfig type-checking." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings API and gguf_file breaking from_pretrained are different regressions." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache missing and partial-batch result dropping are unrelated generation/pipeline bugs." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a test utility bug." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Import-from-image_utils failure and a docs parameter-name mismatch are not the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The chosen anchor issue:45278 is a reasonable broad umbrella for the cluster\u2019s v5 import-regression theme, and the one accepted duplicate pair (issue:43066 / issue:43122) is plausibly the same tokenizer regression. The other soft-edge rejections are generally cautious and do not overclaim shared root cause." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 45, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43531", + "issue:43550", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43874", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:44938", + "issue:44987", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46172", + "issue:46178" + ], + "soft_pairs": [ + "issue:43986|issue:45341", + "issue:44117|issue:44987", + "issue:43874|issue:44263", + "issue:43986|issue:44484", + "issue:43408|issue:44368", + "issue:43986|issue:45372", + "issue:43531|issue:45341", + "issue:45440|issue:46172", + "issue:44261|issue:44485", + "issue:43097|issue:46050", + "issue:43097|issue:45588", + "issue:43064|issue:44315", + "issue:38617|issue:42757", + "issue:44062|issue:44117", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:43502|issue:43992", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:43824|issue:43986", + "issue:44938|issue:46178", + "issue:43066|issue:43906", + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43012|issue:43550", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43352|issue:44380", + "issue:44162|issue:46172", + "issue:43352|issue:43976" + ], + "prepared_review_unit_hash": "578b9cdd520aec8917a908356b614511c87a1b6a36949fd60e58a3cf69d65361", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37732, + "estimated_input_tokens": 9433, + "estimated_eval_tokens": 19122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous; the soft-similarity links do not indicate true duplicates. The issues span unrelated import errors, model-specific bugs, config warnings, and backend behavior changes.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits: the set is too diverse and the proposed soft pairs are not the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative, issue:43986 is the most self-contained and actionable, but it is still not representative of the cluster as a whole.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Different problems: AutoProcessor video-model loading vs a testing_utils bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping fallback logic is unrelated to a physical-intelligence model load failure." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both involve GLM models, but they are different code paths and failure modes." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor/torchvision crash is unrelated to save_pretrained shard size behavior." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Both are warnings, but for different models and unrelated config issues." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different import/load failures affecting different processor stacks." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding window bug is unrelated to a testing_utils bug." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different model families and different tensor/implementation issues." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different RoPE/config precision concerns with no shared code-path." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Removal of an API flag is unrelated to quantization save/load breakage." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A removed config flag is not the same bug as flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Distributed optimizer-state corruption is unrelated to Liger kernel application in model_init." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols from different packages and different failure sites." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken argument duplication is unrelated to tokenizer mapping fallback assumptions." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing projections in qwen3next is unrelated to a dropped config field in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen variants and different missing components; not the same underlying bug." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leakage is unrelated to UMT5Encoder missing embed_tokens.weight." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different modules; no shared underlying defect." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A removed API flag and quantized offloading behavior are not the same issue." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Both touch kwargs handling, but one is AutoProcessor caching and the other is auto_docstring annotation parsing." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Processor loading with missing torchvision is unrelated to tokenizer mapping assumptions." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Missing model export/import symbol is unrelated to a video AutoProcessor loading crash." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python version support failure is unrelated to an unknown backend name error." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type is unrelated to the referenced reproduction issue." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba torch.compile SDPA failure are different model-specific problems." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing checkpoint weights is unrelated to the save_pretrained shard-size default." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "PyTorch precision warning during bfloat16 compilation is not the same as a compile+SDPA model failure." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation error messaging and Pipeline save_pretrained are different behaviors." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but they concern different models and unrelated causes." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized model save/load problems are unrelated to an infinite loop on a specific image." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving models/pipelines, but not the same code path or defect." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention support check for Nemotron is unrelated to GPT2 attention scaling being ignored." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage is unrelated to the deepseek-v4 tensor transpose issue." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Nemotron Flash Attention support and Python version compatibility are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 46, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43792", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:44038", + "issue:44077", + "issue:44222", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45478", + "issue:45479", + "issue:45698", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46172", + "issue:46209" + ], + "soft_pairs": [ + "issue:43792|issue:46123", + "issue:44380|issue:45479", + "issue:43064|issue:44380", + "issue:44380|issue:46132", + "issue:44483|issue:44514", + "issue:43208|issue:43526", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:43012|issue:44683", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:43618|issue:43761", + "issue:44038|issue:44230", + "issue:38617|issue:43502", + "issue:43618|issue:44380", + "issue:45698|issue:46172", + "issue:44483|issue:45290", + "issue:43756|issue:44485", + "issue:43299|issue:43867", + "issue:36683|issue:43475", + "issue:43066|issue:46209", + "issue:45276|issue:46077", + "issue:42994|issue:44655", + "issue:43901|issue:44655", + "issue:43299|issue:45753", + "issue:44077|issue:44380", + "issue:36010|issue:42757", + "issue:36683|issue:44077", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:44625|issue:46077", + "issue:43867|issue:45216" + ], + "prepared_review_unit_hash": "1dddb39d6443b127fc569075278c664cd4d79eca67cdf3e78391ffcf54d7e07a", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36940, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers bugs and regressions, with some loose thematic overlap around loading/saving and v5 API changes. None of the soft-edge pairs look like the same underlying defect closely enough to merge as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45698 is the best representative umbrella for the set because it is an active, broadly scoped save/load regression report with follow-up discussion, making it the most useful anchor among these mixed issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the strongest single issue to keep: it is concrete, currently open, and sits in the broad save/load serialization area that overlaps the most with nearby reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Different failures: Whisper model loading/runtime problem vs MaskGenerationPipeline partial-batch result dropping." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Unrelated code paths: attention-scaling backend behavior vs sequence-classification loss degeneracy." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Different subsystems and symptoms: FSDP/optimizer state corruption vs GPT-2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "One is backend attention scaling, the other is AttentionInterface registration semantics; not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Both involve chat APIs, but one is server/request validation and the other is VL processor batching with padding=False." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Completely different models and defects: xLSTM training blockers vs BeitImageProcessorFast label reduction." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Related to MoE/FP8 saving/loading, but one is FP8 save_pretrained and the other is Qwen3.5 MoE from_pretrained loading." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3 config attribute error and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Both are compiler-related, but one is a warning during bfloat16 compilation and the other is a hard flex_attention failure on newer torch." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Import-warning-on-path-slash is unrelated to the bfloat16 precision warning." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but for different missing symbols in different packages and different call sites." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but they affect different outputs: attentions missing vs hidden_states not returned." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Similar model family, but one is a general v5 bug report and the other is specific FP8 inference support." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Import failure for a config utility vs local_files_only still triggering API requests; distinct paths." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output-field regression is unrelated to GPT-2 attention-scaling backend behavior." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Save/load custom-module mismatch is unrelated to a DeepSeek V4 tensor transpose/dtype bug." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Different chat-template failures: server request rejection vs assistant messages with tool calls and no content." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they are different models and different bugs, so not the same defect." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE loading regression is distinct from a generic state_dict-sorted load error." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Unrelated model/config attribute issues in Gemma3 vs SAM 3 Video." + }, + { + "left": "issue:43066", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer decoder type regression and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same model family, but resize-token-embedding propagation and bidirectional-attention masking are different code paths." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Saving quantized models and saving Pipeline objects are different serialization problems." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to pipeline save_pretrained failure." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3VL-MoE loading regression is not the same as an infinite-loop image-specific generation bug." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "Optional post_init enforcement in patchtsmixer is unrelated to GPT-2 attention scaling." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different modules; no shared underlying bug." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init validation are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support for Nemotron and invalid GenerationConfig for GLM-5 are different model/config issues." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model-loading regression with base_model_prefix is distinct from pipeline save_pretrained failure." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 label propagation and Gemma4 bidirectional attention masking are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Generic sorted-state_dict load error and Qwen3.5 checkpoint save_pretrained regression are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 47, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43352", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43931", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44242", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44492", + "issue:44556", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45593", + "issue:45600", + "issue:45850", + "issue:46077", + "issue:46082", + "issue:46202", + "issue:46285" + ], + "soft_pairs": [ + "issue:46077|issue:46082", + "issue:43976|issue:44938", + "issue:43352|issue:45593", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44242", + "issue:43352|issue:43931", + "issue:43064|issue:44492", + "issue:43992|issue:45310", + "issue:43010|issue:45278", + "issue:43867|issue:46202", + "issue:44355|issue:44855", + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:44938|issue:45071", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:36296|issue:43575", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:43502|issue:44062", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43723|issue:44556", + "issue:44387|issue:44556" + ], + "prepared_review_unit_hash": "6d6d84d4fa47b4de7a29b590e7bc5669d9b1fb0cd2e54e9c38fef08a0ca0fee4", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37248, + "estimated_input_tokens": 9312, + "estimated_eval_tokens": 18880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated closed/open issue reports across different models, loaders, and training paths. The only clear duplicate-like pair is the import-performance reports around `import transformers` being slow.", + "confidence": 0.74, + "canonical_issue_reason": "issue:41669 is the most specific root-cause report in the import-slowdown pair; it identifies `import *` usage and quantifies the impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the best overall issue here because it is concrete, actionable, and has a clearly stated cause/effect pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Different model/config bugs: Gemma4 attention-mask logic vs LlamaConfig head_dim validation." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version complaints, but they describe different compatibility failures and likely different code paths." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated model behaviors: Flash Attention support gate vs D-FINE auxiliary-loss handling." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Similar symptom class, but different models and missing config fields (`vocab_size` vs `pad_token_id`)." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Different subsystems: CLIP output fields vs Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Different bugs: missing config attribute during load vs MoE load-balancing loss omission." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading/model issues, but one is Flash Attention support and the other is a weight-shape mismatch." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Training-state corruption and a cache-strategy typo are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different model-loading failures in different architectures and code paths." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "One is a cache update no_grad concern; the other is broad import errors after upgrade." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State-dict ordering/load error is unrelated to Gemma pipeline roundtrip tokenization failure." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both affect importing/compiled Python, but the causes are different (`compiled` files vs `torch.jit.script` parsing)." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different regressions: state_dict loading vs a missing Qwen3.5 vision config field." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Same underlying import-performance problem: one reports a concrete root cause (`import *`), the other reports the same slow-import symptom." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import/load failure and PretrainedConfig type-checking breakage are distinct." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Different areas: config attribute error in model load vs FSDP/PEFT optimizer-state mismatch." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "A flaky integration test due to missing seeds is not the same as an xdist race on captured_info.txt." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Specific cache no_grad behavior vs a broad complaint that v5 breaks many models." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen-related regressions: state_dict load error vs incorrect save_pretrained visual-encoder keys." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and failure modes; both are load errors, but not the same bug." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update semantics and Python-version compatibility are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions and patchtsmixer post_init allowance are separate issues." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and OOM while loading a large Qwen2 model are different problems." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "ImportError for missing PyTorch vs tokenizer-loading regression are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both touch CLIP internals, but one is attentions in output objects and the other is model-structure inconsistency." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Different model areas and failures: CLIP output fields vs LwDetrImageLoss AMP crash." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer activation bug and DeepseekV3MoE implementation divergence are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky SamHQ test is unrelated to Phi-4 multimodal loading." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leakage and AddedToken keyword duplication are unrelated tokenizer/library bugs." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI/test issues: seed initialization vs stale device override behavior." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "A flaky test issue and broken auto_mappings references are different classes of failures." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are load regressions after v5, but one is tokenizer loading and the other is checkpoint reload compatibility." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Quantization OOM and checkpoint reload failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft pair, issue:41669 vs issue:44246, is plausibly the same import-performance bug, and the rest are appropriately rejected as distinct failures." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 48, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45341", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209" + ], + "soft_pairs": [ + "issue:44222|issue:45125", + "issue:42890|issue:45341", + "issue:43576|issue:46132", + "issue:43010|issue:43065", + "issue:43502|issue:44485", + "issue:42548|issue:44351", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:43010|issue:43232", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:42831|issue:43874", + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:44315|issue:44360", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:33453|issue:36296", + "issue:43576|issue:43824", + "issue:44222|issue:44230", + "issue:44961|issue:45468", + "issue:31795|issue:38617", + "issue:41628|issue:42548", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:44315|issue:46209", + "issue:46143|issue:46144", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:43673|issue:44492" + ], + "prepared_review_unit_hash": "70631510a2c10c09bb5f9f219bb7fcc29085eba7fe51e73c12aafe96e1e24006", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38395, + "estimated_input_tokens": 9599, + "estimated_eval_tokens": 19454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: it mixes unrelated regressions across loading, imports, tensor parallelism, FP8, docs, tests, and RoFormer-specific behavior. There is no strong duplicate core, so all soft edges should be rejected.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44556 is the broadest user-facing regression here: a version-upgrade checkpoint reload failure. It is the closest anchor to the repeated loading/import-breakage reports, though the cluster is still too mixed to treat it as a true duplicate bucket.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44556 is the best representative issue for the cluster because it captures the general v4\u2192v5 loading regression theme better than the more specialized model-, CLI-, or test-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both involve FP8/Qwen/MoE, but one is about save_pretrained and the other about tensor-parallel plan/loading; different bugs." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Both touch test reliability, but one is missing set_seed in a specific SAM HQ test and the other is a generic testing_utils bug." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "CLI env-command breakage and AttentionInterface.register behavior are unrelated code paths." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/Layer update no_grad decoration and Sam3PixelDecoder dummy Conv2d are different implementation issues." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network leakage and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export regressions." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and a performance slowdown after upgrade are not the same bug." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is missing _tp_plan and the other is a from_pretrained error; not clearly one underlying defect." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on training failure and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache update no_grad and generation after sync_gpus are different generation-path bugs." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing tensor-parallel plan and missing vision config field are separate Qwen3_5Moe issues." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang and documentation confusion are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Network requests despite local_files_only and FP8 save_pretrained are different failures." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy and a missing image-patch helper in GLM46V are distinct bugs." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related loading regressions, but one is Qwen3VL MoE-specific and the other is a general checkpoint reload issue." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only network leakage and an unrelated placeholder issue have nothing in common." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow failure reporting and tensor-parallel training bug are different training issues." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file runtime errors and PretrainedConfig type-checking regressions are different breakages." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel model_init behavior and DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors and inability to save Pipeline objects are different API failures." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 vision model loading regression are not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Hugging Face Hub import error and broken env CLI command are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5 regressions, but one is the env command and the other is PretrainedConfig type checking; too broad to merge." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env CLI and Qwen2_5_VLForConditionalGeneration import failure are separate issues." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is save_pretrained and the other is inference support; not one concrete bug." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion around model.forward and an import error for layer_type_validation do not match." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different exported symbols and likely different package-regression causes." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env CLI in v5 and Python 3.14 load failure are different environment issues." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug and placeholder issue are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and placeholder issue are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel model_init and FP8 inference on B200 are different acceleration-path bugs." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both concern RoFormer, but one is missing kwargs forwarding and the other is attention-interface usage; not the same concrete bug." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and TextClassificationPipeline docs mismatch are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels bug are different subsystems." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache during chunked_prefill and a typo in cache strategies are not the same underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 49, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218" + ], + "soft_pairs": [ + "issue:45362|issue:45850", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44230|issue:46095", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:44393|issue:45753", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:42371|issue:44492", + "issue:45278|issue:45850", + "issue:41669|issue:46218", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43408|issue:44315", + "issue:44704|issue:44908", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:43976|issue:46218", + "issue:44492|issue:44945", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44655|issue:44861" + ], + "prepared_review_unit_hash": "aa177d43b6779880f364b76d0e5e7a6f727f368ec0968b854bfbe0793959b401", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39058, + "estimated_input_tokens": 9765, + "estimated_eval_tokens": 19786 + }, + "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 regressions, model-specific failures, docs issues, and import/lazy-loading complaints. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45278 is the best umbrella representative: it clearly captures the broad v4.57 -> v5.5 upgrade breakage theme with concrete import failures, which is closer to the cluster\u2019s common regression pattern than the more generic complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the strongest standalone issue in this set because it is concrete, versioned, and broadly representative of the v5 compatibility regressions seen elsewhere in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Both are user complaints, but one is a specific chat crash for Qwen3.5-35B and the other is a vague \u201ctoo many models\u201d regression report; not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor save files vs an unlabeled generic bug report; no concrete shared code path." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior and a TensorBoard/TF backend error are unrelated issues." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3-VL/Moe problems: one is a bug report, the other is missing tensor-parallel plan support." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 support request is not the same as asking for a weight conversion script." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading malfunction is distinct from unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box output failure and PretrainedConfig type-checking breakage are different code paths." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken `transformers env` command and checkpoint reload incompatibility after upgrade are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen3-VL-ish behavior, but one is bounding-box output failure and the other is an infinite-loop on a specific image." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Llama4Config pad_token_id AttributeError is a specific config bug, not the broad generic v5 breakage complaint." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup/performance concern is unrelated to missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade-related, but one is checkpoint reload incompatibility and the other is remote-code meta-init incompatibility." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_id regression is model-specific and not the same as the generic \u201cbreaks too many models\u201d report." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is not the same issue as broad v5 model breakage." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API migration warning and cache-strategy typo do not share a concrete bug." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "They are both broad v5 complaints, but 45278 is specifically about import errors after upgrade while 45850 is a generic summary; too vague to treat as the same bug." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-time slowdown from star imports is unrelated to failing to import Qwen3_5ForCausalLM." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowdown and lazy-loading failure are different symptoms with different likely fixes." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests and an inverse_sqrt scheduler kwargs bug are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3_video vs sam3_tracker model-type warning is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs passthrough and scheduler kwargs handling affect different subsystems." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and a generic bug report are not the same defect." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error and a generic bug report do not line up as duplicates." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support error for NemotronH is unrelated to Qwen3-VL bounding-box hallucination/output problems." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility issue and Qwen3-VL output bug are different." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "`transformers env` command breakage and scheduler kwargs omission are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Both are API/compatibility complaints, but one is scheduler kwargs being ignored and the other is type-checking breakage in PretrainedConfig." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Star-import performance issue is not the same as missing HybridCache export/import failure." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-time slowdown from star imports and a testing_utils bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python version support regression is not the same as broad model breakage after v5." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python support mismatch and missing Qwen3_5ForCausalLM import are distinct issues." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo and incorrect output under pipeline parallelism are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bounding-box errors and Qwen3.5 Moe from_pretrained failures are different model bugs." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and _get_tied_weight_keys AttributeError are unrelated implementation bugs." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still mentioning pipeline() and inverse_sqrt kwargs handling are not the same underlying issue." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion around model.forward parameters and tokenizer loading regression are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied with model_init and flash_attention_3 degenerate training are different failures." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading malfunction affect different code paths." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer discussion and Gemma-4 audio positional encoding bug are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure and tied-weight-key attribute crash are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 50, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:46018|issue:46172", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:44485|issue:45468", + "issue:43298|issue:46095", + "issue:43704|issue:44485", + "issue:45850|issue:46218", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44861|issue:45290", + "issue:44938|issue:44998", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144" + ], + "prepared_review_unit_hash": "a7a13e120ffa04559eb88b88f8080e15e795111700126b36dc950124f7c36307", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 45, + "serialized_chars": 40215, + "estimated_input_tokens": 10054, + "estimated_eval_tokens": 20364 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy similarity around Transformers v5/model-loading regressions, but the individual issues are still mostly distinct concrete bugs. I would keep one broad umbrella issue and reject the soft duplicate links.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set (\u201cSince 5.0 version it breaks too many models\u201d) and best matches the shared v5-regression theme; the others are narrower, model-specific failures or unrelated bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best global representative because it captures the widest user-visible symptom without overcommitting to one specific code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained failure; not the same underlying bug." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading behavior is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken `transformers env` command and missing `Qwen3_5ForCausalLM` import are different failure modes." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating issue vs a specific tensor transpose bug in deepseek-v4; different code paths." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are model-specific but distinct bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math is unrelated to scheduler kwargs being ignored." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/performance issue is not the same as a VRAM leak in Qwen3ForCausalLM." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about forward arguments is unrelated to a model loading regression." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and forward-doc confusion are not the same bug." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both touch positional/encoding concepts, but they affect different models and different implementation errors." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio support is unrelated to DeepSeek-V4 weight conversion support." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads is unrelated to RoPE implementation details." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 breakage and a specific module import error are not one concrete bug." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network leakage is unrelated to Qwen3VL timestamp computation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings issue is unrelated to a Qwen3ForCausalLM VRAM leak." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and missing files in `processor.save_pretrained(...)` are different issues." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Different subsystems and different symptoms: processor timestamps vs model threading memory leak." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "A `torch.split()` return-value issue is not the same as a Gemma audio positional encoding bug." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing `rms_norm_eps` for MLA q_a_layernorm is a different configuration precision bug." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Missing `HybridCache` import and missing `Qwen3_5ForCausalLM` import are separate import failures." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support error is a different capability check than a module import failure." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both relate to tokenizer changes in v5, but one is behavior differences and the other is a wrong decoder type; too broad to merge." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Typo in cache strategies is unrelated to the unrelated placeholder issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the unrelated placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "The placeholder issue is not a real duplicate of broad v5 model breakage." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key attribute crash and chat-template tool-call crash are different code paths." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to the unrelated placeholder issue." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing `pad_token_id` in Llama4Config is unrelated to tied-weights key handling." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing `pad_token_idx` in StableLmConfig is a different config field regression." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow pretrained loading and a missing symbol import are unrelated failures." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request is unrelated to missing processor save files." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow job status reporting and slow checkpoint loading are unrelated issues." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load speed and tensor-parallel training bug are not the same problem." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support request is unrelated to Qwen3.5 MoE from_pretrained loading failure." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading and tokenizer loading regression are different bugs." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support and FP8 inference support are distinct feature gaps." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Weight initialization logic in Mamba/Mamba-2 is unrelated to RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value handling is unrelated to DeepSeek-V4 expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Type hint for `norm_eps` and tokenizer regex warnings are different issues." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Ignore-value usage and kwargs not passed to loss are separate training bugs." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs propagation is unrelated to RoFormer attention implementation." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former loss parameter issue is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Ignore-value bug and RoFormer attention-interface bug are not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 51, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-434", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813" + ], + "soft_pairs": [ + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "af87c2d98c0cb76efda8787351019aa9c61b27a8e71dd39f2e2c17e46a9adcf8", + "component_budget": { + "node_count": 434, + "item_count": 434, + "soft_pair_count": 1606, + "serialized_chars": 831068, + "estimated_input_tokens": 207767, + "estimated_eval_tokens": 415790 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 4303, + "estimated_input_tokens": 1076, + "estimated_eval_tokens": 2408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: model-specific norm behavior, a Mask2Former loss bug, a kwargs plumbing bug, a ModernBERT type-hint issue, and an unrelated typo. No soft duplicate pairs look like the same underlying issue.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43240 is the strongest standalone bug report: it describes a concrete functional problem, has broader context, and is more substantial than the small typo/type-hint reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Different problem domains: Mask2Former ignore_value handling vs a typo in a quantization attribute name. No shared code path or underlying bug." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "One is missing kwargs in loss computation; the other is an incorrect type hint on a config field. These are unrelated fixes." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A ModernBERT config typing issue and a quantization typo are not the same bug and would not be merged as one PR." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Both mention normalization, but they concern different models and different problems: Llama4 norm semantics vs ModernBERT norm_eps typing." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former loss/ignore_value behavior is unrelated to a ModernBERT config type-hint typo." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "0c7fa9e24bf0f10681b8ee8c6392a2926912bfe7ac33dbd24f7cd0c24750b725", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates: one is about token truncation direction, one about ReduceLROnPlateau-style scheduler behavior, and one about Wav2Vec2 word boundary timestamps. They only share vague transformer/model-library similarity.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #10519 is the most concrete and self-contained request, but it is still unrelated to the other two; it concerns truncating from the beginning vs end in tokenization.", + "canonical_pr_reason": null, + "best_issue_reason": "#10519 is the clearest representative of a specific feature request. The other issues address completely different subsystems (LR scheduling and audio word offsets), so there is no true duplicate cluster member.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Token truncation direction vs. Wav2Vec2 word time offsets are unrelated features in different code paths." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Tokenizer truncation behavior and ReduceLROnPlateau-like scheduling are entirely different requests." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Learning-rate scheduler functionality and extracting word start/end offsets from Wav2Vec2 are not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "17963fde7257e6ba3811162db59985e9d67fb9eba9cf337ba3c58f5641473c4d", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues do not describe the same underlying bug. #13244 is about Tapas tokenization output differing from TensorFlow code, #15980 is about a bad/private-model download auth error, and #16618 is a generic model-loading failure. No duplicate pair is strong enough to merge.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the reports target distinct problems, so none should anchor the cluster as a duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the broadest and most central of the three because it concerns general model loading, but it is still separate from the other two issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problem domains: Tapas tokenization mismatch vs. a generic model-loading failure. No clear same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "#15980 is specifically about private-model download/auth messaging, while #16618 is a public model load failure. Similar surface symptoms, different 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": 4, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "213185ee568230238bfab6282a059ceffe8e472ac5758271bffccd680e7214c2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related community contribution requests, but they target different features and different code paths: Flash Attention 2 support vs GGUF support. They should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 26350 is the more established and heavily discussed request, so it is the better representative issue for the cluster, but it is not the same underlying problem as 33260.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 26350 is the strongest single issue to anchor the cluster because it has much higher discussion activity and is a clear standalone feature request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests: Flash Attention 2 architecture support versus GGUF architecture support. They involve different underlying changes and are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:46222", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:46222", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:46222", + "issue:43834|issue:44365", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "2f7d31d45224c0e48c3e373911ac5d2876a5675cc1fe92ea835626a0b3a25888", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 25, + "serialized_chars": 13684, + "estimated_input_tokens": 3421, + "estimated_eval_tokens": 7098 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 25, + "serialized_chars": 13684, + "estimated_input_tokens": 3421, + "estimated_eval_tokens": 7098 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly separate i18n documentation-translation issues for different languages. They look textually similar because they share a template, but they are not the same underlying task or bug.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the most generic template-like translation issue and best represents the cluster, but it should not be treated as a duplicate canonical for the language-specific translation requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation tasks; the titles/body pattern are similar, but this is not the same language or same underlying request." + }, + { + "left": "issue:27088", + "right": "issue:46222", + "accept": false, + "reason": "Different translation tasks; template similarity only, not the same concrete issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language translation request; similar template, but separate work item." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "One is Turkish-specific, the other is a generic placeholder/template issue; not the same underlying task." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language translation request (Turkish vs Romanian); same subsystem, but not duplicates." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different language translation request (Turkish vs Spanish); only template similarity." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request vs generic placeholder/template issue; not the same task." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different translation tasks; no evidence they refer to the same language or change." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different language translation requests; similar template only." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish-specific request vs generic placeholder/template issue; not duplicates." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Different translation requests; same broad i18n area, but distinct languages." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different translation requests; same template, not the same underlying issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian-specific request vs generic placeholder/template issue; not duplicates." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian-specific request vs generic placeholder/template issue; not the same task." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different language translation request; unrelated underlying task." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both look template-like, but they still correspond to separate translation requests rather than one bug/change." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Both look template-like, but there is no evidence they are the same language or same request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Template similarity only; distinct translation issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Template similarity only; no evidence of a shared concrete change." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Both are placeholder-style translation requests, but not the same underlying task." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Both are placeholder-style translation requests, but not the same underlying task." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different translation requests; similar wording is just the template." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Template similarity only; separate translation requests." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Template similarity only; separate translation requests." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Different language translation request; not the same issue despite similar template wording." + } + ] + }, + "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": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "8a4218e8a2bb85ae5fb15147bf96f88ae574479712a7aa2d23a79a511ea93c53", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21655, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21655, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is not a duplicate cluster in any meaningful sense: the items are separate model-request issues for different architectures and modalities (vision, audio, OCR, text, ASR/TTS, sparse transformers). None of the soft edges should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "No true canonical duplicate exists; if an anchor is needed, issue:43671 is the most active and clearly scoped request, but it is still unrelated to most of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43671 is the best standalone representative because it has the clearest problem statement and the most discussion, but it should not absorb the others as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 are unrelated model requests." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support is unrelated to Qwen3-TTS audio support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config and RF-DETR are different model families and tasks." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR object detection and DEIMv2 are distinct model additions." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR detection support is not the same change as adding LFM2.5 Audio." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and the weight-sparse transformer request are different code paths and model types." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR object detection and Qwen3-ASR are unrelated features." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR object detection and Qwen3-TTS are different model-support changes." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT addition and the sparse transformer request do not target the same code path." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different model families and modalities." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate model additions, not one bug or patch." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are distinct model requests with different architectures." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR are different model integrations." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the OpenAI sparse transformer request are not the same concrete change." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 support and Voxtral TTS support are unrelated feature additions." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are separate model additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model-support changes." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and BERT-like RoPE are related only thematically, not the same change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are different modalities and likely separate implementations." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are distinct model integrations, not one duplicate change." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and the sparse-transformer request target different model behaviors." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio-model support requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different model integrations." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model architectures." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the sparse transformer request do not describe the same bug or code path." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "OpenAI weight-sparse transformer support and EUPE are different architecture additions." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model features." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and code paths." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are distinct model proposals, not a single duplicate change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "ae19a7a59683d6dd8edea74075f110d708b4dbc3cd7fe9429d80c8e63a373fd4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is about block decoding, the other is a model-specific DeepSeek v3.2 support request. They do not describe the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics and likely different workstreams: block decoding vs DeepSeek v3.2 support. No shared code path or explicit linkage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "97df14bbba65b2d79a5ba91c93fd67bbd85617e51ee3f3eca98f0010cd3cac1a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very high level (custom trainers / Trainer internals), but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. Not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a clear duplicate canonical; if forced to pick a representative, #43598 is the more concrete Trainer-behavior change, but the two issues remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They concern different code paths and outcomes: `remove_unused_column` behavior versus FLOPS estimation. Shared mention of custom trainers is too broad to treat as 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": 9, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "f5e23007d1df636b95d197136b5d8f2b39868c0ac6f6ce57d177091fedaa99b7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very high level (both ask for additional Qwen model support), but they target different model families and different AutoModel heads, so they are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #43684 is the broader, more general request: register Qwen3-Omni with AutoModel and AutoModelForConditionalGeneration. It is a better representative of the cluster than the narrower sequence-classification request.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the best issue to keep as the representative because it covers a larger, foundational registration gap rather than a specific downstream head.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Not the same underlying bug: #43684 is about Qwen3-Omni model registration for base/conditional-generation auto classes, while #44405 is specifically about adding AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Different model versions and different task heads." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "7d08e6d33e1f481121645ab8ea6e48cf9046c09dcc38593bd3da2f5816a5517c", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three \"huggingface\" issues look like duplicates of the same report; the \"Fett\" issue appears unrelated. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43845 is the earliest of the identical \"huggingface\" reports, so it is the best canonical issue among the likely duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the cleanest global issue candidate because it exactly matches the repeated title and predates the other duplicate-looking issues; 43835 has a different topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no concrete shared bug details; the similarity signal is too weak to treat these as the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no evidence of the same underlying problem." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "\"Fett\" does not appear to describe the same report as the generic \"huggingface\" issues." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same exact title and close creation times strongly suggest duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and same apparent topic; likely duplicate issue reports." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and same apparent topic; likely duplicate issue reports." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: the three \"huggingface\" issues share the exact same title, and 43845 is the earliest. The summary stays appropriately cautious by saying they \"look like\" duplicates, while 43835 has a different title and no concrete evidence tying it to the others. No PR-pair 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": 11, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "7d6037a89271f7918c5ebeb93009aaeab98a51ee8fca3466c1235bc8af90a97a", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No duplicate cluster here: the issues are mostly unrelated spam/generic placeholders and do not describe the same bug or request.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue stands out because the items do not share a concrete topic or underlying problem; they are just unrelated spam/generic issue titles.", + "canonical_pr_reason": null, + "best_issue_reason": "None is a good representative for duplication triage. If forced, 44418 is the least spammy, but it still does not meaningfully represent the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam-like placeholders with no shared concrete bug or request." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like placeholders with no shared concrete bug or request." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a generic documentation suggestion; no same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a separate generic title about Google LLC; unrelated." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation suggestion vs spam placeholder; no common bug/change." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation suggestion vs spam placeholder; no common bug/change." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like placeholders, but there is no evidence they report the same underlying problem." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and unrelated generic title; not the same issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and unrelated generic title; not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "e28e64361d2a3b19ee2d4e063a619e68aa9eecd0a70261e574545dcb5f0023b4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues appear to be duplicates: they have the same title, very similar body lengths, and only soft-similarity evidence distinguishes them.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #45145 is a good canonical choice because it is slightly earlier and has an inbound reference, suggesting it is the more established thread.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue representative because it matches #45151 almost exactly and has a bit more thread activity/visibility.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and strongly similar content indicate the same underlying issue; this looks like a duplicate report rather than a distinct bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst\u2019s conclusion is grounded in the packet: the issues have identical titles, very similar body lengths, and the only recorded pair evidence is soft similarity. The canonical-choice rationale is also supported by the earlier creation time and the inbound reference on #45145. The soft-edge accept is conservative enough for this evidence level." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "80aded187d4cf45f4c4f87548759ff24ca4345b6820ce846866138e3a897cd24", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a broad 4-bit inference level, but they describe different bugs: one is a Gemma4 audio-module uint8/finfo failure, the other is a BitsAndBytesConfig skip-modules regression that drops the default lm_head exclusion. Not a duplicate pair.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #45674 is the clearer, more general regression description and is easier to use as the representative issue for this cluster, even though it is not the same bug as #45672.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45674 is the best standalone issue because it states the configuration-triggered failure mode directly and in a reusable way.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different concrete failure modes: Gemma4/audio-module torch.finfo() TypeError on uint8 weights versus BitsAndBytesConfig clearing the default lm_head exclusion and causing an AssertionError." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "dd73fbf6a5c2c52db3fde06abb2442e73ba6e12fd5538bd905780957cd6fc2ac", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are unrelated personal-name/date entries with no body, no links, and no shared technical context. They should not be deduplicated.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue: these are distinct entries with different names/dates and no evidence of the same underlying bug or request.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good global canonical candidate because neither contains any substantive problem description or shared context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different people and different dates; no indication they refer to the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "6747dfd42b539923a3a364f4405e89b238e8eedcb7ba819c3f4a24a1df9d5af8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues with only personal-name-and-date titles, no body text, no links, and no shared technical context. They do not look like duplicates or the same underlying bug.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Titles are different personal names with different dates; there is no issue description or linkage indicating the same bug/request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "7e576f20079ca1183a9fef3040726efd51f04b2fb7b02be9d6c342a854d1ac9a", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5723, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5723, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster appears to contain two separate likely duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a different dataset-promo request and does not match the DataForge feature/request titles. The evidence supports high similarity, but not explicit duplicate confirmation.", + "confidence": 0.84, + "canonical_issue_reason": "45870 is the best representative for the DataForge example-request pair because it matches 45871 closely and has slightly more activity. It should be treated as a representative of that subcluster, not as a canonical for all five items because 45872/45873 form a separate likely-duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the strongest issue to keep as the representative issue: it is one half of the most clearly matching DataForge example pair and has marginally more discussion activity than 45871.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different requests: a dataset bundle promo versus a DataForge financial prediction example." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different requests: dataset bundle promo versus the DataForge example request." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and matching metadata/body shape; this is very likely the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related finance/DataForge theme, but the titles indicate different feature requests." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same broad domain, but not the same concrete request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "The overlap is thematic only; one is an example request and the other is a scraping-service request." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete request despite similar DataForge/finance wording." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and matching metadata/body shape; this is very likely the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The grouping is mostly grounded, but the analyst overstates certainty. The packet only provides soft-similarity evidence (even for the jaccard=1.0 pairs) and no explicit duplicate confirmation, so phrases like \"exact duplicate,\" \"clear duplicate pair,\" and \"exact twin\" are too strong. A more conservative summary would say the pairs are highly similar or likely duplicates, with 45869 not matching the DataForge request titles." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 29, + "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-39895-15", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267", + "pull_request:46268" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:46048|pull_request:46268", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "8a65547ac6a09921970169a909007ef202c6625d690594f100eb21c82b3efb8b", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40308, + "estimated_input_tokens": 10077, + "estimated_eval_tokens": 20410 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40308, + "estimated_input_tokens": 10077, + "estimated_eval_tokens": 20410 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only one soft duplicate stands out: the two `fixed_cross_entropy` PRs for issue 43240. The rest are feature additions or unrelated fixes touching different code paths, so they should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the clearest representative: it is explicitly linked to issue 43240, directly patches `fixed_cross_entropy`, and is the more complete/intentional formulation of the same fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best overall representative because it has the explicit issue reference, a focused diff, and the same code-path fix as the duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Videoprism model addition vs an Executorch dynamic-shape test; unrelated changes and not the same bug or feature." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API addition vs Executorch export test; different subsystems and different goals." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer methods vs adding MobileLLM; separate model support work, not duplicate work." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor-pretrained robustness changes vs MobileLLM model implementation; unrelated code paths." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix vs adding MobileLLM; completely different changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy kwargs fix vs Mistral4 test/model work; no shared underlying bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export test vs Mistral4 fixes; unrelated features/tests." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch dynamic-shape test vs MobileLLM model addition; not the same underlying issue." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition vs `cls.config` resolution order fix; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model addition vs Falcon output-collection refactor; different model and different change type." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs model-creation skill/docs; not the same bug or code path." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon refactor vs Mistral4 fixes; separate model internals." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 tests/fixes vs CLIP-like `layrnorm` renaming; unrelated model families and paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 fixes vs chat parsing/serve update; different functionality entirely." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests vs TDT loss kernel integration; unrelated changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 fixes vs `cls.config` resolution ordering; different underlying issue." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes vs model-creation skill; one is code/tests, the other is repository tooling/docs." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition vs model-creation skill; not duplicate code." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46268", + "accept": false, + "reason": "TDT loss kernel integration vs ROCm kernel routing for AITER; same broad area but different kernels and code paths." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same `fixed_cross_entropy` signature/API issue in `src/transformers/loss/loss_utils.py` for issue 43240, adding support for `weight` and `label_smoothing`; they are mergeable as one change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The only accepted soft duplicate is well supported: both PRs target `src/transformers/loss/loss_utils.py`, both reference issue 43240, and both patch `fixed_cross_entropy` to pass through `weight`/`label_smoothing`. The remaining pairwise rejections are conservative and grounded in the packet, with no clear overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 29, + "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": "170d07770762fdda88cf4efd1819b2f27a3568845419e41ad5fe1c4232e00a13", + "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": "Both PRs add VibeVoice support, but they are not the same concrete change: #40546 is the initial VibeVoice implementation, while #42781 adds VibeVoice Realtime and an acoustic tokenizer plus related runtime changes. They overlap on shared model plumbing, but should not be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "#40546 is the earlier, broader base implementation of VibeVoice and is the better canonical PR for this cluster.", + "best_issue_reason": null, + "best_pr_reason": "#40546 is the strongest representative because it establishes the core VibeVoice integration; #42781 is a later, more specialized realtime extension.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Shared filenames reflect common VibeVoice scaffolding, but the PRs target different changes: initial model integration vs. realtime/acoustic-tokenizer support. They do not look like one fix that could plausibly be merged into a single 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": 3, + "component_count": 29, + "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": "7cf08534251a24f96dee2c644361694d2f699b8ab7ef8e9ec4dc68475f97969b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one adds TimesFM covariate-based forecasting, the other adds DINOv3 image classification support. They touch different models, code paths, and feature areas, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 41224 is the more concrete and better-scoped change, with stronger review activity and a clear single model feature addition, making it the better representative artifact in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 41224 is the best representative here because it is a focused, self-contained feature addition with substantial review/discussion, whereas PR 40755 is a broader TimesFM feature change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying changes and code paths: TimesFM covariate forecasting vs DINOv3 image classification support. They are not the same bug or 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": 4, + "component_count": 29, + "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": 29, + "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-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "7f1edbd5507582efcbc4cddeb32de89638356fccb350fc82ac08bcea2b8fb700", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No duplicate cluster here: all three items are separate new-model addition PRs for different architectures (DeepSeek OCR, Isaac, Kimi2-6). They share template files and automation wiring typical of model-onboarding PRs, but not the same underlying change or bug.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "None of these PRs is a global canonical choice; they are unrelated model additions and should remain separate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different models and codepaths (DeepSeek OCR vs Isaac). Shared docs/auto-registry plumbing is incidental to model onboarding, not evidence of the same fix/change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model families (Isaac vs Kimi2-6) with distinct implementation files and model-specific tests. They are not plausibly mergeable into one PR for the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 29, + "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": "7b5ccd85b3cc57f7e89ae463d1e5857bbc33c14c0e6daecdb49ce1ef56cc28a5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related CI/workflow maintenance PRs, but they are not the same underlying change: PR 42975 focuses on Node 24 compatibility for GitHub Actions across many workflows, while PR 42976 upgrades docker/build-push-action and other actions to latest versions. The overlap in workflow files is too broad to treat as a duplicate.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical representative because its scope is more clearly defined around Node 24 compatibility and it touches a broader, more cohesive set of workflow action-version updates.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best overall representative of the cluster since it centers on a single infrastructure upgrade theme; PR 42976 is a separate action-version bump with a different concrete dependency (docker/build-push-action).", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Do not merge as duplicates: they update different GitHub Actions dependencies and address different upgrade goals. Shared workflow filenames alone is not enough to indicate the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "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" + ], + "prepared_review_unit_hash": "89bb9de21d150bc0434af65bced7036e9aa81611756d870876d491dac993edc0", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14184, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14184, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates of one another; they are separate model-addition changes that only overlap on generic Transformers boilerplate (docs, auto mappings, package exports).", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "43451 is the most substantial and active PR in the set, but it still represents a distinct Molmo2 addition rather than a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "43451 is the best representative of the cluster by scope and review activity, covering the broadest end-to-end model integration among the four.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different underlying models and code paths: ViT NEPA vs Molmo. Shared auto/docs files are generic model-registration boilerplate, not the same fix or feature." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are separate model additions with different architectures, processors, and files; similarity is only in shared Transformers scaffolding." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "These add unrelated models in different domains (vision vs time series), so they are not the same underlying change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by naming, but the PRs implement different model families and feature sets; they are not one mergeable duplicate fix." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model additions; overlap is limited to generic registry/docs plumbing." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM address different model families and code paths, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 29, + "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-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "1b3b28551875ad746c2a1feba3b67ff7eb50201c57b8e8523850d06815a3f3a1", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7091, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7091, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These pull requests do not look like duplicates of one another. One is a Whisper test/tokenizer fix, one is unrelated CLIP/ViT test noise, and one is a broader FP8 dequantization fix spanning loading/quantization code.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the most concrete and substantive code fix in the set, with a coherent change set around FP8 dequantization and related loading/quantizer paths.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the best representative of an actual bug fix because it has a clear technical scope and touches the code path most likely to be the real underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer/test changes and unrelated CLIP/ViT test edits do not describe the same underlying bug or mergeable change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding/test cleanup is unrelated to FP8 dequantization and model-loading logic." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "The CLIP/ViT test-only edits are not the same concrete code-path fix as the FP8 dequantization/load-path 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": 9, + "component_count": 29, + "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-43488-5", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45932", + "pull_request:46100", + "pull_request:46114" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46114", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46114", + "pull_request:45932|pull_request:46100", + "pull_request:46100|pull_request:46114" + ], + "prepared_review_unit_hash": "ef85b6798670cb0813109789ff5916eb2b60adb8a92a61746829ea13bbb71b0c", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12262, + "estimated_input_tokens": 3066, + "estimated_eval_tokens": 6388 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12262, + "estimated_input_tokens": 3066, + "estimated_eval_tokens": 6388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All candidates appear to be synthetic or unrelated test/CI PRs; there is no strong duplicate pair here. The closest pair by filename overlap still targets different changes.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45932 is the best anchor because it is the broadest substantive change in the set and is the clearest representative of the synthetic testing/telemetry cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45932 is the most representative overall; it has the most concrete code changes and the widest scope compared with the smaller test-only or workflow-only PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46114", + "accept": false, + "reason": "Shared Vit test filename is not enough; one is a repo-bot formatting check and the other is a CI/OTEL migration test PR with unrelated changes." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Both are synthetic PRs, but their diffs target different CI/test behaviors and do not look like the same bug or change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46114", + "accept": false, + "reason": "Overlap is only in test/CI infrastructure; the specific workflow edits and test changes are different underlying changes." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "They both touch ViT-related files, but 45932 is mainly a large workflow/model/config change while 46100 only injects failing assertions into a test; not the same concrete fix/change." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46114", + "accept": false, + "reason": "Both edit ViT tests, but 46100 is a tiny test-mutation PR and 46114 is a broader migration/OTEL/CI PR; they are not mergeable as one duplicate change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 29, + "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": "f156d8cce9f3e938f7b445c62ec0680d1feb9ba50a1b4d23db089a2767997e3b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share some documentation and plumbing, but they target different model/pipeline code paths and should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a single representative is needed, PR #43613 is the broader and more integrated feature branch, but it is not a duplicate of #43612.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the stronger standalone representative because it covers a larger integration surface and more model-specific updates, though it remains a distinct feature from #43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Reject: these are different pipelines/features (concept segmentation vs visual segmentation). Shared docs and scaffolding are too broad to indicate the same concrete bug or change, and they would not plausibly be merged into one PR without conflating distinct functionality." + } + ] + }, + "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": 29, + "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": "4075bf905661f156330e7699cdeeb95b04fcc901ab14e0965749db0a969249e2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs both touch `trainer.py` but address different extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They are not duplicate fixes and should not be merged together.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43651 is the more concrete behavioral fix: it changes runtime loss scaling in `training_step` and adds a hook for custom trainer control, making it the stronger representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the best single representative because it targets a specific training bug/behavior change, whereas PR 43663 is an orthogonal refactor-hook for dataset column filtering.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying changes: 43651 concerns gradient-accumulation loss scaling, while 43663 concerns inspecting model signatures to filter columns. Same file/subsystem, but not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "3cbc812b400964fe41ffb5b111a1df961a45b8d7c3186f53181f1bc7e66d6da2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter/NameError, but they appear to address different runtime typing issues rather than one identical fix.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the more specific and better-scoped fix: it directly addresses the TypeAdapter NameError when pydantic is unavailable, while PR 43656 looks broader and more like typing/annotation cleanup in the same file.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the strongest representative because its title and diff align tightly with the concrete failure mode and the runtime import/annotation guard needed to avoid the NameError.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "They overlap in the same file and shared symptom, but the diffs suggest different fixes: 43656 is broader annotation/future-annotations cleanup, while 43842 specifically guards TypeAdapter for the no-pydantic case. Not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 29, + "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": 29, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44066|pull_request:44068", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request: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:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44073|pull_request:44161", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:44017|pull_request:44018", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "432f8df0bee8da1638623bee885a9b3a465292d93f4d2613a6e16c2982436218", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84894, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75090, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a themed batch of model-specific output-tracing refactors. A few PRs are true duplicates within the same model family (GPT-J/CodeGen and GPT-Neo), but most pairs only share the broad standardized-tracing initiative or the tracking issue.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best representative of the core change: it targets the shared GPT-J/CodeGen output-tracing refactor, explicitly links the tracking issue, and looks like the most consolidated version of that duplicated sub-change.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest global representative of the cluster\u2019s central duplicated subthread, with the clearest on-topic GPT-J/CodeGen refactor and explicit issue linkage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families (CVT/FNet vs GPT-J); same tracking issue is not enough to merge as duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different code paths and models (CVT/FNet vs DeBERTaV2)." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same underlying code path; 44085 appears to be a narrower variant of the same change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model implementations (RegNet/ResNet/RT-DETR vs EfficientNet), so not the same concrete bug/change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPT-J/CodeGen are unrelated code paths despite similar refactor framing." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor; different model-specific changes." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTaV2 are unrelated implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen refactor and MGP-STR refactor are distinct changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Different models and code paths (GPT-J/CodeGen vs MPT)." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors touching the same model code path and appear to be the same underlying change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are separate model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo are different concrete refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated model code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; same initiative, different code path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated model refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are different model-specific changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM are different implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are separate model refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different model changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are distinct model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated model-specific refactors." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different models; same issue style is not enough." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are unrelated model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different models and different concrete changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are separate model refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 vs GPT-J/CodeGen are different code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated model changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are different implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are different model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are different model-specific changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44073", + "accept": false, + "reason": "ResNet and VisualBert are unrelated models." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are different model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different model refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet and TextNet are different model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are unrelated changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44073", + "accept": false, + "reason": "DeBERTaV2 and VisualBert are different model-specific refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTaV2 and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTaV2 and VITS are different model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is effectively the same change family as 44066." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same underlying model code path." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are different model-specific changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "Different model families and different refactor targets." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTaV2 and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTaV2 and VITS are unrelated model refactors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it distinguishes broad standardized-tracing theming from true duplicates, and the accepted soft pairs are limited to the same model families/code paths (GPT-J/CodeGen and GPT-Neo). No pair is overstated as mergeable across unrelated model implementations." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 29, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "658ddf01fd3a3a94bf8a7fc76da12caaa6921ccc0133f88be820dd93bc55e2d5", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84894, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all related to the same broad maintenance effort\u2014standardizing output tracing/capture across different transformer models\u2014but they target different architectures and code paths, so they are not true duplicates of one another.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest representative of the cluster because it has an explicit issue link and a concrete, model-specific output-tracing refactor in SpeechT5, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet vs ImageGPT: different models, different files, and different output-capture wiring. Same general refactor theme, not the same underlying bug/change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert vs TextNet: both are output-tracing refactors, but they touch separate model implementations and separate forward/output semantics." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are distinct model code paths. The PRs share the standardized-output theme but do not fix the same concrete issue." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet vs TextNet are unrelated model implementations; this is a broad refactor category match only, not a duplicate change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are different architectures with different tracing implementations. They are similar migration PRs, not mergeable duplicates." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 involve different model families and different output-capture behavior; same project-wide pattern, not the same concrete 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": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request: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": "f1e07a17cd77dfeb73184f10f51c1bd8b8669567cb05ab11dae9fd8ea250884b", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39792, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39792, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a broad \"output tracing\" refactor theme, but they target different model families and distinct forward paths. They are similar in style, not duplicates of the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: each change is model-specific and independent, so none is a true duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "If one representative is needed, #44025 is the strongest fit: it makes a concrete, multi-file output-tracing refactor in a closely related model pair, with explicit can_return_tuple changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and separate forward/output code paths; same refactor theme only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Timm backbone vs vision-text dual encoder are unrelated implementations, not one fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different architectures and output plumbing; not the same underlying bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate model families with unrelated code paths; too broad to be a duplicate." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated models and implementations; only the refactor pattern matches." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 vs UnivNet are different code paths; not the same fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families; similar output-tracing cleanup but not a shared bug." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and forward signatures; not mergeable as one duplicate PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Separate architectures with independent output-handling changes." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Model-specific refactors in unrelated components, not one underlying issue." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated code paths; same refactor style only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models with separate forward implementations; not a duplicate fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems and architectures; no shared concrete bug path." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "These are separate model refactors, not the same change set." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Unrelated model code paths; only the output-tracing pattern is shared." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and independent changes; not a duplicate." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate architectures with distinct forward behavior; not one fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model implementations and output plumbing; not the same bug/change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different families (UperNet vs Mamba); similar refactor theme only." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba-family output tracing vs CodeGen cache/output changes are different code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and distinct forward logic; not a duplicate." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Unrelated architectures and fixes; same broad refactor pattern only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models and implementation details; not the same underlying issue." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Separate code paths in different models; too broad to merge as one PR." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything vs Vision Encoder-Decoder are separate model-specific refactors." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families and independent output-tracing changes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "These touch unrelated models; not a single duplicate change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Depth Anything and RWKV are unrelated implementations, not one bug fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models and code paths; same refactor template only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Vision Encoder-Decoder and RWKV are unrelated; not the same change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder variants with distinct forward code; not duplicates." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families; same output-tracing cleanup only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate architectures and independent fixes; not one concrete bug." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech Encoder-Decoder and SuperPoint are unrelated models, not a shared bug." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and forward paths; same refactor pattern only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate models with distinct output handling; not a duplicate PR." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated code paths; no shared fix." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different architectures and independent output-tracing changes." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated implementations; same general refactor theme only." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "bddd8f5a9b4b25a027825f3bb22072e73d2ffd43e6cb10afe527ee950ecacfe1", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "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": "These three pull requests are separate model-addition implementations, not duplicates. They share framework boilerplate and Auto/doc registry edits, but each introduces a different model family and code path.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: PenguinVL, DeepSeek-OCR-2, and Voxtral TTS are distinct model integrations with different configs, processors, and model code.", + "best_issue_reason": null, + "best_pr_reason": "No single best duplicate PR; if forced, none of these is a duplicate representative because they target different models and changesets.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model families and implementations: PenguinVL vs Voxtral TTS. Shared registry/docs files are generic setup, not the same underlying bug or change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different model additions: PenguinVL and DeepSeek-OCR-2 have separate configs, processors, and model code. Similar auto-registration edits do not indicate a duplicate." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model integrations with different code paths. The overlap is only in common Transformers boilerplate." + } + ] + }, + "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": 29, + "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": "201f64ee0412ff6369ada1d0fee3d5efd4ef2069c38a1de888e758e93982c393", + "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": "These PRs are related to fusion, but they target different layers: #44979 adds a generic Module Fusion API and tests, while #45363 implements n-to-1 kernel fusion via KernelConfig across integration/modeling files. They are not the same concrete change and should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44979 is the broader foundational API PR: it introduces the module_fusion module and test coverage for the fusion framework itself.", + "best_issue_reason": null, + "best_pr_reason": "#44979 is the better representative for the cluster because it is the core abstraction change, whereas #45363 is a separate feature built on top of fusion-related infrastructure.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related fusion work, but different code paths and scope: API/framework foundation vs. kernel-config n-to-1 fusion implementation. They could not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 29, + "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": "f5375745139db005996c94e3e77074d6cae72f623466e22c93fbad40322eb10a", + "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 Mistral regex patch bug: using `tokenizer.backend_tokenizer.pre_tokenizer` causes an `AttributeError`, and both switch to `tokenizer.pre_tokenizer`. PR 45317 is the stronger representative because it includes the same fix plus a regression test.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the best canonical PR because it contains the same core fix as 45086 and adds test coverage, making it the more complete implementation of the bugfix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall PR for this cluster because it fixes the same concrete code path and adds a regression test, so it is more suitable as the primary change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same code change in `_patch_mistral_regex`; both modify the exact pre-tokenizer access path, and the second PR is just a fuller version with tests." + } + ] + }, + "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": 29, + "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": "23e2eb9f425976a08c749033977ce2c66121a54d16b6862be74e3b977f089ac6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch NemotronH, but they are different changes: one is a refactor/conversion-mapping update for the existing NemotronH path, while the other introduces dedicated NemotronHDense/NemotronHSparse model implementations, docs, and tests.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the more canonical umbrella change: it adds the new dense/sparse model packages, updates auto-mapping and docs, and includes tests. PR #45115 is narrower and mainly refactors the existing NemotronH inheritance/conversion mapping.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 best represents the substantive completed feature work for NemotronH split-out models; it is broader, more complete, and more likely to be the main reference point for this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They overlap on NemotronH files, but they address different concrete changes: #45115 focuses on conversion mapping and refactoring NemotronH to inherit GraniteMoeHybrid-compatible structure, whereas #45569 adds separate dense/sparse model implementations plus docs/tests. They are related, not duplicates, and would not plausibly be merged into one PR as the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 29, + "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": "6c29e2d0fa83aca969ede2057af57db605c98d3b067c155ae873e20294958952", + "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 PRs: one adds heterogeneous config support, the other adds heterogeneous model/runtime support. They share helper code and tests, but they are not the same concrete change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader, more representative change: it implements heterogeneous model support across cache/modeling paths and consumes the config-layer primitives introduced alongside it.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best single representative for the cluster because it covers the larger end-to-end feature and is the one that would most likely subsume the other in a combined implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same underlying change: #45333 is focused on per-layer config plumbing, while #45332 adds model/runtime support and cache behavior on top. They could be coordinated, but they are not merge-equivalent 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": 21, + "component_count": 29, + "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": "ee2a458e433ca212fe1b013890d6423b3393f5dc36ad3ab8f852585904b619d4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are typing-oriented, but they address different workstreams: PR 45415 is a broad repo-wide type-checking pass over many `src/transformers/*` files, while PR 45425 is a narrower typing follow-up focused on `_typing.py`, `modeling_utils`, and related helpers. They are related in theme, not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45415 is the broader umbrella change and better represents the main type-checking pass across `src/transformers/*py`.", + "best_issue_reason": null, + "best_pr_reason": "PR 45415 is the best representative artifact because its title and file spread most clearly describe the overarching typing effort in this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Do not merge: both are typing cleanups, but they touch different code paths and scopes. PR 45415 is a large pass adding type checking across many files, whereas PR 45425 is a targeted typing support update around `_typing.py` and `modeling_utils`; they could coexist but are not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "86734b302f5dbdf295d94875a407d51b0d44e4f4d9ec6b3814f01d44f0ee5c11", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4857, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4857, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated pull requests that both involve cached-forward logic, but they fix different model implementations and different bugs. The Mamba2 PR is the cleaner canonical representative for its specific issue-linked fix; the Qwen3.5/Olmo/Qwen3-next PR is a broader multi-model change, not a duplicate.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46084 is the better canonical PR because it is narrowly scoped to a single concrete bug in Mamba2 cached forward for seq_len > 1 and explicitly targets issue #46032. PR #45513 is broader, spans multiple model families, and is not the same code path.", + "best_issue_reason": null, + "best_pr_reason": "PR #46084 is the best representative of this cluster because it has the clearest bug description, the most focused fix, and an explicit issue linkage. PR #45513 is less suitable as a canonical representative due to its multi-model scope and different implementation details.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different model families and code paths: Qwen3.5/Olmo hybrid cached linear attention vs Mamba2 CUDA-kernel cached forward. The shared theme of seq_len>1 cache handling is too broad to treat as the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 29, + "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": "c9c3f837d67afeff276987d207760089a1e8d48fc24fe8539886582231a5ff8a", + "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": "Both PRs target expert-parallel loading, but they fix different bugs in different code paths: one is about config serialization/EP detection for accelerate+ZeRO-3, the other about preserving sharded expert parameters during FSDP2 loading. They are related but not duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the more concrete representative: it fixes a specific overwrite bug in the model-loading path with a direct code change (`post_shard_wrap`) and a narrowly described failure mode.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the best standalone PR for this cluster because it addresses a precise, user-visible corruption bug in a single loading path. PR #45548 is broader infrastructure for EP/ZeRO-3 setup rather than the same concrete failure.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Shared EP/loading theme only; #45548 fixes config serialization and EP detection for accelerate+ZeRO-3, while #45662 fixes expert tensors being overwritten during FSDP2 loading. Different bugs, different mechanisms, not one mergeable 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": 24, + "component_count": 29, + "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": "4e6ea62d4ef90589e8dc9792672073cb60440d30b110ce4222f0fc6b9e43eafa", + "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 target the same xdist collision in patched testing debug logs / captured_info handling; PR 45645 is the broader, more complete version and includes CI-side log collection changes, while 45639 is the narrower core fix.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical representative because it addresses the same captured_info xdist collision plus the downstream CI log-collection changes needed to preserve debug output, making it the more complete fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best standalone PR for the cluster since it covers the main code-path fix in `testing_utils.py` and also updates workflow handling for multiple captured_info files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same underlying xdist-safe captured_info bug in `testing_utils.py`; 45645 expands the same fix with workflow changes to consume multiple artifact files." + } + ] + }, + "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": 29, + "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-45720-3", + "nodes": [ + "pull_request:45720", + "pull_request:46023", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259", + "pull_request:46023|pull_request:46259" + ], + "prepared_review_unit_hash": "40f6c5972388a0501c7814664b3442ec115039d864f5534cf73a956d7be45a9f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are thematically related (modeling/linter rule work in Transformers) but they address different rules and different code paths, so they should not be deduplicated.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46259 is the broadest and most representative of the cluster: it introduces a new modeling rule (TRF018) and updates many model files and the rule docs, making it the best canonical representative among these distinct rule-fix PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 46259 is the strongest standalone PR in this set because it has the clearest rule-level scope, explicit docs updates, and the widest implementation footprint; the others are narrower fixes for different rules.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different underlying changes: PR 45720 implements part of TRF003 by changing forward signatures/tuple-return behavior in model code, while PR 46259 adds TRF018 modeling-rule coverage and updates unrelated model processors. Same general linter theme, but not the same bug/change." + }, + { + "left": "pull_request:46023", + "right": "pull_request:46259", + "accept": false, + "reason": "Both are linter/modeling-rule PRs, but they target different rules and different affected files. PR 46023 fixes TRF016 consumption of do_* flags in image/video processors; PR 46259 adds TRF018 and updates a different set of models. Not mergeable as one duplicate fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 29, + "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-46073-3", + "nodes": [ + "pull_request:46073", + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46073|pull_request:46154", + "pull_request:46073|pull_request:46196", + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "d4c3eef74e50d516ee1f949649305c6998b77ab42078f00cb47905a8ee2c4f68", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8083, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8083, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are thematically similar SDPA-dispatch support changes, but they target different model families and different code paths, so they are not duplicates and should not be merged together.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46196 is the broadest representative of the theme, covering multiple model families and the largest test/code surface, but it is still a distinct change from the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Same general SDPA theme, but CTRL and T5 have separate model implementations and tests; these are distinct model-specific fixes, not one mergeable PR." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "CTRL support and wav2vec2_/SeamlessM4T support touch different architectures and attention paths; they are not the same underlying change." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5 attention dispatch is a different concrete code-path change from wav2vec2/seamless support, so they should remain separate 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": 28, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "2bd72f6439bd81193c250df91b9a06defb6178c3c244fbd4aa8bd057bdbd850b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5570, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5570, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two distributed-training PRs with overlapping files but different scope: one is a focused EP+Trainer integration, the other is a broad distributed branch base. They are related but not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46269 is the broader umbrella change spanning the distributed branch base, so it best represents the shared subsystem overlap in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #46269 is the best representative PR because it is the larger foundational distributed refactor, whereas #46126 is a narrower feature integration on top of it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed files are not enough here: #46126 targets EP/router + Trainer integration, while #46269 is a much broader distributed branch base. Different concrete changes, not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "72d436dc3ae0989a66dfc1863554d8c82c18651305fa7d8c0070dd1316bda1c1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests replace file-open source inspection with safer source lookup, but they fix different code paths in different modules and are not mergeable as one PR.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the cleaner canonical representative: it targets a single concrete bug in _can_set_attn_implementation and includes tests, while 46152 is a separate import-utils refactor in a different code path.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the strongest standalone candidate because it has a narrowly scoped fix, a clear behavioral target, and test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Do not merge: both change source-reading mechanics, but one fixes transformers import-utils self-source resolution and the other fixes modeling_utils attention-implementation detection. Different functions, different files, different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260529T120035Z/analysis-runs/hybrid-model-20260529t120035z/manifest.json b/snapshots/20260529T120035Z/analysis-runs/hybrid-model-20260529t120035z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0590d9da74ef0cb2f491c359d17bcdc25ce0873f --- /dev/null +++ b/snapshots/20260529T120035Z/analysis-runs/hybrid-model-20260529t120035z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260529t120035z", + "artifacts": { + "hybrid": "snapshots/20260529T120035Z/analysis-runs/hybrid-model-20260529t120035z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260529T120035Z/analysis-runs/hybrid-model-20260529t120035z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-29T12:11:09Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260529T120035Z", + "variant": "hybrid" +} diff --git a/snapshots/20260529T120035Z/manifest.json b/snapshots/20260529T120035Z/manifest.json index d85527aa3905fa44fdf40e726b92ab27037819f2..5ab86a5bda4861d9a6beedc2b69621ed92b7578a 100644 --- a/snapshots/20260529T120035Z/manifest.json +++ b/snapshots/20260529T120035Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1309 }, "extracted_at": "2026-05-29T12:00:35Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260529t120035z", + "runs": { + "hybrid-model-20260529t120035z": { + "analysis_id": "hybrid-model-20260529t120035z", + "artifacts": { + "hybrid": "snapshots/20260529T120035Z/analysis-runs/hybrid-model-20260529t120035z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260529T120035Z/analysis-runs/hybrid-model-20260529t120035z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260529T120035Z/analysis-runs/hybrid-model-20260529t120035z/manifest.json", + "model": null, + "published_at": "2026-05-29T12:11:09Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260529T120035Z", "watermark": {